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I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you take this class with this professor, the assignments will be much longer and much harder. This does not mean you will learn the material better\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-09 23:44:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91b7eb3a877ecf7937a72b4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDg1Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Do not take this  class. He is horrible worst teacher.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-09-07 17:58:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"08d92fa7c15bdcc9f8ec61c4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4NjYzNzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":8,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"a91b7eb3a877ecf7937a72b4\",\"03a3f702123127736d1cdcbe\",\"08d92fa7c15bdcc9f8ec61c4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews criticize Amos Ron for poor teaching clarity, rude behavior, and confusing explanations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you take this class with this professor, the assignments will be much longer and much harder. This does not mean you will learn the material better\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-09 23:44:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91b7eb3a877ecf7937a72b4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDg1Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Excellent lectures, Amos is funny and charismatic. He doesn't have the best organization when it comes to expectations in the class, so expect a lot of emails with critical information in them. HWs are long, and there is considerable work outside class, so you'll have to work for it.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2021-12-15 20:05:16 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"06e5b6a7aa6821bb7fefd0f0\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NTQxOTcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This class introduces some fun concepts, and Prof. Ron is a very engaging and eccentric professor. You can tell he cares about what he's teaching. The projects can be very tough and time-consuming but they are totally doable. You'll have to read the lecture notes pretty often. Grading criteria were kind of loosey-goosey. I had fun though!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-01-31 18:35:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b8f517be1a46a5c7cf3a9f1\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1ODE0NTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":9,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"a91b7eb3a877ecf7937a72b4\",\"03a3f702123127736d1cdcbe\",\"06e5b6a7aa6821bb7fefd0f0\",\"3b8f517be1a46a5c7cf3a9f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews describe Amos Ron's homework assignments as excessively long and time-consuming, often taking many hours per assignment.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Engaging and eccentric lecturer, gives a decent amount of homework. Biggest issue was communication. Canvas was not updated with correct grades for the whole semester, confusing grading policy, failure to respond to emails, and submitted grades 3 days past grading deadline. Good professor overall, but unnecessarily stressful.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-12-28 08:12:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fa349ee7dea8a13736c48699\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjU0MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"While the overall content is not that difficult, you will truly never know where you stand in the class. Amos's grading is very ambiguous and he curved to his liking which is somewhat stressful. He also is not the best at understanding specific questions so ask broadly about the topic and just hope he reaches is eventually. \",\"course_id\":\"COMPSCI 412\",\"date\":\"2024-01-17 21:49:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"77a86e2ff422e99c5ae3bde7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":8,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"03a3f702123127736d1cdcbe\",\"fa349ee7dea8a13736c48699\",\"77a86e2ff422e99c5ae3bde7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews note that Amos Ron's exams are difficult, poorly aligned with homework, and subject to ambiguous grading policies.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I really enjoyed his lectures and would consider Professor Ron to be one of the best. The assignments require a bit of interpretation, however, the content of lectures and homework are coincident. Lectures are mandatory, and for good reason. The homework is thorough but will only take 4-6 hours, and are assigned biweekly which is plenty of time.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2016-12-18 18:43:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"764215d5c449a405c4df73e7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTU3Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Best professor ever! Take his class! Easy A! Classes are structured in an easy-to-understand manner. Don't listen to those other comments as they aren't true.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-10-31 15:10:04 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"e8de1526dc5025d0a947e46b\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4ODA4OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Best professor ever! His 412 is brilliant. Easy A for everyone\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-11-30 00:28:10 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d26e8fb08cbe225b85069958\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4OTk2NTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Fairly easy if you NEVER skip a single class and take EVERY homework seriously. Exams will not be like the exam but you will be fairly outstanding if you are outstanding from the beginning. As he always says: This is life, and you just get over it. I assume.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-12-29 18:35:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"596cf425683a458c60477fcc\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MzU3NjY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"An energetic lecturer who likes making jokes and engaging with the class. Doesn't give many opportunities for students to participate in the actual lecture, instead just powers through and gives answers where there could've been better opportunities for learning. Is really harsh on his attendance policy and is rather rude in emails.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-10-09 11:36:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bcfbf1a27bc47ce7f4c385ee\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMwNTUzNjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Good lectures, explains things well. Provides very additional material to work with, no practice exams, additional readings, etc.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-12-19 22:47:30 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a91429410eab5b847a8b40bf\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTA2MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Attend every lecture is very helpful. He is very good at explaining. If you can understand everything in the lecture, exams will be easy. There're lecture notes on the website but no practice exam. Only six homework but each takes hours. By the way, he is humorous and energetic.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2019-01-11 08:52:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e2ec598f0eafd0a143def1d\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMjQzNDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Excellent lectures, Amos is funny and charismatic. He doesn't have the best organization when it comes to expectations in the class, so expect a lot of emails with critical information in them. HWs are long, and there is considerable work outside class, so you'll have to work for it.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2021-12-15 20:05:16 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"06e5b6a7aa6821bb7fefd0f0\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NTQxOTcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This class introduces some fun concepts, and Prof. Ron is a very engaging and eccentric professor. You can tell he cares about what he's teaching. The projects can be very tough and time-consuming but they are totally doable. You'll have to read the lecture notes pretty often. Grading criteria were kind of loosey-goosey. I had fun though!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-01-31 18:35:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b8f517be1a46a5c7cf3a9f1\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1ODE0NTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":9,\"review_ids\":[\"764215d5c449a405c4df73e7\",\"e8de1526dc5025d0a947e46b\",\"d26e8fb08cbe225b85069958\",\"596cf425683a458c60477fcc\",\"bcfbf1a27bc47ce7f4c385ee\",\"a91429410eab5b847a8b40bf\",\"6e2ec598f0eafd0a143def1d\",\"06e5b6a7aa6821bb7fefd0f0\",\"3b8f517be1a46a5c7cf3a9f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Some cited reviews praise Amos Ron as an engaging, humorous, and effective lecturer who makes the material accessible.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Wouldn't recommend for CS412, she just regurgitates the book. Takes forever to receive homework back/solutions. Crammed way too much material in, most of it felt like we were just plugging numbers into algorithms...\",\"course_id\":\"COMPSCI 412\",\"date\":\"2009-05-19 00:03:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8b06bfd2c30880a0e0cc720a\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":2,\"review_ids\":[\"8b06bfd2c30880a0e0cc720a\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:384064\",\"summary\":\"Cited reviews criticize Beck Hasti for regurgitating the book and failing to help students prepare for exams effectively.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Simply the best!Go to class and do the in-class problem sets. There is also before lecture quiz based on the video given for each class. 100% mark is guaranteed for the quiz and class sets. The video are super small and clear. He also provides slides if you don't like watching videos. Exam questions are from the sets and quiz. Getting an A is easy.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-14 19:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0a98ff338b8fbd983c0495f8\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"He is really a nice guy who cares if you really understand the materials. Take as many courses as possible with him!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-05-08 02:08:36 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e4f8e869e1b17d703ec640f4\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQzMTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"Really good.  Teaching style is really good and easy for students to follow. He makes learning easy and fun.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-05-16 14:01:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"72d1251ee23c94b6c9585841\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MzIyNzEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"}],\"evidence_count\":3,\"review_ids\":[\"0a98ff338b8fbd983c0495f8\",\"e4f8e869e1b17d703ec640f4\",\"72d1251ee23c94b6c9585841\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1780137\",\"name\":\"Andrew Kuemmel\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1780137\",\"summary\":\"Cited reviews praise Andrew Kuemmel for his clear teaching style, engaging lectures, and supportiveness toward students.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"919565c082d1984bed40ad3f8c5fbfe1e477fea3c6282d17f309b9d55e04c775","record_version_id":"a4f4f6e64381439e187c21d0e779837cf9f78d02537c51bcb28e263654ff5a1d","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"a07448dae75ee9b5890fceecd3e3cef0cf2461acff3e064b623d9776f34278cb","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"107fa86dd44a9776f5fffd74bffa284cc3297efa135080b7cb54efa12cb7d95c\",\"course_id\":\"COMPSCI 412\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Amos Ron\",\"review_date\":\"2008-12-19 00:15:58 +0000 UTC\",\"review_id\":\"bc8de5440cab76c6445fd7cd\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1190420\",\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\",\"type\":\"review\"},{\"instructor_name\":\"Beck Hasti\",\"review_date\":\"2026-04-10 05:27:23 +0000 UTC\",\"review_id\":\"9823460ace7fadb38a874372\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Homework assignments were reported to take up to 20 hours each. Exams were described as difficult, with one student noting the midterm average was 60% without a curve.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":false,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Eftychios Sifakis\",\"review_date\":\"2012-05-29 21:50:29 +0000 UTC\",\"review_id\":\"e79044dbb33a9c9d3f1bc9b2\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:1727820\",\"source_review_id\":\"UmF0aW5nLTIwMzYwMTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1727820\",\"type\":\"review\"},{\"instructor_name\":\"Beck Hasti\",\"review_date\":\"2026-04-10 05:27:23 +0000 UTC\",\"review_id\":\"9823460ace7fadb38a874372\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students found the material math-heavy and required memorizing numerous formulas while learning MATLAB. The course often felt like plugging numbers into algorithms rather than deep conceptual learning.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 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UTC\",\"review_id\":\"8b06bfd2c30880a0e0cc720a\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Feedback on grading was mixed; one student found Amos Ron's grading ambiguous and stressful, while another criticized Beck Hasti for slow homework feedback and regurgitating textbook content.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"ANDREW KUEMMEL is recorded teaching in Spring 2017. 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"EFTYCHIOS SIFAKIS is recorded teaching in Spring 2011, Spring 2012, Spring 2013. 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polynomials and splines.\"}],\"text\":\"Solving linear and nonlinear systems of equations\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"numerical solution of ordinary differential equations\"}],\"text\":\"Numerical solution of ordinary differential equations\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"Data fitting (such as least squares) by polynomials and splines\"}],\"text\":\"Data fitting using polynomials and splines\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"approximate integration and differentiation\"}],\"text\":\"Approximate integration and differentiation\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO NUMERICAL METHODS\"},{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"Interpolation, solution of linear and nonlinear systems of equations, approximate integration and 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412","catalog_version_id":"24b9074c16e9386681b039e82795233a888f1e0d64c47a9511042152fb113f20","record_version_id":"88507921d79c36189b6926f42f11bd227ab806ddc773f4a13aa7171f8215a098","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"55badd0fb6d7407438d53a1df2958d765824f7fbed8f3ccba24d4d9568f8c328","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":6,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"03a3f702123127736d1cdcbe\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Homework assignments are frequently described as excessively long, taking 10-20 hours each, and tests are considered very difficult.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I thought the material in this class was pretty hard. Very math-y as CS goes. He's obviously very smart, and he's not too difficult to understand. There is no textbook so you have to rely very heavily on his notes. Tests are weighted heavily. Wouldn't recommend it if you didn't enjoy calc 3.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2012-05-29 21:50:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e79044dbb33a9c9d3f1bc9b2\",\"instructor_id\":\"rmp:1727820\",\"instructor_name\":\"Eftychios Sifakis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIwMzYwMTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1727820\"},{\"comment\":\"I really enjoyed his lectures and would consider Professor Ron to be one of the best. The assignments require a bit of interpretation, however, the content of lectures and homework are coincident. Lectures are mandatory, and for good reason. The homework is thorough but will only take 4-6 hours, and are assigned biweekly which is plenty of time.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2016-12-18 18:43:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"764215d5c449a405c4df73e7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTU3Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Simply the best!Go to class and do the in-class problem sets. There is also before lecture quiz based on the video given for each class. 100% mark is guaranteed for the quiz and class sets. The video are super small and clear. He also provides slides if you don't like watching videos. Exam questions are from the sets and quiz. Getting an A is easy.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-14 19:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0a98ff338b8fbd983c0495f8\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"He makes the class easy but I don't really like him. First, he wastes half of each lecture by restating the video lecture, correcting mindless errors he made, and stating\\\"new ideas\\\" about the course. Secondly, he wants to teach matlab but kept focusing on very simple staff. Thirdly, he makes a lot of simple mistakes.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-22 18:27:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"29aebdd427b27804c79ad53e\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI3OTM0OTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"An energetic lecturer who likes making jokes and engaging with the class. Doesn't give many opportunities for students to participate in the actual lecture, instead just powers through and gives answers where there could've been better opportunities for learning. Is really harsh on his attendance policy and is rather rude in emails.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-10-09 11:36:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bcfbf1a27bc47ce7f4c385ee\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMwNTUzNjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Attend every lecture is very helpful. He is very good at explaining. If you can understand everything in the lecture, exams will be easy. There're lecture notes on the website but no practice exam. Only six homework but each takes hours. By the way, he is humorous and energetic.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2019-01-11 08:52:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e2ec598f0eafd0a143def1d\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMjQzNDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":6,\"review_ids\":[\"e79044dbb33a9c9d3f1bc9b2\",\"764215d5c449a405c4df73e7\",\"0a98ff338b8fbd983c0495f8\",\"29aebdd427b27804c79ad53e\",\"bcfbf1a27bc47ce7f4c385ee\",\"6e2ec598f0eafd0a143def1d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:1727820\",\"name\":\"Eftychios Sifakis\"},{\"id\":\"rmp:1780137\",\"name\":\"Andrew Kuemmel\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some find the professor engaging and clear, while others criticize him for being sarcastic, confusing, or failing to explain concepts well.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"He is a terrible teacher.  Midterm was based on concepts barely mentioned and had almost nothing to do with homework or examples.  Do not take the class with him if you want a teacher who can teach.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2014-03-27 22:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f3e7efe9c19ae328e9ce772f\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyOTU4NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"fb3e09b29ed16db47311b755\",\"f3e7efe9c19ae328e9ce772f\",\"03a3f702123127736d1cdcbe\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Students report that exams are hard, often unrelated to homework, and grading can be ambiguous or harsh.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Wouldn't recommend for CS412, she just regurgitates the book. Takes forever to receive homework back/solutions. Crammed way too much material in, most of it felt like we were just plugging numbers into algorithms...\",\"course_id\":\"COMPSCI 412\",\"date\":\"2009-05-19 00:03:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8b06bfd2c30880a0e0cc720a\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Engaging and eccentric lecturer, gives a decent amount of homework. Biggest issue was communication. Canvas was not updated with correct grades for the whole semester, confusing grading policy, failure to respond to emails, and submitted grades 3 days past grading deadline. Good professor overall, but unnecessarily stressful.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-12-28 08:12:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fa349ee7dea8a13736c48699\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjU0MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"While the overall content is not that difficult, you will truly never know where you stand in the class. Amos's grading is very ambiguous and he curved to his liking which is somewhat stressful. He also is not the best at understanding specific questions so ask broadly about the topic and just hope he reaches is eventually. \",\"course_id\":\"COMPSCI 412\",\"date\":\"2024-01-17 21:49:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"77a86e2ff422e99c5ae3bde7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":3,\"review_ids\":[\"8b06bfd2c30880a0e0cc720a\",\"fa349ee7dea8a13736c48699\",\"77a86e2ff422e99c5ae3bde7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"summary\":\"Communication is often cited as a major issue, with confusing grading policies, lack of practice exams, and poor Canvas updates.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"919565c082d1984bed40ad3f8c5fbfe1e477fea3c6282d17f309b9d55e04c775","record_version_id":"a4f4f6e64381439e187c21d0e779837cf9f78d02537c51bcb28e263654ff5a1d","job_id":"enrich-6556a505c10f448d98d02466","output_id":"0ba9f12bf6754f8d334d14901bbc3d130bd97fdad7b17c5a00a587520215d646","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"r1\",\"r2\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (MATH/COMP SCI 240orMATH 234) and (COMP SCI 200,300, 301,310, or placement intoCOMP SCI 300) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"root\",\"kind\":\"any\"},{\"children\":[\"c222\",\"g1\",\"g2\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (MATH/COMP SCI 240orMATH 234) and (COMP SCI 200,300, 301,310, or placement intoCOMP SCI 300)\",\"id\":\"r1\",\"kind\":\"all\"},{\"children\":[\"cond_grad\"],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"r2\",\"kind\":\"not\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":222,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 222\",\"id\":\"c222\",\"kind\":\"course\"},{\"children\":[\"c240\",\"c234\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH/COMP SCI 240orMATH 234)\",\"id\":\"g1\",\"kind\":\"any\"},{\"children\":[\"c200\",\"c300\",\"c301\",\"c310\",\"cond_placement\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,300, 301,310, or placement intoCOMP SCI 300)\",\"id\":\"g2\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"cond_grad\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":240,\"minimum_grade\":null,\"subjects\":[\"MATH\",\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"MATH/COMP SCI 240\",\"id\":\"c240\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":234,\"minimum_grade\":null,\"subjects\":[\"MATH\"],\"timing\":\"prior\"},\"evidence\":\"MATH 234\",\"id\":\"c234\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":200,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI 200\",\"id\":\"c200\",\"kind\":\"course\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":300,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"300\",\"id\":\"c300\",\"kind\":\"course\"},{\"children\":[],\"condition\":\"placement into COMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"cond_placement\",\"kind\":\"condition\"},{\"children\":[],\"condition\":null,\"course\":{\"course_number\":310,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\"],\"timing\":\"prior\"},\"evidence\":\"310\",\"id\":\"c310\",\"kind\":\"course\"}],\"notes\":[\"The source text lacks spaces around 'and' and 'or', making grouping ambiguous. 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I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you take this class with this professor, the assignments will be much longer and much harder. This does not mean you will learn the material better\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-09 23:44:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91b7eb3a877ecf7937a72b4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDg1Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Do not take this  class. He is horrible worst teacher.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-09-07 17:58:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"08d92fa7c15bdcc9f8ec61c4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4NjYzNzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":8,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"a91b7eb3a877ecf7937a72b4\",\"03a3f702123127736d1cdcbe\",\"08d92fa7c15bdcc9f8ec61c4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews criticize Amos Ron for poor teaching clarity, rude behavior, and confusing explanations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you take this class with this professor, the assignments will be much longer and much harder. This does not mean you will learn the material better\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-09 23:44:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91b7eb3a877ecf7937a72b4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDg1Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Excellent lectures, Amos is funny and charismatic. He doesn't have the best organization when it comes to expectations in the class, so expect a lot of emails with critical information in them. HWs are long, and there is considerable work outside class, so you'll have to work for it.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2021-12-15 20:05:16 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"06e5b6a7aa6821bb7fefd0f0\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NTQxOTcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This class introduces some fun concepts, and Prof. Ron is a very engaging and eccentric professor. You can tell he cares about what he's teaching. The projects can be very tough and time-consuming but they are totally doable. You'll have to read the lecture notes pretty often. Grading criteria were kind of loosey-goosey. I had fun though!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-01-31 18:35:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b8f517be1a46a5c7cf3a9f1\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1ODE0NTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":9,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"a91b7eb3a877ecf7937a72b4\",\"03a3f702123127736d1cdcbe\",\"06e5b6a7aa6821bb7fefd0f0\",\"3b8f517be1a46a5c7cf3a9f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews describe Amos Ron's homework assignments as excessively long and time-consuming, often taking many hours per assignment.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Engaging and eccentric lecturer, gives a decent amount of homework. Biggest issue was communication. Canvas was not updated with correct grades for the whole semester, confusing grading policy, failure to respond to emails, and submitted grades 3 days past grading deadline. Good professor overall, but unnecessarily stressful.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-12-28 08:12:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fa349ee7dea8a13736c48699\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjU0MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"While the overall content is not that difficult, you will truly never know where you stand in the class. Amos's grading is very ambiguous and he curved to his liking which is somewhat stressful. He also is not the best at understanding specific questions so ask broadly about the topic and just hope he reaches is eventually. \",\"course_id\":\"COMPSCI 412\",\"date\":\"2024-01-17 21:49:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"77a86e2ff422e99c5ae3bde7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":8,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"03a3f702123127736d1cdcbe\",\"fa349ee7dea8a13736c48699\",\"77a86e2ff422e99c5ae3bde7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews note that Amos Ron's exams are difficult, poorly aligned with homework, and subject to ambiguous grading policies.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I really enjoyed his lectures and would consider Professor Ron to be one of the best. The assignments require a bit of interpretation, however, the content of lectures and homework are coincident. Lectures are mandatory, and for good reason. The homework is thorough but will only take 4-6 hours, and are assigned biweekly which is plenty of time.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2016-12-18 18:43:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"764215d5c449a405c4df73e7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTU3Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Best professor ever! Take his class! Easy A! Classes are structured in an easy-to-understand manner. Don't listen to those other comments as they aren't true.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-10-31 15:10:04 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"e8de1526dc5025d0a947e46b\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4ODA4OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Best professor ever! His 412 is brilliant. Easy A for everyone\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-11-30 00:28:10 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d26e8fb08cbe225b85069958\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4OTk2NTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Fairly easy if you NEVER skip a single class and take EVERY homework seriously. Exams will not be like the exam but you will be fairly outstanding if you are outstanding from the beginning. As he always says: This is life, and you just get over it. I assume.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-12-29 18:35:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"596cf425683a458c60477fcc\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MzU3NjY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"An energetic lecturer who likes making jokes and engaging with the class. Doesn't give many opportunities for students to participate in the actual lecture, instead just powers through and gives answers where there could've been better opportunities for learning. Is really harsh on his attendance policy and is rather rude in emails.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-10-09 11:36:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bcfbf1a27bc47ce7f4c385ee\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMwNTUzNjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Good lectures, explains things well. Provides very additional material to work with, no practice exams, additional readings, etc.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-12-19 22:47:30 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a91429410eab5b847a8b40bf\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTA2MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Attend every lecture is very helpful. He is very good at explaining. If you can understand everything in the lecture, exams will be easy. There're lecture notes on the website but no practice exam. Only six homework but each takes hours. By the way, he is humorous and energetic.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2019-01-11 08:52:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e2ec598f0eafd0a143def1d\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMjQzNDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Excellent lectures, Amos is funny and charismatic. He doesn't have the best organization when it comes to expectations in the class, so expect a lot of emails with critical information in them. HWs are long, and there is considerable work outside class, so you'll have to work for it.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2021-12-15 20:05:16 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"06e5b6a7aa6821bb7fefd0f0\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NTQxOTcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This class introduces some fun concepts, and Prof. Ron is a very engaging and eccentric professor. You can tell he cares about what he's teaching. The projects can be very tough and time-consuming but they are totally doable. You'll have to read the lecture notes pretty often. Grading criteria were kind of loosey-goosey. I had fun though!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-01-31 18:35:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b8f517be1a46a5c7cf3a9f1\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1ODE0NTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":9,\"review_ids\":[\"764215d5c449a405c4df73e7\",\"e8de1526dc5025d0a947e46b\",\"d26e8fb08cbe225b85069958\",\"596cf425683a458c60477fcc\",\"bcfbf1a27bc47ce7f4c385ee\",\"a91429410eab5b847a8b40bf\",\"6e2ec598f0eafd0a143def1d\",\"06e5b6a7aa6821bb7fefd0f0\",\"3b8f517be1a46a5c7cf3a9f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Some cited reviews praise Amos Ron as an engaging, humorous, and effective lecturer who makes the material accessible.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Wouldn't recommend for CS412, she just regurgitates the book. Takes forever to receive homework back/solutions. Crammed way too much material in, most of it felt like we were just plugging numbers into algorithms...\",\"course_id\":\"COMPSCI 412\",\"date\":\"2009-05-19 00:03:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8b06bfd2c30880a0e0cc720a\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":2,\"review_ids\":[\"8b06bfd2c30880a0e0cc720a\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:384064\",\"summary\":\"Cited reviews criticize Beck Hasti for regurgitating the book and failing to help students prepare for exams effectively.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Simply the best!Go to class and do the in-class problem sets. There is also before lecture quiz based on the video given for each class. 100% mark is guaranteed for the quiz and class sets. The video are super small and clear. He also provides slides if you don't like watching videos. Exam questions are from the sets and quiz. Getting an A is easy.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-14 19:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0a98ff338b8fbd983c0495f8\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"He is really a nice guy who cares if you really understand the materials. Take as many courses as possible with him!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-05-08 02:08:36 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e4f8e869e1b17d703ec640f4\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQzMTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"Really good.  Teaching style is really good and easy for students to follow. He makes learning easy and fun.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-05-16 14:01:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"72d1251ee23c94b6c9585841\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MzIyNzEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"}],\"evidence_count\":3,\"review_ids\":[\"0a98ff338b8fbd983c0495f8\",\"e4f8e869e1b17d703ec640f4\",\"72d1251ee23c94b6c9585841\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1780137\",\"name\":\"Andrew Kuemmel\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1780137\",\"summary\":\"Cited reviews praise Andrew Kuemmel for his clear teaching style, engaging lectures, and supportiveness toward students.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"24b9074c16e9386681b039e82795233a888f1e0d64c47a9511042152fb113f20","record_version_id":"88507921d79c36189b6926f42f11bd227ab806ddc773f4a13aa7171f8215a098","job_id":"enrich-789789da373eecc1ff75f626","output_id":"1e1203b93918ef221b9a1100ed2bd951543df0012f5abf13e29d9a202ed0be4c","section":"requirements","status":"needs_review","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (MATH/COMP SCI 240orMATH 234) and (COMP SCI 200,300, 301, 302,310, or placement intoCOMP SCI 300) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"MATH 222\",\"course\":null,\"evidence\":\"MATH 222\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH/COMP SCI 240orMATH 234)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n8\",\"n9\",\"n10\",\"n11\",\"n12\",\"n13\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,300, 301, 302,310, or placement intoCOMP SCI 300)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH/COMP SCI 240\",\"course\":null,\"evidence\":\"MATH/COMP SCI 240\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 234\",\"course\":null,\"evidence\":\"MATH 234\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 200\",\"course\":null,\"evidence\":\"COMP SCI 200\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 300\",\"course\":null,\"evidence\":\"COMP SCI 300\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n11\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"310\",\"course\":null,\"evidence\":\"310\",\"id\":\"n12\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n13\",\"kind\":\"condition\"}],\"notes\":[\"MATH 222 is listed as a condition leaf in the parsed tree but is a course in linked_courses. 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I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you take this class with this professor, the assignments will be much longer and much harder. This does not mean you will learn the material better\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-09 23:44:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91b7eb3a877ecf7937a72b4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDg1Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Do not take this  class. He is horrible worst teacher.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-09-07 17:58:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"08d92fa7c15bdcc9f8ec61c4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI4NjYzNzEz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":8,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"a91b7eb3a877ecf7937a72b4\",\"03a3f702123127736d1cdcbe\",\"08d92fa7c15bdcc9f8ec61c4\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews criticize Amos Ron for poor teaching clarity, rude behavior, and confusing explanations.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you take this class with this professor, the assignments will be much longer and much harder. This does not mean you will learn the material better\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-09 23:44:38 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a91b7eb3a877ecf7937a72b4\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDg1Nzkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Excellent lectures, Amos is funny and charismatic. He doesn't have the best organization when it comes to expectations in the class, so expect a lot of emails with critical information in them. HWs are long, and there is considerable work outside class, so you'll have to work for it.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2021-12-15 20:05:16 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"06e5b6a7aa6821bb7fefd0f0\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NTQxOTcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This class introduces some fun concepts, and Prof. Ron is a very engaging and eccentric professor. You can tell he cares about what he's teaching. The projects can be very tough and time-consuming but they are totally doable. You'll have to read the lecture notes pretty often. Grading criteria were kind of loosey-goosey. I had fun though!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-01-31 18:35:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b8f517be1a46a5c7cf3a9f1\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1ODE0NTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":9,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"a91b7eb3a877ecf7937a72b4\",\"03a3f702123127736d1cdcbe\",\"06e5b6a7aa6821bb7fefd0f0\",\"3b8f517be1a46a5c7cf3a9f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews describe Amos Ron's homework assignments as excessively long and time-consuming, often taking many hours per assignment.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Professor Amos is the worse professor I have had in my academic career.  Compared to other sections of CS412, his assignments are way harder, and his grading scheme is way worse (one 40% midterm and one 40% final). His exams are not anything like the homework we spend 20 hours on and he makes us memorize equations.  He is also incredibly rude.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2013-12-07 14:07:36 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"24d9a69e9ce9e0ed6353393e\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyNDYyMjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Engaging and eccentric lecturer, gives a decent amount of homework. Biggest issue was communication. Canvas was not updated with correct grades for the whole semester, confusing grading policy, failure to respond to emails, and submitted grades 3 days past grading deadline. Good professor overall, but unnecessarily stressful.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-12-28 08:12:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fa349ee7dea8a13736c48699\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjU0MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"While the overall content is not that difficult, you will truly never know where you stand in the class. Amos's grading is very ambiguous and he curved to his liking which is somewhat stressful. He also is not the best at understanding specific questions so ask broadly about the topic and just hope he reaches is eventually. \",\"course_id\":\"COMPSCI 412\",\"date\":\"2024-01-17 21:49:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"77a86e2ff422e99c5ae3bde7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":8,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"24d9a69e9ce9e0ed6353393e\",\"03a3f702123127736d1cdcbe\",\"fa349ee7dea8a13736c48699\",\"77a86e2ff422e99c5ae3bde7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Cited reviews note that Amos Ron's exams are difficult, poorly aligned with homework, and subject to ambiguous grading policies.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"I really enjoyed his lectures and would consider Professor Ron to be one of the best. The assignments require a bit of interpretation, however, the content of lectures and homework are coincident. Lectures are mandatory, and for good reason. The homework is thorough but will only take 4-6 hours, and are assigned biweekly which is plenty of time.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2016-12-18 18:43:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"764215d5c449a405c4df73e7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTU3Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Best professor ever! Take his class! Easy A! Classes are structured in an easy-to-understand manner. Don't listen to those other comments as they aren't true.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-10-31 15:10:04 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"e8de1526dc5025d0a947e46b\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4ODA4OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Best professor ever! His 412 is brilliant. Easy A for everyone\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-11-30 00:28:10 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"d26e8fb08cbe225b85069958\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4OTk2NTI3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Fairly easy if you NEVER skip a single class and take EVERY homework seriously. Exams will not be like the exam but you will be fairly outstanding if you are outstanding from the beginning. As he always says: This is life, and you just get over it. I assume.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-12-29 18:35:31 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"596cf425683a458c60477fcc\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5MzU3NjY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"An energetic lecturer who likes making jokes and engaging with the class. Doesn't give many opportunities for students to participate in the actual lecture, instead just powers through and gives answers where there could've been better opportunities for learning. Is really harsh on his attendance policy and is rather rude in emails.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-10-09 11:36:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bcfbf1a27bc47ce7f4c385ee\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMwNTUzNjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Good lectures, explains things well. Provides very additional material to work with, no practice exams, additional readings, etc.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-12-19 22:47:30 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"a91429410eab5b847a8b40bf\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTMxMTA2MjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Attend every lecture is very helpful. He is very good at explaining. If you can understand everything in the lecture, exams will be easy. There're lecture notes on the website but no practice exam. Only six homework but each takes hours. By the way, he is humorous and energetic.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2019-01-11 08:52:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e2ec598f0eafd0a143def1d\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMjQzNDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Excellent lectures, Amos is funny and charismatic. He doesn't have the best organization when it comes to expectations in the class, so expect a lot of emails with critical information in them. HWs are long, and there is considerable work outside class, so you'll have to work for it.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2021-12-15 20:05:16 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"06e5b6a7aa6821bb7fefd0f0\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1NTQxOTcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This class introduces some fun concepts, and Prof. Ron is a very engaging and eccentric professor. You can tell he cares about what he's teaching. The projects can be very tough and time-consuming but they are totally doable. You'll have to read the lecture notes pretty often. Grading criteria were kind of loosey-goosey. I had fun though!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-01-31 18:35:20 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b8f517be1a46a5c7cf3a9f1\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM1ODE0NTUz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":9,\"review_ids\":[\"764215d5c449a405c4df73e7\",\"e8de1526dc5025d0a947e46b\",\"d26e8fb08cbe225b85069958\",\"596cf425683a458c60477fcc\",\"bcfbf1a27bc47ce7f4c385ee\",\"a91429410eab5b847a8b40bf\",\"6e2ec598f0eafd0a143def1d\",\"06e5b6a7aa6821bb7fefd0f0\",\"3b8f517be1a46a5c7cf3a9f1\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2016\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1190420\",\"summary\":\"Some cited reviews praise Amos Ron as an engaging, humorous, and effective lecturer who makes the material accessible.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Wouldn't recommend for CS412, she just regurgitates the book. Takes forever to receive homework back/solutions. Crammed way too much material in, most of it felt like we were just plugging numbers into algorithms...\",\"course_id\":\"COMPSCI 412\",\"date\":\"2009-05-19 00:03:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8b06bfd2c30880a0e0cc720a\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":2,\"review_ids\":[\"8b06bfd2c30880a0e0cc720a\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:384064\",\"summary\":\"Cited reviews criticize Beck Hasti for regurgitating the book and failing to help students prepare for exams effectively.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"Simply the best!Go to class and do the in-class problem sets. There is also before lecture quiz based on the video given for each class. 100% mark is guaranteed for the quiz and class sets. The video are super small and clear. He also provides slides if you don't like watching videos. Exam questions are from the sets and quiz. Getting an A is easy.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-14 19:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0a98ff338b8fbd983c0495f8\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"He is really a nice guy who cares if you really understand the materials. Take as many courses as possible with him!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-05-08 02:08:36 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"e4f8e869e1b17d703ec640f4\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MjQzMTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"Really good.  Teaching style is really good and easy for students to follow. He makes learning easy and fun.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-05-16 14:01:33 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"72d1251ee23c94b6c9585841\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI4MzIyNzEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"}],\"evidence_count\":3,\"review_ids\":[\"0a98ff338b8fbd983c0495f8\",\"e4f8e869e1b17d703ec640f4\",\"72d1251ee23c94b6c9585841\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1780137\",\"name\":\"Andrew Kuemmel\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1780137\",\"summary\":\"Cited reviews praise Andrew Kuemmel for his clear teaching style, engaging lectures, and supportiveness toward students.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"24b9074c16e9386681b039e82795233a888f1e0d64c47a9511042152fb113f20","record_version_id":"88507921d79c36189b6926f42f11bd227ab806ddc773f4a13aa7171f8215a098","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a00574ef6b84158d77a3fedac16bb014969485f4d3c19ca86123817e0cc7d528","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\",\"n4\",\"n5\"],\"condition\":null,\"course\":null,\"evidence\":\"MATH 222and (MATH/COMP SCI 240orMATH 234) and (COMP SCI 200,300, 301, 302,310, or placement intoCOMP SCI 300) or graduate/professional standing or declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n0\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"MATH 222\",\"course\":null,\"evidence\":\"MATH 222\",\"id\":\"n1\",\"kind\":\"condition\"},{\"children\":[\"n6\",\"n7\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH/COMP SCI 240orMATH 234)\",\"id\":\"n2\",\"kind\":\"any\"},{\"children\":[\"n8\",\"n9\",\"n10\",\"n11\",\"n12\",\"n13\"],\"condition\":null,\"course\":null,\"evidence\":\"(COMP SCI 200,300, 301, 302,310, or placement intoCOMP SCI 300)\",\"id\":\"n3\",\"kind\":\"any\"},{\"children\":[],\"condition\":\"graduate/professional standing\",\"course\":null,\"evidence\":\"graduate/professional standing\",\"id\":\"n4\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"course\":null,\"evidence\":\"declared in the Capstone Certificate in Computer Sciences for Professionals\",\"id\":\"n5\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH/COMP SCI 240\",\"course\":null,\"evidence\":\"MATH/COMP SCI 240\",\"id\":\"n6\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"MATH 234\",\"course\":null,\"evidence\":\"MATH 234\",\"id\":\"n7\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 200\",\"course\":null,\"evidence\":\"COMP SCI 200\",\"id\":\"n8\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"COMP SCI 300\",\"course\":null,\"evidence\":\"COMP SCI 300\",\"id\":\"n9\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"301\",\"course\":null,\"evidence\":\"301\",\"id\":\"n10\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"302\",\"course\":null,\"evidence\":\"302\",\"id\":\"n11\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"310\",\"course\":null,\"evidence\":\"310\",\"id\":\"n12\",\"kind\":\"condition\"},{\"children\":[],\"condition\":\"placement intoCOMP SCI 300\",\"course\":null,\"evidence\":\"placement intoCOMP SCI 300\",\"id\":\"n13\",\"kind\":\"condition\"}],\"notes\":[\"MATH 222 is listed as a condition leaf in the parsed tree but is a course in linked_courses. 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differential equations\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"Data fitting (such as least squares) by polynomials and splines\"}],\"text\":\"Data fitting by polynomials and splines\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"24b9074c16e9386681b039e82795233a888f1e0d64c47a9511042152fb113f20","record_version_id":"88507921d79c36189b6926f42f11bd227ab806ddc773f4a13aa7171f8215a098","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a00574ef6b84158d77a3fedac16bb014969485f4d3c19ca86123817e0cc7d528","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":6,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"03a3f702123127736d1cdcbe\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Homework assignments are frequently described as excessively long, taking 10-20 hours each, and tests are considered very difficult.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I thought the material in this class was pretty hard. Very math-y as CS goes. He's obviously very smart, and he's not too difficult to understand. There is no textbook so you have to rely very heavily on his notes. Tests are weighted heavily. Wouldn't recommend it if you didn't enjoy calc 3.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2012-05-29 21:50:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e79044dbb33a9c9d3f1bc9b2\",\"instructor_id\":\"rmp:1727820\",\"instructor_name\":\"Eftychios Sifakis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIwMzYwMTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1727820\"},{\"comment\":\"I really enjoyed his lectures and would consider Professor Ron to be one of the best. The assignments require a bit of interpretation, however, the content of lectures and homework are coincident. Lectures are mandatory, and for good reason. The homework is thorough but will only take 4-6 hours, and are assigned biweekly which is plenty of time.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2016-12-18 18:43:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"764215d5c449a405c4df73e7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTU3Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Simply the best!Go to class and do the in-class problem sets. There is also before lecture quiz based on the video given for each class. 100% mark is guaranteed for the quiz and class sets. The video are super small and clear. He also provides slides if you don't like watching videos. Exam questions are from the sets and quiz. Getting an A is easy.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-14 19:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0a98ff338b8fbd983c0495f8\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"He makes the class easy but I don't really like him. First, he wastes half of each lecture by restating the video lecture, correcting mindless errors he made, and stating\\\"new ideas\\\" about the course. Secondly, he wants to teach matlab but kept focusing on very simple staff. Thirdly, he makes a lot of simple mistakes.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-22 18:27:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"29aebdd427b27804c79ad53e\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI3OTM0OTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"An energetic lecturer who likes making jokes and engaging with the class. Doesn't give many opportunities for students to participate in the actual lecture, instead just powers through and gives answers where there could've been better opportunities for learning. Is really harsh on his attendance policy and is rather rude in emails.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-10-09 11:36:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bcfbf1a27bc47ce7f4c385ee\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMwNTUzNjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Attend every lecture is very helpful. He is very good at explaining. If you can understand everything in the lecture, exams will be easy. There're lecture notes on the website but no practice exam. Only six homework but each takes hours. By the way, he is humorous and energetic.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2019-01-11 08:52:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e2ec598f0eafd0a143def1d\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMjQzNDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":6,\"review_ids\":[\"e79044dbb33a9c9d3f1bc9b2\",\"764215d5c449a405c4df73e7\",\"0a98ff338b8fbd983c0495f8\",\"29aebdd427b27804c79ad53e\",\"bcfbf1a27bc47ce7f4c385ee\",\"6e2ec598f0eafd0a143def1d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:1727820\",\"name\":\"Eftychios Sifakis\"},{\"id\":\"rmp:1780137\",\"name\":\"Andrew Kuemmel\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some find the professor engaging and clear, while others criticize him for being sarcastic, confusing, or failing to explain concepts well.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"He is a terrible teacher.  Midterm was based on concepts barely mentioned and had almost nothing to do with homework or examples.  Do not take the class with him if you want a teacher who can teach.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2014-03-27 22:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f3e7efe9c19ae328e9ce772f\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyOTU4NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"fb3e09b29ed16db47311b755\",\"f3e7efe9c19ae328e9ce772f\",\"03a3f702123127736d1cdcbe\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Students report that exams are hard, often unrelated to homework, and grading can be ambiguous or harsh.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Wouldn't recommend for CS412, she just regurgitates the book. Takes forever to receive homework back/solutions. Crammed way too much material in, most of it felt like we were just plugging numbers into algorithms...\",\"course_id\":\"COMPSCI 412\",\"date\":\"2009-05-19 00:03:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8b06bfd2c30880a0e0cc720a\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Engaging and eccentric lecturer, gives a decent amount of homework. Biggest issue was communication. Canvas was not updated with correct grades for the whole semester, confusing grading policy, failure to respond to emails, and submitted grades 3 days past grading deadline. Good professor overall, but unnecessarily stressful.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-12-28 08:12:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fa349ee7dea8a13736c48699\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjU0MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"While the overall content is not that difficult, you will truly never know where you stand in the class. Amos's grading is very ambiguous and he curved to his liking which is somewhat stressful. He also is not the best at understanding specific questions so ask broadly about the topic and just hope he reaches is eventually. \",\"course_id\":\"COMPSCI 412\",\"date\":\"2024-01-17 21:49:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"77a86e2ff422e99c5ae3bde7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":3,\"review_ids\":[\"8b06bfd2c30880a0e0cc720a\",\"fa349ee7dea8a13736c48699\",\"77a86e2ff422e99c5ae3bde7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"summary\":\"Communication is often cited as a major issue, with confusing grading policies, lack of practice exams, and poor Canvas updates.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"24b9074c16e9386681b039e82795233a888f1e0d64c47a9511042152fb113f20","record_version_id":"88507921d79c36189b6926f42f11bd227ab806ddc773f4a13aa7171f8215a098","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"a00574ef6b84158d77a3fedac16bb014969485f4d3c19ca86123817e0cc7d528","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"691266c7f0baab5c57e556f1d2d7d49d217bfd9214f228941fc9afb62d5d0a7a\",\"course_id\":\"COMPSCI 412\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: 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Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"ANDREW KUEMMEL is recorded teaching in Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"BECK HASTI is recorded teaching in Spring 2009, Spring 2026. 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I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":6,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"03a3f702123127736d1cdcbe\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Homework assignments are frequently described as excessively long, taking 10-20 hours each, and tests are considered very difficult.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I thought the material in this class was pretty hard. Very math-y as CS goes. He's obviously very smart, and he's not too difficult to understand. There is no textbook so you have to rely very heavily on his notes. Tests are weighted heavily. Wouldn't recommend it if you didn't enjoy calc 3.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2012-05-29 21:50:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e79044dbb33a9c9d3f1bc9b2\",\"instructor_id\":\"rmp:1727820\",\"instructor_name\":\"Eftychios Sifakis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIwMzYwMTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1727820\"},{\"comment\":\"I really enjoyed his lectures and would consider Professor Ron to be one of the best. The assignments require a bit of interpretation, however, the content of lectures and homework are coincident. Lectures are mandatory, and for good reason. The homework is thorough but will only take 4-6 hours, and are assigned biweekly which is plenty of time.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2016-12-18 18:43:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"764215d5c449a405c4df73e7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTU3Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Simply the best!Go to class and do the in-class problem sets. There is also before lecture quiz based on the video given for each class. 100% mark is guaranteed for the quiz and class sets. The video are super small and clear. He also provides slides if you don't like watching videos. Exam questions are from the sets and quiz. Getting an A is easy.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-14 19:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0a98ff338b8fbd983c0495f8\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"He makes the class easy but I don't really like him. First, he wastes half of each lecture by restating the video lecture, correcting mindless errors he made, and stating\\\"new ideas\\\" about the course. Secondly, he wants to teach matlab but kept focusing on very simple staff. Thirdly, he makes a lot of simple mistakes.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-22 18:27:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"29aebdd427b27804c79ad53e\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI3OTM0OTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"An energetic lecturer who likes making jokes and engaging with the class. Doesn't give many opportunities for students to participate in the actual lecture, instead just powers through and gives answers where there could've been better opportunities for learning. Is really harsh on his attendance policy and is rather rude in emails.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-10-09 11:36:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bcfbf1a27bc47ce7f4c385ee\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMwNTUzNjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Attend every lecture is very helpful. He is very good at explaining. If you can understand everything in the lecture, exams will be easy. There're lecture notes on the website but no practice exam. Only six homework but each takes hours. By the way, he is humorous and energetic.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2019-01-11 08:52:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e2ec598f0eafd0a143def1d\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMjQzNDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":6,\"review_ids\":[\"e79044dbb33a9c9d3f1bc9b2\",\"764215d5c449a405c4df73e7\",\"0a98ff338b8fbd983c0495f8\",\"29aebdd427b27804c79ad53e\",\"bcfbf1a27bc47ce7f4c385ee\",\"6e2ec598f0eafd0a143def1d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:1727820\",\"name\":\"Eftychios Sifakis\"},{\"id\":\"rmp:1780137\",\"name\":\"Andrew Kuemmel\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some find the professor engaging and clear, while others criticize him for being sarcastic, confusing, or failing to explain concepts well.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"He is a terrible teacher.  Midterm was based on concepts barely mentioned and had almost nothing to do with homework or examples.  Do not take the class with him if you want a teacher who can teach.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2014-03-27 22:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f3e7efe9c19ae328e9ce772f\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyOTU4NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"fb3e09b29ed16db47311b755\",\"f3e7efe9c19ae328e9ce772f\",\"03a3f702123127736d1cdcbe\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Students report that exams are hard, often unrelated to homework, and grading can be ambiguous or harsh.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Wouldn't recommend for CS412, she just regurgitates the book. Takes forever to receive homework back/solutions. Crammed way too much material in, most of it felt like we were just plugging numbers into algorithms...\",\"course_id\":\"COMPSCI 412\",\"date\":\"2009-05-19 00:03:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8b06bfd2c30880a0e0cc720a\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Engaging and eccentric lecturer, gives a decent amount of homework. Biggest issue was communication. Canvas was not updated with correct grades for the whole semester, confusing grading policy, failure to respond to emails, and submitted grades 3 days past grading deadline. Good professor overall, but unnecessarily stressful.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-12-28 08:12:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fa349ee7dea8a13736c48699\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjU0MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"While the overall content is not that difficult, you will truly never know where you stand in the class. Amos's grading is very ambiguous and he curved to his liking which is somewhat stressful. He also is not the best at understanding specific questions so ask broadly about the topic and just hope he reaches is eventually. \",\"course_id\":\"COMPSCI 412\",\"date\":\"2024-01-17 21:49:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"77a86e2ff422e99c5ae3bde7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":3,\"review_ids\":[\"8b06bfd2c30880a0e0cc720a\",\"fa349ee7dea8a13736c48699\",\"77a86e2ff422e99c5ae3bde7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"summary\":\"Communication is often cited as a major issue, with confusing grading policies, lack of practice exams, and poor Canvas updates.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"24b9074c16e9386681b039e82795233a888f1e0d64c47a9511042152fb113f20","record_version_id":"88507921d79c36189b6926f42f11bd227ab806ddc773f4a13aa7171f8215a098","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"ae358d91606209e7cfd24ee30af2e5ce57ff4167179f41a093e112bfaadc39d7","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"691266c7f0baab5c57e556f1d2d7d49d217bfd9214f228941fc9afb62d5d0a7a\",\"course_id\":\"COMPSCI 412\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Amos Ron\",\"review_date\":\"2008-12-19 00:15:58 +0000 UTC\",\"review_id\":\"bc8de5440cab76c6445fd7cd\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1190420\",\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\",\"type\":\"review\"},{\"instructor_name\":\"Beck Hasti\",\"review_date\":\"2026-04-10 05:27:23 +0000 UTC\",\"review_id\":\"9823460ace7fadb38a874372\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amos Ron, Beck Hasti: Amos Ron's homework reportedly required 20 hours per assignment. Beck Hasti's course demanded memorizing numerous formulas and learning MATLAB, with homework offering little exam preparation.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Amos Ron\",\"review_date\":\"2017-10-31 15:10:04 +0000 UTC\",\"review_id\":\"e8de1526dc5025d0a947e46b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1190420\",\"source_review_id\":\"UmF0aW5nLTI4ODA4OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\",\"type\":\"review\"},{\"instructor_name\":\"Amos Ron\",\"review_date\":\"2024-01-17 21:49:53 +0000 UTC\",\"review_id\":\"77a86e2ff422e99c5ae3bde7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1190420\",\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amos Ron: Amos Ron receives polarized reviews, with one student calling him the best professor for an easy A, while another finds his grading ambiguous and stressful. Recent feedback suggests he is not always clear with specific questions, contrasting with earlier praise for his structured classes.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Beck Hasti\",\"review_date\":\"2009-05-19 00:03:42 +0000 UTC\",\"review_id\":\"8b06bfd2c30880a0e0cc720a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"},{\"instructor_name\":\"Jesse Holzer\",\"review_date\":\"2014-03-27 22:06:28 +0000 UTC\",\"review_id\":\"f3e7efe9c19ae328e9ce772f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1876532\",\"source_review_id\":\"UmF0aW5nLTIyOTU4NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\",\"type\":\"review\"},{\"instructor_name\":\"Andrew Kuemmel\",\"review_date\":\"2017-03-14 19:51:49 +0000 UTC\",\"review_id\":\"0a98ff338b8fbd983c0495f8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1780137\",\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\",\"type\":\"review\"},{\"instructor_name\":\"Amos Ron\",\"review_date\":\"2017-10-31 15:10:04 +0000 UTC\",\"review_id\":\"e8de1526dc5025d0a947e46b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1190420\",\"source_review_id\":\"UmF0aW5nLTI4ODA4OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\",\"type\":\"review\"},{\"instructor_name\":\"Amos Ron\",\"review_date\":\"2024-01-17 21:49:53 +0000 UTC\",\"review_id\":\"77a86e2ff422e99c5ae3bde7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1190420\",\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\",\"type\":\"review\"},{\"instructor_name\":\"Beck Hasti\",\"review_date\":\"2026-04-10 05:27:23 +0000 UTC\",\"review_id\":\"9823460ace7fadb38a874372\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:384064\",\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amos Ron, Andrew Kuemmel, Beck Hasti, Jesse Holzer: Amos Ron and Andrew Kuemmel are praised for clear structure and accessible learning, though Ron's grading is described as ambiguous. Conversely, Beck Hasti and Jesse Holzer are criticized for difficult exams that do not align with coursework.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2023: 2.86 GPA, 48.6% A/AB (n=37 letter grades); Fall 2024: 2.79 GPA, 38.5% A/AB (n=39 letter grades); Spring 2026: 3.00 GPA, 31.8% A/AB (n=22 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Okan Akalin\",\"review_date\":\"2016-04-30 18:01:41 +0000 UTC\",\"review_id\":\"c41fe291402d5d6339dd8a8b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2095720\",\"source_review_id\":\"UmF0aW5nLTI2NDI0MjM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2095720\",\"type\":\"review\"},{\"instructor_name\":\"Andrew Kuemmel\",\"review_date\":\"2017-03-14 19:51:49 +0000 UTC\",\"review_id\":\"0a98ff338b8fbd983c0495f8\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1780137\",\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\",\"type\":\"review\"},{\"instructor_name\":\"Andrew Kuemmel\",\"review_date\":\"2017-05-16 14:01:33 +0000 UTC\",\"review_id\":\"72d1251ee23c94b6c9585841\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1780137\",\"source_review_id\":\"UmF0aW5nLTI4MzIyNzEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\",\"type\":\"review\"}],\"text\":\"Historical reviews of Andrew Kuemmel, Okan Akalin: Andrew Kuemmel's use of videos and in-class problem sets made learning accessible and fun. In contrast, Okan Akalin's boring lectures led students to prefer self-study over attending class.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 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412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"AMOS RON is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Fall 2010, Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"ANDREW KUEMMEL is recorded teaching in Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"BECK HASTI is recorded teaching in Spring 2009, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"EFTYCHIOS SIFAKIS is recorded teaching in Spring 2011, Spring 2012, Spring 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"JESSE THOMAS HOLZER is recorded teaching in Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"OKAN AKALIN is recorded teaching in Spring 2016. 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polynomials and splines.\"}],\"text\":\"Solving linear and nonlinear systems of equations\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"numerical solution of ordinary differential equations\"}],\"text\":\"Numerical solution of ordinary differential equations\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"Data fitting (such as least squares) by polynomials and splines\"}],\"text\":\"Data fitting using polynomials and splines\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"approximate integration and differentiation\"}],\"text\":\"Approximate integration and differentiation\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"title\",\"quote\":\"INTRODUCTION TO NUMERICAL METHODS\"},{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"Interpolation, solution of linear and nonlinear systems of equations, approximate integration and differentiation, numerical solution of ordinary differential equations, Data fitting (such as least squares) by polynomials and splines.\"}],\"text\":\"Introduction to numerical methods covering interpolation, system solving, integration, differentiation, ODEs, and data fitting.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"Interpolation\"}],\"text\":\"Interpolation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"solution of linear and nonlinear systems of equations\"}],\"text\":\"Linear and nonlinear systems of equations\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"approximate integration and differentiation\"}],\"text\":\"Approximate integration and differentiation\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"numerical solution of ordinary differential equations\"}],\"text\":\"Numerical solution of ordinary differential equations\"},{\"evidence\":[{\"course_id\":\"COMPSCI 412\",\"field\":\"description\",\"quote\":\"Data fitting (such as least squares) by polynomials and splines\"}],\"text\":\"Data fitting by polynomials and splines\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"24b9074c16e9386681b039e82795233a888f1e0d64c47a9511042152fb113f20","record_version_id":"88507921d79c36189b6926f42f11bd227ab806ddc773f4a13aa7171f8215a098","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"647d1039b0ee7e18e76e5ed2e2cb63e26d63dc4f63176b1cedd3e2bb5f3c8d26","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"If you like hard concepts taught poorly by a professor and then tested on variations of the concepts for your tests as well as 10 - 12 hours a week of homework then this is the class for you.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:16:34 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"dc11bb3636fb5bef63890728\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjA4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"This professor loves to hear himself talk and will be immensely frusterating at times. Interrupts students before they can finish asking the question, or refuse to answer it at all. Homeworks are excessively long, tests are excessively difficult, and he does a poor job of getting points across during lecture. One of the worst professors I've had.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 15:18:18 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f08832324655a8ac7104b27f\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0NjAw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":6,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"dc11bb3636fb5bef63890728\",\"fb3e09b29ed16db47311b755\",\"f08832324655a8ac7104b27f\",\"03a3f702123127736d1cdcbe\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Homework assignments are frequently described as excessively long, taking 10-20 hours each, and tests are considered very difficult.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"I thought the material in this class was pretty hard. Very math-y as CS goes. He's obviously very smart, and he's not too difficult to understand. There is no textbook so you have to rely very heavily on his notes. Tests are weighted heavily. Wouldn't recommend it if you didn't enjoy calc 3.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2012-05-29 21:50:29 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"e79044dbb33a9c9d3f1bc9b2\",\"instructor_id\":\"rmp:1727820\",\"instructor_name\":\"Eftychios Sifakis\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTIwMzYwMTg4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1727820\"},{\"comment\":\"I really enjoyed his lectures and would consider Professor Ron to be one of the best. The assignments require a bit of interpretation, however, the content of lectures and homework are coincident. Lectures are mandatory, and for good reason. The homework is thorough but will only take 4-6 hours, and are assigned biweekly which is plenty of time.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2016-12-18 18:43:04 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"764215d5c449a405c4df73e7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3NTU3Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Simply the best!Go to class and do the in-class problem sets. There is also before lecture quiz based on the video given for each class. 100% mark is guaranteed for the quiz and class sets. The video are super small and clear. He also provides slides if you don't like watching videos. Exam questions are from the sets and quiz. Getting an A is easy.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-14 19:51:49 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"0a98ff338b8fbd983c0495f8\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3OTA3NDc5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"He makes the class easy but I don't really like him. First, he wastes half of each lecture by restating the video lecture, correcting mindless errors he made, and stating\\\"new ideas\\\" about the course. Secondly, he wants to teach matlab but kept focusing on very simple staff. Thirdly, he makes a lot of simple mistakes.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2017-03-22 18:27:20 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"29aebdd427b27804c79ad53e\",\"instructor_id\":\"rmp:1780137\",\"instructor_name\":\"Andrew Kuemmel\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTI3OTM0OTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1780137\"},{\"comment\":\"An energetic lecturer who likes making jokes and engaging with the class. Doesn't give many opportunities for students to participate in the actual lecture, instead just powers through and gives answers where there could've been better opportunities for learning. Is really harsh on his attendance policy and is rather rude in emails.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2018-10-09 11:36:52 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bcfbf1a27bc47ce7f4c385ee\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTMwNTUzNjc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Attend every lecture is very helpful. He is very good at explaining. If you can understand everything in the lecture, exams will be easy. There're lecture notes on the website but no practice exam. Only six homework but each takes hours. By the way, he is humorous and energetic.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2019-01-11 08:52:00 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"6e2ec598f0eafd0a143def1d\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMxMjQzNDc2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":6,\"review_ids\":[\"e79044dbb33a9c9d3f1bc9b2\",\"764215d5c449a405c4df73e7\",\"0a98ff338b8fbd983c0495f8\",\"29aebdd427b27804c79ad53e\",\"bcfbf1a27bc47ce7f4c385ee\",\"6e2ec598f0eafd0a143def1d\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:1727820\",\"name\":\"Eftychios Sifakis\"},{\"id\":\"rmp:1780137\",\"name\":\"Andrew Kuemmel\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2012\"},\"sentiment\":\"mixed\",\"summary\":\"Reviews are polarized; some find the professor engaging and clear, while others criticize him for being sarcastic, confusing, or failing to explain concepts well.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"DO NOT TAKE THIS CLASS WITH THIS PROFESSOR!!!!! I am an electrical engineering student and was required to take CS 412.  He is horrible, the exams are hard as hell, he grades them poorly, and NO JOKE the homework assignments (there are only 6) WILL take you 20 hours per assignment.  HE SUCKS HE IS HARD THE CLASS IS BORING.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2008-12-19 00:15:58 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bc8de5440cab76c6445fd7cd\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTE1MjM5NjAy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Terrible professor.  Homeworks are insanely long.  Tests are hard.  He is always sarcastic and mocks everyone to just make you feel worse about yourself.  Squeeks and does weird things in lecture which will freak you out.  Avoid at all costs!\",\"course_id\":\"COMPSCI 412\",\"date\":\"2010-12-22 14:38:24 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fb3e09b29ed16db47311b755\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE4MDI0Mjgw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"He is a terrible teacher.  Midterm was based on concepts barely mentioned and had almost nothing to do with homework or examples.  Do not take the class with him if you want a teacher who can teach.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2014-03-27 22:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f3e7efe9c19ae328e9ce772f\",\"instructor_id\":\"rmp:1876532\",\"instructor_name\":\"Jesse Holzer\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTIyOTU4NDIz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1876532\"},{\"comment\":\"The assignments are far too long and unhelpful on the exam& the in class explanations are very abstract & CONVOLUTED. Rarely will he walk through an actual problem. The supplementary readings are fluffed,badly organized&written in unintelligible english sometimes. There's a large #of formulas which all differ slightly&you have to memorize them all.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2015-12-17 12:06:28 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"03a3f702123127736d1cdcbe\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI1NzQyMTkx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"Beck is a super nice and caring guy but avoid this course. The class average on the midterm was a 60% with no curve. The homework's/stuff you do in class doesnt help for the exams. Basically, the class is trying to memorize 40+ formulas while also learning a whole new programming language in MATLAB.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2026-04-10 05:27:23 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"9823460ace7fadb38a874372\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQyODExMDA1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"}],\"evidence_count\":5,\"review_ids\":[\"bc8de5440cab76c6445fd7cd\",\"fb3e09b29ed16db47311b755\",\"f3e7efe9c19ae328e9ce772f\",\"03a3f702123127736d1cdcbe\",\"9823460ace7fadb38a874372\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:1876532\",\"name\":\"Jesse Holzer\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2026\",\"review_year_start\":\"2008\"},\"sentiment\":\"negative\",\"summary\":\"Students report that exams are hard, often unrelated to homework, and grading can be ambiguous or harsh.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Wouldn't recommend for CS412, she just regurgitates the book. Takes forever to receive homework back/solutions. Crammed way too much material in, most of it felt like we were just plugging numbers into algorithms...\",\"course_id\":\"COMPSCI 412\",\"date\":\"2009-05-19 00:03:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"8b06bfd2c30880a0e0cc720a\",\"instructor_id\":\"rmp:384064\",\"instructor_name\":\"Beck Hasti\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTE1ODYzNjI2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/384064\"},{\"comment\":\"Engaging and eccentric lecturer, gives a decent amount of homework. Biggest issue was communication. Canvas was not updated with correct grades for the whole semester, confusing grading policy, failure to respond to emails, and submitted grades 3 days past grading deadline. Good professor overall, but unnecessarily stressful.\",\"course_id\":\"COMPSCI 412\",\"date\":\"2022-12-28 08:12:22 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fa349ee7dea8a13736c48699\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM3MjU0MzI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"},{\"comment\":\"While the overall content is not that difficult, you will truly never know where you stand in the class. Amos's grading is very ambiguous and he curved to his liking which is somewhat stressful. He also is not the best at understanding specific questions so ask broadly about the topic and just hope he reaches is eventually. \",\"course_id\":\"COMPSCI 412\",\"date\":\"2024-01-17 21:49:53 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"77a86e2ff422e99c5ae3bde7\",\"instructor_id\":\"rmp:1190420\",\"instructor_name\":\"Amos Ron\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\"}],\"evidence_count\":3,\"review_ids\":[\"8b06bfd2c30880a0e0cc720a\",\"fa349ee7dea8a13736c48699\",\"77a86e2ff422e99c5ae3bde7\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1190420\",\"name\":\"Amos Ron\"},{\"id\":\"rmp:384064\",\"name\":\"Beck Hasti\"}],\"review_year_end\":\"2024\",\"review_year_start\":\"2009\"},\"sentiment\":\"negative\",\"summary\":\"Communication is often cited as a major issue, with confusing grading policies, lack of practice exams, and poor Canvas updates.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_15b3f0bfce126907b8d418aa","course_id":"COMPSCI 412","catalog_version_id":"24b9074c16e9386681b039e82795233a888f1e0d64c47a9511042152fb113f20","record_version_id":"88507921d79c36189b6926f42f11bd227ab806ddc773f4a13aa7171f8215a098","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"647d1039b0ee7e18e76e5ed2e2cb63e26d63dc4f63176b1cedd3e2bb5f3c8d26","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"691266c7f0baab5c57e556f1d2d7d49d217bfd9214f228941fc9afb62d5d0a7a\",\"course_id\":\"COMPSCI 412\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Amos Ron\",\"review_date\":\"2017-10-31 15:10:04 +0000 UTC\",\"review_id\":\"e8de1526dc5025d0a947e46b\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1190420\",\"source_review_id\":\"UmF0aW5nLTI4ODA4OTQ0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\",\"type\":\"review\"},{\"instructor_name\":\"Amos Ron\",\"review_date\":\"2024-01-17 21:49:53 +0000 UTC\",\"review_id\":\"77a86e2ff422e99c5ae3bde7\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1190420\",\"source_review_id\":\"UmF0aW5nLTM4ODk0Njc4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1190420\",\"type\":\"review\"}],\"text\":\"Historical reviews of Amos Ron: Amos Ron receives polarized reviews, with one student calling him the best professor for an easy A, while another finds his grading ambiguous and stressful. Recent feedback suggests he is not always clear with specific questions, contrasting with earlier praise for his structured classes.\"}],\"message\":null,\"offered\":false,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 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412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1072\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1082\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1092\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1112\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1122\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"}],\"text\":\"AMOS RON is recorded teaching in Fall 2006, Fall 2007, Fall 2008, Fall 2010, Fall 2011, Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Fall 2017, Fall 2018, Fall 2019, Fall 2020, Fall 2021, Fall 2022, Fall 2023, Fall 2024. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1174\",\"type\":\"grade\"}],\"text\":\"ANDREW KUEMMEL is recorded teaching in Spring 2017. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1094\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"BECK HASTI is recorded teaching in Spring 2009, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1114\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1124\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1134\",\"type\":\"grade\"}],\"text\":\"EFTYCHIOS SIFAKIS is recorded teaching in Spring 2011, Spring 2012, Spring 2013. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1144\",\"type\":\"grade\"}],\"text\":\"JESSE THOMAS HOLZER is recorded teaching in Spring 2014. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI 412\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"source_record\":{\"entity_id\":\"14d37fdc-b58d-30df-af83-a32e1779c8d6\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1164\",\"type\":\"grade\"}],\"text\":\"OKAN AKALIN is recorded teaching in Spring 2016. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":"[{\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]