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Only qualm is he's unresponsive to emails often.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2021-04-23 12:32:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5ab9362dcc40b55a7c74d102\",\"instructor_id\":\"rmp:2651942\",\"instructor_name\":\"Matthew Malloy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NjA3OTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2651942\"},{\"comment\":\"Unorganized, difficult to understand, somewhat emotional\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-04-22 14:15:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6fb7549b0bb7560e8cd7b579\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTI5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"If you follow his lecture, you will guarantee to get an A.\\nVery clear explanation on the math part.\\nThis course is fairly easy compared to other Engineering courses. If you are not an engineering student, be prepared for a flip-course style.\\nHe is very strict on cheating and plagiarism, so don't try to fool him.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-05-05 21:49:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a91b5d292581aca2e6bd1485\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjU3Mjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"The class isn't the easiest and the format was bad, but that's not Kangwook's fault. He was very flexible with deadlines and incredibly helpful on piazza. He truly cares about his students and wants them to succeed. He made some of our exams intentionally easy to help our grades a bit. The 1's down below were all cheaters he caught. Dont cheat...\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-05-09 03:51:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"57bc703af3118c32761d2125\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjgyNjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Do not take Yu Hen Hu. What ever you do take someone else. He just throws up random slides with variables and his lectures make no sense. DO NOT TAKE\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-04 16:37:21 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4aa61e561a577504e59fc242\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NTA0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"He is somewhat useless. The lecture videos are created by someone else and are very boring. In class you do activities that are designed to take the class length, but they are often very complicated and take longer than the class. Yet they are due at the end of class and thus you lose points. This class is all theory so you won't learn applications\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-14 02:07:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82358081b410fe3f8d2850a0\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Prof. Hu is friendly and highly knowledgeable about ML, but he tends to explain things in a way that makes them more confusing. That being said, 532 is more or less a self-study class, with pre-recorded lecture videos by Prof Van Veen, so the instructor doesn't matter that much. It's tough to get an A with a cutoff of 92.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-18 22:40:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fdba63dd4cd9e3fb7dc60536\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4NzMyNzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Not a good teacher. Explanations often unclear. Knows a lot and is a good person but teaching is a skill and she is not skilled at it. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-02-08 18:08:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b2ee0839cd8ba1931d032b9\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjUzMDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Great background for a professor, So I was excited to take this prof at the start of this class, but yeah no.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-03-09 20:15:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"976da0e280494c026ecc2917\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNzUxNDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Poorly structured\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-11 22:28:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7d3fff0bdbdb4f0e25a92b9f\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODQ1MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"He is a supervillain \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-11 22:23:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb56425aff2f844459ef2632\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMTg5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":21,\"review_ids\":[\"1f5f13dd14a70a3748c18e83\",\"bb6c4dd06805cd57adf253cf\",\"9ddd62d22a06124c81e9012a\",\"d6d5d7191ea538cc52f9a2a4\",\"5ab9362dcc40b55a7c74d102\",\"6fb7549b0bb7560e8cd7b579\",\"a91b5d292581aca2e6bd1485\",\"57bc703af3118c32761d2125\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"fdba63dd4cd9e3fb7dc60536\",\"3b2ee0839cd8ba1931d032b9\",\"976da0e280494c026ecc2917\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"7d3fff0bdbdb4f0e25a92b9f\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"bb56425aff2f844459ef2632\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2651942\",\"name\":\"Matthew Malloy\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors like Arvelo and Malloy are praised for clarity, while Lee, Hu, Vinayak, and Chrysos are criticized for unclear lectures or organization.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Too hard to understand his accent. Never knows how much work to assign. We were asked to finish some questions on every class, but the questions were too many. The class was only 75 minutes, and it was only enough to finish half of the questions. Homeworks also. I took 4 courses last semester, but 50% of my time were consumed by this course.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-19 19:08:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9ddd62d22a06124c81e9012a\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDg1ODUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Do not take Yu Hen Hu. What ever you do take someone else. He just throws up random slides with variables and his lectures make no sense. DO NOT TAKE\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-04 16:37:21 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4aa61e561a577504e59fc242\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NTA0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"He is somewhat useless. The lecture videos are created by someone else and are very boring. In class you do activities that are designed to take the class length, but they are often very complicated and take longer than the class. Yet they are due at the end of class and thus you lose points. This class is all theory so you won't learn applications\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-14 02:07:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82358081b410fe3f8d2850a0\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"tough class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-11-25 21:31:41 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ebe2915ec163acac96ae70b6\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDEyMDQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":12,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"9ddd62d22a06124c81e9012a\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"8c0a340172988551efcdb8dd\",\"ebe2915ec163acac96ae70b6\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Students report heavy workloads with difficult, time-consuming homework that often doesn't match grades.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Unorganized, difficult to understand, somewhat emotional\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-04-22 14:15:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6fb7549b0bb7560e8cd7b579\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTI5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Do not take Yu Hen Hu. What ever you do take someone else. He just throws up random slides with variables and his lectures make no sense. DO NOT TAKE\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-04 16:37:21 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4aa61e561a577504e59fc242\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NTA0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"He is somewhat useless. The lecture videos are created by someone else and are very boring. In class you do activities that are designed to take the class length, but they are often very complicated and take longer than the class. Yet they are due at the end of class and thus you lose points. This class is all theory so you won't learn applications\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-14 02:07:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82358081b410fe3f8d2850a0\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Prof. Hu is friendly and highly knowledgeable about ML, but he tends to explain things in a way that makes them more confusing. That being said, 532 is more or less a self-study class, with pre-recorded lecture videos by Prof Van Veen, so the instructor doesn't matter that much. It's tough to get an A with a cutoff of 92.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-18 22:40:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fdba63dd4cd9e3fb7dc60536\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4NzMyNzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Eduardo is a kind and fun person. The flipped format of 532 wasn't ideal but Eduardo made the most out of it. The exams were fair and slightly curved for the last ones. All in all great professor, but 532 should really be cross-listed to the math department because it was all linear algebra. I'm glad I took math 340 before.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-26 03:31:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"27715fffadce37d782600490\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzkzNzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Prof Eduardo embodies what a world class faculty is. If you've watched Harvard's CS50 lectures, the gold standard of teaching, Prof E's lessons and energy is on par.\\nI'm an exchange student from a global T20 and Prof E's teaching is better than anything I have taken. \\nThe online lectures however isn't as great, was done by another prof years back. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-04-25 22:14:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"57c0a1ec7e2d262a0d255d52\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjYxNTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"This class is really amazing and so well designed. It's my first flipped classroom but i thought it actually helped me learn better. He's always open to help students, very knowledgable, and explains things well. He makes an effort to learn student's names and get to know them which is rare! One of the best cs classes and professors that I've had.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-05-13 15:55:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5d32ae9ba2e68c90c8d06f3f\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDQ5Nzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Not a good teacher. Explanations often unclear. Knows a lot and is a good person but teaching is a skill and she is not skilled at it. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-02-08 18:08:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b2ee0839cd8ba1931d032b9\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjUzMDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Great background for a professor, So I was excited to take this prof at the start of this class, but yeah no.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-03-09 20:15:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"976da0e280494c026ecc2917\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNzUxNDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Poorly structured\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-11 22:28:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7d3fff0bdbdb4f0e25a92b9f\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODQ1MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":18,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"6fb7549b0bb7560e8cd7b579\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"fdba63dd4cd9e3fb7dc60536\",\"8c0a340172988551efcdb8dd\",\"27715fffadce37d782600490\",\"57c0a1ec7e2d262a0d255d52\",\"5d32ae9ba2e68c90c8d06f3f\",\"3b2ee0839cd8ba1931d032b9\",\"976da0e280494c026ecc2917\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"7d3fff0bdbdb4f0e25a92b9f\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Organization varies by instructor. Arvelo manages the flipped format well, while others are criticized for poor structure and unclear grading.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Amazing prof. Wants you to learn the material. Quizzes and exams are fair, nothing too overboard. Material itself might often be hard and dense to grasp. The class should have an enforced Linear Algebra Requirement. Only qualm is he's unresponsive to emails often.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2021-04-23 12:32:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5ab9362dcc40b55a7c74d102\",\"instructor_id\":\"rmp:2651942\",\"instructor_name\":\"Matthew Malloy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NjA3OTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2651942\"},{\"comment\":\"If you follow his lecture, you will guarantee to get an A.\\nVery clear explanation on the math part.\\nThis course is fairly easy compared to other Engineering courses. If you are not an engineering student, be prepared for a flip-course style.\\nHe is very strict on cheating and plagiarism, so don't try to fool him.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-05-05 21:49:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a91b5d292581aca2e6bd1485\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjU3Mjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Good class. The contents were interesting. HW/Assignments were a bit challenging but were graded on completion. Exams were not hard but might trip you some time. Professor also always answer student's question. Nice class.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-12-25 19:08:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"db59fb1035cf3fa83e8ee6a5\",\"instructor_id\":\"rmp:329243\",\"instructor_name\":\"Robert Nowak\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM3MjQyNDIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/329243\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Eduardo is a kind and fun person. The flipped format of 532 wasn't ideal but Eduardo made the most out of it. The exams were fair and slightly curved for the last ones. All in all great professor, but 532 should really be cross-listed to the math department because it was all linear algebra. I'm glad I took math 340 before.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-26 03:31:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"27715fffadce37d782600490\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzkzNzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"tough class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-11-25 21:31:41 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ebe2915ec163acac96ae70b6\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDEyMDQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":11,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"5ab9362dcc40b55a7c74d102\",\"a91b5d292581aca2e6bd1485\",\"db59fb1035cf3fa83e8ee6a5\",\"8c0a340172988551efcdb8dd\",\"27715fffadce37d782600490\",\"ebe2915ec163acac96ae70b6\",\"4576156fa85ceacbe6b01c22\",\"fa5ab2aa16c990869b6fd3d6\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2651942\",\"name\":\"Matthew Malloy\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"},{\"id\":\"rmp:329243\",\"name\":\"Robert Nowak\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assessments are generally tough. Exams are often difficult, with high cutoffs for A grades. Some instructors provide clear criteria, others do not.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b588d52f82ec62f25a4f2ece","course_id":"COMPSCI/ECE/ME 532","catalog_version_id":"a3a0b2ca6e686a17b1cf219d212283565bf5b35c563fcda12a1ad088b1222972","record_version_id":"06e90e15f2f35ee3a330720fcaab1064ac38858d06671344e1169f4f4a687736","job_id":"enrich-789789da373eecc1ff75f626","output_id":"1c58f4eb3928722345e1e2e9c0663ff6ea24e3c10e34a1eb557c4ca08a49bb1f","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[\"n1\",\"n2\",\"n3\"],\"condition\":null,\"course\":null,\"evidence\":\"(MATH 234,320,340,341, or375) and (E C E 203,COMP SCI 200,220,300, 301, 302,310,320, or placement intoCOMP SCI 300), 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It's tough to get an A with a cutoff of 92.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-18 22:40:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fdba63dd4cd9e3fb7dc60536\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4NzMyNzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Not a good teacher. Explanations often unclear. Knows a lot and is a good person but teaching is a skill and she is not skilled at it. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-02-08 18:08:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b2ee0839cd8ba1931d032b9\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjUzMDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Great background for a professor, So I was excited to take this prof at the start of this class, but yeah no.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-03-09 20:15:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"976da0e280494c026ecc2917\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNzUxNDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Poorly structured\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-11 22:28:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7d3fff0bdbdb4f0e25a92b9f\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODQ1MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"He is a supervillain \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-11 22:23:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb56425aff2f844459ef2632\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMTg5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":21,\"review_ids\":[\"1f5f13dd14a70a3748c18e83\",\"bb6c4dd06805cd57adf253cf\",\"9ddd62d22a06124c81e9012a\",\"d6d5d7191ea538cc52f9a2a4\",\"5ab9362dcc40b55a7c74d102\",\"6fb7549b0bb7560e8cd7b579\",\"a91b5d292581aca2e6bd1485\",\"57bc703af3118c32761d2125\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"fdba63dd4cd9e3fb7dc60536\",\"3b2ee0839cd8ba1931d032b9\",\"976da0e280494c026ecc2917\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"7d3fff0bdbdb4f0e25a92b9f\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"bb56425aff2f844459ef2632\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2651942\",\"name\":\"Matthew Malloy\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors like Arvelo and Malloy are praised for clarity, while Lee, Hu, Vinayak, and Chrysos are criticized for unclear lectures or organization.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Too hard to understand his accent. Never knows how much work to assign. We were asked to finish some questions on every class, but the questions were too many. The class was only 75 minutes, and it was only enough to finish half of the questions. Homeworks also. I took 4 courses last semester, but 50% of my time were consumed by this course.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-19 19:08:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9ddd62d22a06124c81e9012a\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDg1ODUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Do not take Yu Hen Hu. What ever you do take someone else. He just throws up random slides with variables and his lectures make no sense. DO NOT TAKE\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-04 16:37:21 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4aa61e561a577504e59fc242\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NTA0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"He is somewhat useless. The lecture videos are created by someone else and are very boring. In class you do activities that are designed to take the class length, but they are often very complicated and take longer than the class. Yet they are due at the end of class and thus you lose points. This class is all theory so you won't learn applications\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-14 02:07:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82358081b410fe3f8d2850a0\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"tough class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-11-25 21:31:41 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ebe2915ec163acac96ae70b6\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDEyMDQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":12,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"9ddd62d22a06124c81e9012a\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"8c0a340172988551efcdb8dd\",\"ebe2915ec163acac96ae70b6\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Students report heavy workloads with difficult, time-consuming homework that often doesn't match grades.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Unorganized, difficult to understand, somewhat emotional\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-04-22 14:15:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6fb7549b0bb7560e8cd7b579\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTI5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Do not take Yu Hen Hu. What ever you do take someone else. He just throws up random slides with variables and his lectures make no sense. DO NOT TAKE\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-04 16:37:21 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4aa61e561a577504e59fc242\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NTA0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"He is somewhat useless. The lecture videos are created by someone else and are very boring. In class you do activities that are designed to take the class length, but they are often very complicated and take longer than the class. Yet they are due at the end of class and thus you lose points. This class is all theory so you won't learn applications\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-14 02:07:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82358081b410fe3f8d2850a0\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Prof. Hu is friendly and highly knowledgeable about ML, but he tends to explain things in a way that makes them more confusing. That being said, 532 is more or less a self-study class, with pre-recorded lecture videos by Prof Van Veen, so the instructor doesn't matter that much. It's tough to get an A with a cutoff of 92.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-18 22:40:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fdba63dd4cd9e3fb7dc60536\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4NzMyNzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Eduardo is a kind and fun person. The flipped format of 532 wasn't ideal but Eduardo made the most out of it. The exams were fair and slightly curved for the last ones. All in all great professor, but 532 should really be cross-listed to the math department because it was all linear algebra. I'm glad I took math 340 before.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-26 03:31:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"27715fffadce37d782600490\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzkzNzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Prof Eduardo embodies what a world class faculty is. If you've watched Harvard's CS50 lectures, the gold standard of teaching, Prof E's lessons and energy is on par.\\nI'm an exchange student from a global T20 and Prof E's teaching is better than anything I have taken. \\nThe online lectures however isn't as great, was done by another prof years back. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-04-25 22:14:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"57c0a1ec7e2d262a0d255d52\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjYxNTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"This class is really amazing and so well designed. It's my first flipped classroom but i thought it actually helped me learn better. He's always open to help students, very knowledgable, and explains things well. He makes an effort to learn student's names and get to know them which is rare! One of the best cs classes and professors that I've had.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-05-13 15:55:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5d32ae9ba2e68c90c8d06f3f\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDQ5Nzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Not a good teacher. Explanations often unclear. Knows a lot and is a good person but teaching is a skill and she is not skilled at it. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-02-08 18:08:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b2ee0839cd8ba1931d032b9\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjUzMDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Great background for a professor, So I was excited to take this prof at the start of this class, but yeah no.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-03-09 20:15:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"976da0e280494c026ecc2917\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNzUxNDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Poorly structured\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-11 22:28:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7d3fff0bdbdb4f0e25a92b9f\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODQ1MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":18,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"6fb7549b0bb7560e8cd7b579\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"fdba63dd4cd9e3fb7dc60536\",\"8c0a340172988551efcdb8dd\",\"27715fffadce37d782600490\",\"57c0a1ec7e2d262a0d255d52\",\"5d32ae9ba2e68c90c8d06f3f\",\"3b2ee0839cd8ba1931d032b9\",\"976da0e280494c026ecc2917\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"7d3fff0bdbdb4f0e25a92b9f\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Organization varies by instructor. Arvelo manages the flipped format well, while others are criticized for poor structure and unclear grading.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Amazing prof. Wants you to learn the material. Quizzes and exams are fair, nothing too overboard. Material itself might often be hard and dense to grasp. The class should have an enforced Linear Algebra Requirement. Only qualm is he's unresponsive to emails often.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2021-04-23 12:32:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5ab9362dcc40b55a7c74d102\",\"instructor_id\":\"rmp:2651942\",\"instructor_name\":\"Matthew Malloy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NjA3OTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2651942\"},{\"comment\":\"If you follow his lecture, you will guarantee to get an A.\\nVery clear explanation on the math part.\\nThis course is fairly easy compared to other Engineering courses. If you are not an engineering student, be prepared for a flip-course style.\\nHe is very strict on cheating and plagiarism, so don't try to fool him.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-05-05 21:49:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a91b5d292581aca2e6bd1485\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjU3Mjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Good class. The contents were interesting. HW/Assignments were a bit challenging but were graded on completion. Exams were not hard but might trip you some time. Professor also always answer student's question. Nice class.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-12-25 19:08:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"db59fb1035cf3fa83e8ee6a5\",\"instructor_id\":\"rmp:329243\",\"instructor_name\":\"Robert Nowak\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM3MjQyNDIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/329243\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Eduardo is a kind and fun person. The flipped format of 532 wasn't ideal but Eduardo made the most out of it. The exams were fair and slightly curved for the last ones. All in all great professor, but 532 should really be cross-listed to the math department because it was all linear algebra. I'm glad I took math 340 before.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-26 03:31:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"27715fffadce37d782600490\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzkzNzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"tough class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-11-25 21:31:41 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ebe2915ec163acac96ae70b6\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDEyMDQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":11,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"5ab9362dcc40b55a7c74d102\",\"a91b5d292581aca2e6bd1485\",\"db59fb1035cf3fa83e8ee6a5\",\"8c0a340172988551efcdb8dd\",\"27715fffadce37d782600490\",\"ebe2915ec163acac96ae70b6\",\"4576156fa85ceacbe6b01c22\",\"fa5ab2aa16c990869b6fd3d6\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2651942\",\"name\":\"Matthew Malloy\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"},{\"id\":\"rmp:329243\",\"name\":\"Robert Nowak\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assessments are generally tough. Exams are often difficult, with high cutoffs for A grades. Some instructors provide clear criteria, others do not.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b588d52f82ec62f25a4f2ece","course_id":"COMPSCI/ECE/ME 532","catalog_version_id":"a3a0b2ca6e686a17b1cf219d212283565bf5b35c563fcda12a1ad088b1222972","record_version_id":"06e90e15f2f35ee3a330720fcaab1064ac38858d06671344e1169f4f4a687736","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"7e551058d0a22f45566cab8b7e8140398ed00f7692d4f0c39fd7557a125581f1","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"fff4218558a41f9d0e02a6644507db4ff5026d7daf876776848df1ef0df0529b\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f85b9ff343f5be26654f10d9\",\"message\":\"Summary generation failed\",\"name\":\"Grigoris Chrysos\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:2984236\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.46 GPA, 70.8% A/AB (n=48 letter grades); Fall 2025: 3.32 GPA, 68.9% A/AB (n=74 letter grades).\"}]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_f85b9ff343f5be26654f10d9\",\"mode\":\"professor\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"history\"},{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":null,\"mode\":\"overview\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02\",\"quick_take\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.06 GPA, 36.1% A/AB (n=108 letter grades); Fall 2025: 3.43 GPA, 70.5% A/AB (n=207 letter grades); Spring 2026: 3.34 GPA, 65.8% A/AB (n=149 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"EDUARDO ROMERO ARVELO is recorded teaching in Fall 2021, Fall 2023, Spring 2024, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"GRIGORIS CHRYSOS is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"MATTHEW MALLOY is recorded teaching in Fall 2019, Spring 2020, Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"RAMYA KORLAKAI VINAYAK is recorded teaching in Fall 2020, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ROBERT NOWAK is recorded teaching in Fall 2014, Fall 2015, Fall 2020, Fall 2021, Fall 2022, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Spring 2020, Fall 2023. 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\": \"professor\", \"instructor_uid\": \"instructor_f85b9ff343f5be26654f10d9\", \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"history\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_b588d52f82ec62f25a4f2ece","course_id":"COMPSCI/ECE/ME 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He is patient and nice!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2019-11-10 23:56:45 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"1f5f13dd14a70a3748c18e83\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMyMzg5ODY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Too hard to understand his accent. Never knows how much work to assign. We were asked to finish some questions on every class, but the questions were too many. The class was only 75 minutes, and it was only enough to finish half of the questions. Homeworks also. I took 4 courses last semester, but 50% of my time were consumed by this course.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-19 19:08:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9ddd62d22a06124c81e9012a\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDg1ODUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Great, cares\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2021-03-27 14:19:14 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"d6d5d7191ea538cc52f9a2a4\",\"instructor_id\":\"rmp:2651942\",\"instructor_name\":\"Matthew Malloy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NDc5OTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2651942\"},{\"comment\":\"Amazing prof. Wants you to learn the material. Quizzes and exams are fair, nothing too overboard. Material itself might often be hard and dense to grasp. The class should have an enforced Linear Algebra Requirement. Only qualm is he's unresponsive to emails often.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2021-04-23 12:32:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5ab9362dcc40b55a7c74d102\",\"instructor_id\":\"rmp:2651942\",\"instructor_name\":\"Matthew Malloy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NjA3OTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2651942\"},{\"comment\":\"Unorganized, difficult to understand, somewhat emotional\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-04-22 14:15:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6fb7549b0bb7560e8cd7b579\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTI5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"If you follow his lecture, you will guarantee to get an A.\\nVery clear explanation on the math part.\\nThis course is fairly easy compared to other Engineering courses. If you are not an engineering student, be prepared for a flip-course style.\\nHe is very strict on cheating and plagiarism, so don't try to fool him.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-05-05 21:49:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a91b5d292581aca2e6bd1485\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjU3Mjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"The class isn't the easiest and the format was bad, but that's not Kangwook's fault. He was very flexible with deadlines and incredibly helpful on piazza. He truly cares about his students and wants them to succeed. He made some of our exams intentionally easy to help our grades a bit. The 1's down below were all cheaters he caught. Dont cheat...\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-05-09 03:51:42 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"57bc703af3118c32761d2125\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjgyNjgx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Do not take Yu Hen Hu. What ever you do take someone else. He just throws up random slides with variables and his lectures make no sense. DO NOT TAKE\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-04 16:37:21 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4aa61e561a577504e59fc242\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NTA0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"He is somewhat useless. The lecture videos are created by someone else and are very boring. In class you do activities that are designed to take the class length, but they are often very complicated and take longer than the class. Yet they are due at the end of class and thus you lose points. This class is all theory so you won't learn applications\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-14 02:07:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82358081b410fe3f8d2850a0\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Prof. Hu is friendly and highly knowledgeable about ML, but he tends to explain things in a way that makes them more confusing. That being said, 532 is more or less a self-study class, with pre-recorded lecture videos by Prof Van Veen, so the instructor doesn't matter that much. It's tough to get an A with a cutoff of 92.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-18 22:40:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fdba63dd4cd9e3fb7dc60536\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4NzMyNzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Not a good teacher. Explanations often unclear. Knows a lot and is a good person but teaching is a skill and she is not skilled at it. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-02-08 18:08:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b2ee0839cd8ba1931d032b9\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjUzMDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Great background for a professor, So I was excited to take this prof at the start of this class, but yeah no.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-03-09 20:15:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"976da0e280494c026ecc2917\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNzUxNDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Poorly structured\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-11 22:28:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7d3fff0bdbdb4f0e25a92b9f\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODQ1MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"He is a supervillain \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-11 22:23:42 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"bb56425aff2f844459ef2632\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMTg5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":21,\"review_ids\":[\"1f5f13dd14a70a3748c18e83\",\"bb6c4dd06805cd57adf253cf\",\"9ddd62d22a06124c81e9012a\",\"d6d5d7191ea538cc52f9a2a4\",\"5ab9362dcc40b55a7c74d102\",\"6fb7549b0bb7560e8cd7b579\",\"a91b5d292581aca2e6bd1485\",\"57bc703af3118c32761d2125\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"fdba63dd4cd9e3fb7dc60536\",\"3b2ee0839cd8ba1931d032b9\",\"976da0e280494c026ecc2917\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"7d3fff0bdbdb4f0e25a92b9f\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"bb56425aff2f844459ef2632\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2651942\",\"name\":\"Matthew Malloy\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2019\"},\"sentiment\":\"mixed\",\"summary\":\"Instructors like Arvelo and Malloy are praised for clarity, while Lee, Hu, Vinayak, and Chrysos are criticized for unclear lectures or organization.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Too hard to understand his accent. Never knows how much work to assign. We were asked to finish some questions on every class, but the questions were too many. The class was only 75 minutes, and it was only enough to finish half of the questions. Homeworks also. I took 4 courses last semester, but 50% of my time were consumed by this course.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-19 19:08:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"9ddd62d22a06124c81e9012a\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDg1ODUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Do not take Yu Hen Hu. What ever you do take someone else. He just throws up random slides with variables and his lectures make no sense. DO NOT TAKE\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-04 16:37:21 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4aa61e561a577504e59fc242\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NTA0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"He is somewhat useless. The lecture videos are created by someone else and are very boring. In class you do activities that are designed to take the class length, but they are often very complicated and take longer than the class. Yet they are due at the end of class and thus you lose points. This class is all theory so you won't learn applications\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-14 02:07:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82358081b410fe3f8d2850a0\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"tough class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-11-25 21:31:41 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ebe2915ec163acac96ae70b6\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDEyMDQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":12,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"9ddd62d22a06124c81e9012a\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"8c0a340172988551efcdb8dd\",\"ebe2915ec163acac96ae70b6\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"negative\",\"summary\":\"Students report heavy workloads with difficult, time-consuming homework that often doesn't match grades.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Unorganized, difficult to understand, somewhat emotional\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-04-22 14:15:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"6fb7549b0bb7560e8cd7b579\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM2MTI5NTU2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Do not take Yu Hen Hu. What ever you do take someone else. He just throws up random slides with variables and his lectures make no sense. DO NOT TAKE\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-04 16:37:21 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4aa61e561a577504e59fc242\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTM4NTA0NzU0\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"He is somewhat useless. The lecture videos are created by someone else and are very boring. In class you do activities that are designed to take the class length, but they are often very complicated and take longer than the class. Yet they are due at the end of class and thus you lose points. This class is all theory so you won't learn applications\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-14 02:07:00 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"82358081b410fe3f8d2850a0\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Prof. Hu is friendly and highly knowledgeable about ML, but he tends to explain things in a way that makes them more confusing. That being said, 532 is more or less a self-study class, with pre-recorded lecture videos by Prof Van Veen, so the instructor doesn't matter that much. It's tough to get an A with a cutoff of 92.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-18 22:40:29 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"fdba63dd4cd9e3fb7dc60536\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":3,\"source_review_id\":\"UmF0aW5nLTM4NzMyNzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Eduardo is a kind and fun person. The flipped format of 532 wasn't ideal but Eduardo made the most out of it. The exams were fair and slightly curved for the last ones. All in all great professor, but 532 should really be cross-listed to the math department because it was all linear algebra. I'm glad I took math 340 before.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-26 03:31:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"27715fffadce37d782600490\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzkzNzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Prof Eduardo embodies what a world class faculty is. If you've watched Harvard's CS50 lectures, the gold standard of teaching, Prof E's lessons and energy is on par.\\nI'm an exchange student from a global T20 and Prof E's teaching is better than anything I have taken. \\nThe online lectures however isn't as great, was done by another prof years back. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-04-25 22:14:26 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"57c0a1ec7e2d262a0d255d52\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5MjYxNTQ2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"This class is really amazing and so well designed. It's my first flipped classroom but i thought it actually helped me learn better. He's always open to help students, very knowledgable, and explains things well. He makes an effort to learn student's names and get to know them which is rare! One of the best cs classes and professors that I've had.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-05-13 15:55:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"5d32ae9ba2e68c90c8d06f3f\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM5NDQ5Nzk5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Not a good teacher. Explanations often unclear. Knows a lot and is a good person but teaching is a skill and she is not skilled at it. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-02-08 18:08:03 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"3b2ee0839cd8ba1931d032b9\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwNjUzMDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Great background for a professor, So I was excited to take this prof at the start of this class, but yeah no.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-03-09 20:15:04 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"976da0e280494c026ecc2917\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQwNzUxNDkz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"You watch video lectures from 2019. He simply reads slides on proofs/some concepts, and you finish an activity afterwards during the class. Unclear, unorganized, and video quizzes/activities/assignments/exams are rarely related. Please STOP taking this class to force them to reform!!! They need pressure, and we deserve better educational quality!!!\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-06 16:19:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c240cef29f55def1fe491780\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Poorly structured\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-11 22:28:07 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"7d3fff0bdbdb4f0e25a92b9f\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODQ1MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"AVOID AT ALL COST\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-19 20:10:00 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"a0b12eba7abc2eb79a9d0819\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":18,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"6fb7549b0bb7560e8cd7b579\",\"4aa61e561a577504e59fc242\",\"82358081b410fe3f8d2850a0\",\"fdba63dd4cd9e3fb7dc60536\",\"8c0a340172988551efcdb8dd\",\"27715fffadce37d782600490\",\"57c0a1ec7e2d262a0d255d52\",\"5d32ae9ba2e68c90c8d06f3f\",\"3b2ee0839cd8ba1931d032b9\",\"976da0e280494c026ecc2917\",\"4576156fa85ceacbe6b01c22\",\"c240cef29f55def1fe491780\",\"7d3fff0bdbdb4f0e25a92b9f\",\"fa5ab2aa16c990869b6fd3d6\",\"a0b12eba7abc2eb79a9d0819\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Organization varies by instructor. Arvelo manages the flipped format well, while others are criticized for poor structure and unclear grading.\"},{\"aspect\":\"assessment\",\"evidence\":[{\"comment\":\"If you want to keep your GPA, do not take this course. Too much homework, and the time you spent on your homework does not match the score. Exam is tough as well, you even cannot finish it. In this course you just watch video and study by yourself just like an online course. But this course is really important for CS students, so work hard.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2020-04-14 03:27:28 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"bb6c4dd06805cd57adf253cf\",\"instructor_id\":\"rmp:1202050\",\"instructor_name\":\"Yu Hen Hu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\"},{\"comment\":\"Amazing prof. Wants you to learn the material. Quizzes and exams are fair, nothing too overboard. Material itself might often be hard and dense to grasp. The class should have an enforced Linear Algebra Requirement. Only qualm is he's unresponsive to emails often.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2021-04-23 12:32:55 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"5ab9362dcc40b55a7c74d102\",\"instructor_id\":\"rmp:2651942\",\"instructor_name\":\"Matthew Malloy\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0NjA3OTg3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2651942\"},{\"comment\":\"If you follow his lecture, you will guarantee to get an A.\\nVery clear explanation on the math part.\\nThis course is fairly easy compared to other Engineering courses. If you are not an engineering student, be prepared for a flip-course style.\\nHe is very strict on cheating and plagiarism, so don't try to fool him.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-05-05 21:49:10 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"a91b5d292581aca2e6bd1485\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM2MjU3Mjk1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Good class. The contents were interesting. HW/Assignments were a bit challenging but were graded on completion. Exams were not hard but might trip you some time. Professor also always answer student's question. Nice class.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2022-12-25 19:08:50 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"db59fb1035cf3fa83e8ee6a5\",\"instructor_id\":\"rmp:329243\",\"instructor_name\":\"Robert Nowak\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM3MjQyNDIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/329243\"},{\"comment\":\"532 is hard, but Eduardo makes it as manageable as possible. Reverse format, and non mandatory attendance, plus activities are graded on participation. Homeworks are long and hard but are graded generously. Tests are not too difficult, you'll do well if you know your stuff decently. Very clear grading criteria for everything. \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-22 22:18:13 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"8c0a340172988551efcdb8dd\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":4,\"source_review_id\":\"UmF0aW5nLTM4Nzc5MjIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"Eduardo is a kind and fun person. The flipped format of 532 wasn't ideal but Eduardo made the most out of it. The exams were fair and slightly curved for the last ones. All in all great professor, but 532 should really be cross-listed to the math department because it was all linear algebra. I'm glad I took math 340 before.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2023-12-26 03:31:51 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"27715fffadce37d782600490\",\"instructor_id\":\"rmp:2610349\",\"instructor_name\":\"Eduardo Arvelo\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM4NzkzNzMx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\"},{\"comment\":\"tough class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2024-11-25 21:31:41 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"ebe2915ec163acac96ae70b6\",\"instructor_id\":\"rmp:2517429\",\"instructor_name\":\"Kangwook Lee\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTQwMDEyMDQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\"},{\"comment\":\"Although she is clearly very smart, she is not great at running a class. Exams deviated from what we had seen in class which resulted in terrible averages. Often lectured for over half of the 70 minute period when the activity is written to take the full 70 minutes. Overall one of the worst experiences I have had in a class\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-05-14 05:37:35 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"4576156fa85ceacbe6b01c22\",\"instructor_id\":\"rmp:2626459\",\"instructor_name\":\"Ramya Vinayak\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\"},{\"comment\":\"I was in the other section, but it seems like he is in charge of the tests. As an undergraduate this 3 credit course felt like a poorly organized 5 credit course. I came expecting to take notes in lecture, rather we watch youtube videos and try to figure out the homework and activities. The tests are incredibly hard and the proofs are insane.  \",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-11-16 18:22:37 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"fa5ab2aa16c990869b6fd3d6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"The grading criteria are unclear. He DOES NOT tell you your grade until after the end of the semester! Smart person, but didn't enjoy his teaching approach.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-03 16:28:54 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c93d27f83c1546a11bb63b75\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"},{\"comment\":\"Probably one of the worst instructors on campus. Instead of teaching us the content, he assigns YouTube videos for us to watch which are insanely complicated and difficult to understand. He assigns a ton of homework every week, doesn't release adequate practice material, doesn't tell you the grade boundaries, and administers four total exams.\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"date\":\"2025-12-17 12:49:50 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"12281ee3e2d8f8ff83712ba6\",\"instructor_id\":\"rmp:2984236\",\"instructor_name\":\"Grigoris Chrysos\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\"}],\"evidence_count\":11,\"review_ids\":[\"bb6c4dd06805cd57adf253cf\",\"5ab9362dcc40b55a7c74d102\",\"a91b5d292581aca2e6bd1485\",\"db59fb1035cf3fa83e8ee6a5\",\"8c0a340172988551efcdb8dd\",\"27715fffadce37d782600490\",\"ebe2915ec163acac96ae70b6\",\"4576156fa85ceacbe6b01c22\",\"fa5ab2aa16c990869b6fd3d6\",\"c93d27f83c1546a11bb63b75\",\"12281ee3e2d8f8ff83712ba6\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1202050\",\"name\":\"Yu Hen Hu\"},{\"id\":\"rmp:2517429\",\"name\":\"Kangwook Lee\"},{\"id\":\"rmp:2610349\",\"name\":\"Eduardo Arvelo\"},{\"id\":\"rmp:2626459\",\"name\":\"Ramya Vinayak\"},{\"id\":\"rmp:2651942\",\"name\":\"Matthew Malloy\"},{\"id\":\"rmp:2984236\",\"name\":\"Grigoris Chrysos\"},{\"id\":\"rmp:329243\",\"name\":\"Robert Nowak\"}],\"review_year_end\":\"2025\",\"review_year_start\":\"2020\"},\"sentiment\":\"mixed\",\"summary\":\"Assessments are generally tough. Exams are often difficult, with high cutoffs for A grades. Some instructors provide clear criteria, others do not.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_b588d52f82ec62f25a4f2ece","course_id":"COMPSCI/ECE/ME 532","catalog_version_id":"a3a0b2ca6e686a17b1cf219d212283565bf5b35c563fcda12a1ad088b1222972","record_version_id":"06e90e15f2f35ee3a330720fcaab1064ac38858d06671344e1169f4f4a687736","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"869b815a64f5fa147d6a326ee369cf280e6e882e3dbf860f713ae190229acffb","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"fff4218558a41f9d0e02a6644507db4ff5026d7daf876776848df1ef0df0529b\",\"course_id\":\"COMPSCI/ECE/ME 532\",\"current_instructors\":[{\"instructor_uid\":\"instructor_f85b9ff343f5be26654f10d9\",\"message\":null,\"name\":\"Grigoris Chrysos\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:2984236\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-06 16:19:35 +0000 UTC\",\"review_id\":\"c240cef29f55def1fe491780\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-11 22:28:07 +0000 UTC\",\"review_id\":\"7d3fff0bdbdb4f0e25a92b9f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODQ1MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-16 18:22:37 +0000 UTC\",\"review_id\":\"fa5ab2aa16c990869b6fd3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-19 20:10:00 +0000 UTC\",\"review_id\":\"a0b12eba7abc2eb79a9d0819\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-03 16:28:54 +0000 UTC\",\"review_id\":\"c93d27f83c1546a11bb63b75\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-11 22:23:42 +0000 UTC\",\"review_id\":\"bb56425aff2f844459ef2632\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMTg5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-12 07:55:12 +0000 UTC\",\"review_id\":\"f236393d07693e36161765b0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMjAzNjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-17 12:49:50 +0000 UTC\",\"review_id\":\"12281ee3e2d8f8ff83712ba6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"}],\"text\":\"Grigoris Chrysos receives uniformly negative reviews for poor organization and unclear instruction. Students report that lectures rely on unrelated videos and slide reading, while exams are excessively difficult with complex proofs. Grading criteria are opaque, and the workload is described as overwhelming and poorly structured.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2024: 3.46 GPA, 70.8% A/AB (n=48 letter grades); Fall 2025: 3.32 GPA, 68.9% A/AB (n=74 letter grades).\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-16 18:22:37 +0000 UTC\",\"review_id\":\"fa5ab2aa16c990869b6fd3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-12 07:55:12 +0000 UTC\",\"review_id\":\"f236393d07693e36161765b0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMjAzNjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-17 12:49:50 +0000 UTC\",\"review_id\":\"12281ee3e2d8f8ff83712ba6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"}],\"text\":\"Reviewers describe the workload as excessive, with heavy weekly homework and four exams. The course is considered difficult, featuring hard proofs and exams that are hard to finish.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Kangwook Lee\",\"review_date\":\"2019-11-10 23:56:45 +0000 UTC\",\"review_id\":\"1f5f13dd14a70a3748c18e83\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2517429\",\"source_review_id\":\"UmF0aW5nLTMyMzg5ODY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\",\"type\":\"review\"},{\"instructor_name\":\"Yu Hen Hu\",\"review_date\":\"2020-04-14 03:27:28 +0000 UTC\",\"review_id\":\"bb6c4dd06805cd57adf253cf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1202050\",\"source_review_id\":\"UmF0aW5nLTMzMDU2NjE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Malloy\",\"review_date\":\"2021-03-27 14:19:14 +0000 UTC\",\"review_id\":\"d6d5d7191ea538cc52f9a2a4\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2651942\",\"source_review_id\":\"UmF0aW5nLTM0NDc5OTEx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2651942\",\"type\":\"review\"},{\"instructor_name\":\"Robert Nowak\",\"review_date\":\"2022-12-25 19:08:50 +0000 UTC\",\"review_id\":\"db59fb1035cf3fa83e8ee6a5\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:329243\",\"source_review_id\":\"UmF0aW5nLTM3MjQyNDIw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/329243\",\"type\":\"review\"},{\"instructor_name\":\"Eduardo Arvelo\",\"review_date\":\"2023-12-14 02:07:00 +0000 UTC\",\"review_id\":\"82358081b410fe3f8d2850a0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2610349\",\"source_review_id\":\"UmF0aW5nLTM4NjYxODE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2610349\",\"type\":\"review\"},{\"instructor_name\":\"Yu Hen Hu\",\"review_date\":\"2023-12-18 22:40:29 +0000 UTC\",\"review_id\":\"fdba63dd4cd9e3fb7dc60536\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1202050\",\"source_review_id\":\"UmF0aW5nLTM4NzMyNzU1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1202050\",\"type\":\"review\"},{\"instructor_name\":\"Kangwook Lee\",\"review_date\":\"2024-11-25 21:31:41 +0000 UTC\",\"review_id\":\"ebe2915ec163acac96ae70b6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2517429\",\"source_review_id\":\"UmF0aW5nLTQwMDEyMDQ3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2517429\",\"type\":\"review\"},{\"instructor_name\":\"Ramya Vinayak\",\"review_date\":\"2025-02-08 18:08:03 +0000 UTC\",\"review_id\":\"3b2ee0839cd8ba1931d032b9\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2626459\",\"source_review_id\":\"UmF0aW5nLTQwNjUzMDY5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\",\"type\":\"review\"},{\"instructor_name\":\"Matthew Malloy\",\"review_date\":\"2025-03-09 13:18:48 +0000 UTC\",\"review_id\":\"cda1d5ad78e8477882ca665d\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2651942\",\"source_review_id\":\"UmF0aW5nLTQwNzUwOTc3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2651942\",\"type\":\"review\"},{\"instructor_name\":\"Ramya Vinayak\",\"review_date\":\"2025-05-14 05:37:35 +0000 UTC\",\"review_id\":\"4576156fa85ceacbe6b01c22\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2626459\",\"source_review_id\":\"UmF0aW5nLTQxMjc3MzY2\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2626459\",\"type\":\"review\"}],\"text\":\"Grigoris Chrysos is the current instructor, though no specific reviews are provided for his teaching. Historical reviews for other instructors highlight a course with significant workload and challenging exams. Students report mixed experiences, ranging from supportive environments to confusing explanations and frustrating grading practices.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-06 16:19:35 +0000 UTC\",\"review_id\":\"c240cef29f55def1fe491780\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-11 22:28:07 +0000 UTC\",\"review_id\":\"7d3fff0bdbdb4f0e25a92b9f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODQ1MTIx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-16 18:22:37 +0000 UTC\",\"review_id\":\"fa5ab2aa16c990869b6fd3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-19 20:10:00 +0000 UTC\",\"review_id\":\"a0b12eba7abc2eb79a9d0819\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxOTA1Nzcy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-03 16:28:54 +0000 UTC\",\"review_id\":\"c93d27f83c1546a11bb63b75\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-11 22:23:42 +0000 UTC\",\"review_id\":\"bb56425aff2f844459ef2632\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMTg5Mzgy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-12 07:55:12 +0000 UTC\",\"review_id\":\"f236393d07693e36161765b0\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMjAzNjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-17 12:49:50 +0000 UTC\",\"review_id\":\"12281ee3e2d8f8ff83712ba6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"}],\"text\":\"Grigoris Chrysos receives uniformly negative reviews for poor organization, unclear grading, and excessive difficulty. Students report the course feels disorganized and overly demanding.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.06 GPA, 36.1% A/AB (n=108 letter grades); Fall 2025: 3.43 GPA, 70.5% A/AB (n=207 letter grades); Spring 2026: 3.34 GPA, 65.8% A/AB (n=149 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-06 16:19:35 +0000 UTC\",\"review_id\":\"c240cef29f55def1fe491780\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODE1NTQx\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-11-16 18:22:37 +0000 UTC\",\"review_id\":\"fa5ab2aa16c990869b6fd3d6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQxODc2NjM1\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-03 16:28:54 +0000 UTC\",\"review_id\":\"c93d27f83c1546a11bb63b75\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMDEyMTI4\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"},{\"instructor_name\":\"Grigoris Chrysos\",\"review_date\":\"2025-12-17 12:49:50 +0000 UTC\",\"review_id\":\"12281ee3e2d8f8ff83712ba6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2984236\",\"source_review_id\":\"UmF0aW5nLTQyMzA3Mjky\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2984236\",\"type\":\"review\"}],\"text\":\"Students find the teaching approach frustrating, citing reliance on YouTube videos and unclear lecture content. Grading criteria are reported as opaque, with grades withheld until the semester ends.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":3,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"EDUARDO ROMERO ARVELO is recorded teaching in Fall 2021, Fall 2023, Spring 2024, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1252\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"}],\"text\":\"GRIGORIS CHRYSOS is recorded teaching in Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1202\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"}],\"text\":\"MATTHEW MALLOY is recorded teaching in Fall 2019, Spring 2020, Spring 2022. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":4,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"}],\"text\":\"RAMYA KORLAKAI VINAYAK is recorded teaching in Fall 2020, Spring 2025. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1212\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1232\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"ROBERT NOWAK is recorded teaching in Fall 2014, Fall 2015, Fall 2020, Fall 2021, Fall 2022, Spring 2026. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE/ME 532\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":2,\"source_course_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"source_record\":{\"entity_id\":\"d22643fc-796e-39f7-b078-2d62de0cf51d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1242\",\"type\":\"grade\"}],\"text\":\"YU HU is recorded teaching in Spring 2020, Fall 2023. 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":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]