[{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"218cc5f0a236f24af5a7fe91c0e2d3538ca57fb67d6b05a19bc02576150da560","record_version_id":"93f0161580b19fd2c8651697a4b318bf73606f455aa9e9e9d7a0e762b7f90b52","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"be7eaa6434e4c0824122a467ba572f342ff521391f949d405d462f07355533ef","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"root-req\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root-req\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"218cc5f0a236f24af5a7fe91c0e2d3538ca57fb67d6b05a19bc02576150da560","record_version_id":"93f0161580b19fd2c8651697a4b318bf73606f455aa9e9e9d7a0e762b7f90b52","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"be7eaa6434e4c0824122a467ba572f342ff521391f949d405d462f07355533ef","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Implement and analyze a variety of supervised models for classification and regression, including decision trees, instance-based models, naive Bayes, support vector machines, a variety of neural networks, linear and logistic regression, and others\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Apply various concepts and metrics involved in evaluating models: accuracy, F measures, ROC, and precision/recall curves, and implement cross-validation\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"machine learning algorithms\",\"supervised and unsupervised learning\",\"neural network implementation\",\"model evaluation metrics\",\"reinforcement learning concepts\",\"computational approaches to learning\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Implement and analyze neural network models, starting with the perceptron, and continuing to multilayer perceptrons, convolutional neural networks, recurrent neural networks, along with deep generative models\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Implementing and analyzing neural network architectures including CNNs and RNNs\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Implement optimization techniques used in modern machine learning, including gradient descent and stochastic gradient descent\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Applying optimization techniques like gradient descent and stochastic gradient descent\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Analyze unsupervised learning techniques for clustering, dimensionality reduction, and latent models\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Analyzing unsupervised learning methods such as clustering and dimensionality reduction\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Computational approaches to learning: including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models. What it means to learn. Algorithms for learning. Comparison and evaluation of learning algorithms. Cognitive modeling and relevant psychological results.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Explores computational approaches to learning, covering inductive inference, connectionism, formal models, algorithm comparison, and cognitive modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Inductive inference, explanation-based learning, analogical learning, and connectionism\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Identify different aspects of machine learning, including supervised learning, unsupervised learning, and reinforcement learning\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Supervised, unsupervised, and reinforcement learning paradigms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling and relevant psychological results.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Cognitive modeling and related psychological findings\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"218cc5f0a236f24af5a7fe91c0e2d3538ca57fb67d6b05a19bc02576150da560","record_version_id":"93f0161580b19fd2c8651697a4b318bf73606f455aa9e9e9d7a0e762b7f90b52","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"be7eaa6434e4c0824122a467ba572f342ff521391f949d405d462f07355533ef","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Bad. Does not explains anything. He just reads the slides in a monotonic way, very boring. Just shows some mathematical equations and expects you to understand them. Gives no intuition that why a particular methods works or what that method is trying to achieve. Please avoid.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-03-09 14:00:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3c4e2696482a32344a72794f\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5NjM4NDEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Just reads off the slides the entire lecture. Attendance dropped to 50% only two weeks after the first day of classes.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-09-26 10:49:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2596696ac28b9c9924f981a8\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIzODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"}],\"evidence_count\":2,\"review_ids\":[\"3c4e2696482a32344a72794f\",\"2596696ac28b9c9924f981a8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2342510\",\"summary\":\"Cited reviews criticize Yingyu Liang for reading slides monotonically without providing intuition or explaining why methods work.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He is very nice.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-04-30 21:39:00 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"1fe4ff264b299ed92715587e\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5OTQwMzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Nice guy. The course gives a high point of view of machine learning, though may be to abstract for some of the students. willing to answer question after class.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-01 11:59:41 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"0f4aad488a5841ca0b7a0c5a\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5OTQ1MzYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"He is kind and nice. He is new and reads slides from time to time. But he is always willing to stop and answer questions in detail. He really knows a lot about this area. The final project topics he offered us were really amazing to do. He is also kind enough to offer us CPT signatures while other professors don't.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-16 15:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"aac8439fdc3c29ace48a64b6\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTI2MjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"He is very nice. In his machine learning class, he offered some new and hot topics, like reinforce learning and deep learning. The course projects are awesome. I learn a lot from them. The final project allowed me to do some wonderful research on the interesting topic that he gave us. And he was always willing to brainstorm research ideas with us.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-17 16:51:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"92661daa0c9020577c2b6724\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTM4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"}],\"evidence_count\":4,\"review_ids\":[\"1fe4ff264b299ed92715587e\",\"0f4aad488a5841ca0b7a0c5a\",\"aac8439fdc3c29ace48a64b6\",\"92661daa0c9020577c2b6724\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2342510\",\"summary\":\"Other cited reviews praise Yingyu Liang for being kind, answering questions in detail, and offering interesting final project topics.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Jerry teaches way to theoretically and cover only a fraction of class material during the lecture time. His lecture notes (all handwritten) are very unorganized. He wanted us to read the powerpoint slides (which he copy it from other professors) he provided to prepare for class. How can you learn from reading a powerpoint slides?\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2019-11-24 22:49:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f10148cc6d4e541712b2b687\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"}],\"evidence_count\":1,\"review_ids\":[\"f10148cc6d4e541712b2b687\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1785920\",\"name\":\"Jerry Zhu\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1785920\",\"summary\":\"One reviewer criticizes Jerry Zhu for teaching too theoretically, having unorganized handwritten notes, and relying on copied PowerPoint slides.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Zhu is a gem of a teacher. I love the fact that he always uses the board to teach, using several examples to build intuition and always explaining the underlying mathematical theory. He is able to make complex concepts much more accessible.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2021-01-05 01:11:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a14d31e4a99ce7813e958ca\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"}],\"evidence_count\":1,\"review_ids\":[\"3a14d31e4a99ce7813e958ca\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1785920\",\"name\":\"Jerry Zhu\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2021\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1785920\",\"summary\":\"Another reviewer praises Jerry Zhu for using the board to build intuition and making complex mathematical concepts accessible.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Enthusiastic teacher but unhelpful outside of class (he talks but it's never useful or direct), rambles on during class and doesn't take into account the workload of students from other classes (assigns endless number of difficult homeworks). I would not take any course with him, just wait until another professor is teaching them.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2014-04-09 15:51:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c5bb21a1d7d4d1c4ca4a5910\",\"instructor_id\":\"rmp:1446267\",\"instructor_name\":\"Vikas Singh\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIzMDEzMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1446267\"}],\"evidence_count\":1,\"review_ids\":[\"c5bb21a1d7d4d1c4ca4a5910\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1446267\",\"name\":\"Vikas Singh\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1446267\",\"summary\":\"A cited review complains that Vikas Singh assigns an endless number of difficult homeworks and does not consider student workload from other classes.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":1,\"review_ids\":[\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2190981\",\"summary\":\"A cited review states Mark Craven's course slides make tough concepts easy to understand and the content is excellent.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"218cc5f0a236f24af5a7fe91c0e2d3538ca57fb67d6b05a19bc02576150da560","record_version_id":"93f0161580b19fd2c8651697a4b318bf73606f455aa9e9e9d7a0e762b7f90b52","job_id":"enrich-49752a259f17fab0f49665b3","output_id":"be7eaa6434e4c0824122a467ba572f342ff521391f949d405d462f07355533ef","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"2f5d3141da9b1d9a565a011526e2723849ef1e772f1c0795713b906dde470229\",\"course_id\":\"COMPSCI/ECE 760\",\"current_instructors\":[{\"instructor_uid\":\"instructor_c015792b29d463dd3b20bfda\",\"message\":\"No course-specific reviews available\",\"name\":\"Fred Sala\",\"review_status\":\"no_course_reviews\",\"rmp_instructor_id\":\"rmp:2670667\",\"summary\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Fall 2021: 3.78 GPA, 91.8% A/AB (n=98 letter grades). Includes jointly taught sections.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Mark Craven\",\"review_date\":\"2017-01-05 14:12:29 +0000 UTC\",\"review_id\":\"7acd357347d0187255c79bdf\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2190981\",\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Programming assignments covered around 60% of the grade, complementing the mostly theoretical nature of the course material.\"}],\"errors\":[],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"3f5110430805ccdd533c0c072df62d68a8a5f5441c4530bbdb15d419a199a09c\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Mark Craven\",\"review_date\":\"2017-01-05 14:12:29 +0000 UTC\",\"review_id\":\"7acd357347d0187255c79bdf\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2190981\",\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"Students described the course content as excellent, noting that the slides made tough concepts easy to understand while maintaining a theoretical focus.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.58 GPA, 89.4% A/AB (n=66 letter grades); Fall 2025: 3.80 GPA, 98.1% A/AB (n=105 letter grades); Spring 2026: 3.61 GPA, 79.3% A/AB (n=58 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Yingyu Liang\",\"review_date\":\"2018-05-17 16:51:11 +0000 UTC\",\"review_id\":\"92661daa0c9020577c2b6724\",\"run_id\":\"20261014T203208-0851c9a1\",\"source_instructor_id\":\"rmp:2342510\",\"source_review_id\":\"UmF0aW5nLTMwMTM4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\",\"type\":\"review\"}],\"evidence_scope\":\"past_student_reviews\",\"text\":\"One student found the final project topics amazing and appreciated the instructor's willingness to brainstorm research ideas on hot topics like reinforcement learning.\"}],\"task_hash\":\"9dea82ef7f2113a5605c1c6030c4f9b19967eb742cc93a78268fb92357d29f5c\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1222\",\"type\":\"grade\"}],\"text\":\"FRED SALA is recorded teaching in Fall 2021. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"MARK CRAVEN is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Spring 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20261014T203208-0851c9a1\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"YINGYU LIANG is recorded teaching in Fall 2017, Fall 2018, Spring 2020. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1274\",\"term_name\":\"2027 Sprng\",\"version\":3}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f084b61e2fccee5b824f4f167c7aa968acb4c7bf0ca53524a66d44af5ef8bc15","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Non-course conditions must preserve verbatim source text","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f084b61e2fccee5b824f4f167c7aa968acb4c7bf0ca53524a66d44af5ef8bc15","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"machine learning algorithms\",\"inductive inference\",\"explanation-based learning\",\"analogical learning\",\"connectionism\",\"cognitive modeling\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Algorithms for learning\"}],\"text\":\"Developing algorithms for learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Comparison and evaluation of learning algorithms\"}],\"text\":\"Comparing and evaluating learning algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling and relevant psychological results\"}],\"text\":\"Applying cognitive modeling and psychological results\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"title\",\"quote\":\"MACHINE LEARNING\"},{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Computational approaches to learning: including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models\"}],\"text\":\"COMPSCI/ECE 760 covers computational approaches to learning, including inductive inference, explanation-based learning, and cognitive modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"inductive inference\"}],\"text\":\"Inductive inference\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"explanation-based learning\"}],\"text\":\"Explanation-based learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"analogical learning\"}],\"text\":\"Analogical learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"connectionism\"}],\"text\":\"Connectionism\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"formal models\"}],\"text\":\"Formal models of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"What it means to learn\"}],\"text\":\"The concept of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling\"}],\"text\":\"Cognitive modeling\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"f084b61e2fccee5b824f4f167c7aa968acb4c7bf0ca53524a66d44af5ef8bc15","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"eb4fed6a4823823a537a90190a7a8a4421128516571cea92c9671f21a9c50d15","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"eb4fed6a4823823a537a90190a7a8a4421128516571cea92c9671f21a9c50d15","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"machine learning algorithms\",\"inductive inference\",\"explanation-based learning\",\"analogical learning\",\"connectionism\",\"cognitive modeling\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Algorithms for learning\"}],\"text\":\"Developing algorithms for learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Comparison and evaluation of learning algorithms\"}],\"text\":\"Comparing and evaluating learning algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling and relevant psychological results\"}],\"text\":\"Applying cognitive modeling and psychological results\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"title\",\"quote\":\"MACHINE LEARNING\"},{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Computational approaches to learning: including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models\"}],\"text\":\"COMPSCI/ECE 760 covers computational approaches to learning, including inductive inference, explanation-based learning, and cognitive modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"inductive inference\"}],\"text\":\"Inductive inference\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"explanation-based learning\"}],\"text\":\"Explanation-based learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"analogical learning\"}],\"text\":\"Analogical learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"connectionism\"}],\"text\":\"Connectionism\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"formal models\"}],\"text\":\"Formal models of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"What it means to learn\"}],\"text\":\"The concept of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling\"}],\"text\":\"Cognitive modeling\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"eb4fed6a4823823a537a90190a7a8a4421128516571cea92c9671f21a9c50d15","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Zhu is a gem of a teacher. I love the fact that he always uses the board to teach, using several examples to build intuition and always explaining the underlying mathematical theory. He is able to make complex concepts much more accessible.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2021-01-05 01:11:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a14d31e4a99ce7813e958ca\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"},{\"comment\":\"Jerry teaches way to theoretically and cover only a fraction of class material during the lecture time. His lecture notes (all handwritten) are very unorganized. He wanted us to read the powerpoint slides (which he copy it from other professors) he provided to prepare for class. How can you learn from reading a powerpoint slides?\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2019-11-24 22:49:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f10148cc6d4e541712b2b687\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"},{\"comment\":\"Bad. Does not explains anything. He just reads the slides in a monotonic way, very boring. Just shows some mathematical equations and expects you to understand them. Gives no intuition that why a particular methods works or what that method is trying to achieve. Please avoid.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-03-09 14:00:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3c4e2696482a32344a72794f\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5NjM4NDEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Just reads off the slides the entire lecture. Attendance dropped to 50% only two weeks after the first day of classes.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-09-26 10:49:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2596696ac28b9c9924f981a8\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIzODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"}],\"evidence_count\":4,\"review_ids\":[\"3a14d31e4a99ce7813e958ca\",\"f10148cc6d4e541712b2b687\",\"3c4e2696482a32344a72794f\",\"2596696ac28b9c9924f981a8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1785920\",\"name\":\"Jerry Zhu\"},{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary significantly by instructor; some are praised for building intuition and accessibility, while others are criticized for reading slides and lacking explanation.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Enthusiastic teacher but unhelpful outside of class (he talks but it's never useful or direct), rambles on during class and doesn't take into account the workload of students from other classes (assigns endless number of difficult homeworks). I would not take any course with him, just wait until another professor is teaching them.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2014-04-09 15:51:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c5bb21a1d7d4d1c4ca4a5910\",\"instructor_id\":\"rmp:1446267\",\"instructor_name\":\"Vikas Singh\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIzMDEzMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1446267\"},{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":2,\"review_ids\":[\"c5bb21a1d7d4d1c4ca4a5910\",\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1446267\",\"name\":\"Vikas Singh\"},{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload perceptions differ, with some finding assignments endless and difficult, while others find the course accommodating or manageable.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"He is kind and nice. He is new and reads slides from time to time. But he is always willing to stop and answer questions in detail. He really knows a lot about this area. The final project topics he offered us were really amazing to do. He is also kind enough to offer us CPT signatures while other professors don't.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-16 15:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"aac8439fdc3c29ace48a64b6\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTI2MjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"He is very nice. In his machine learning class, he offered some new and hot topics, like reinforce learning and deep learning. The course projects are awesome. I learn a lot from them. The final project allowed me to do some wonderful research on the interesting topic that he gave us. And he was always willing to brainstorm research ideas with us.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-17 16:51:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"92661daa0c9020577c2b6724\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTM4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":3,\"review_ids\":[\"aac8439fdc3c29ace48a64b6\",\"92661daa0c9020577c2b6724\",\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"},{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Course projects are frequently highlighted as a high point, offering opportunities for research and covering significant portions of the grade.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"218cc5f0a236f24af5a7fe91c0e2d3538ca57fb67d6b05a19bc02576150da560","record_version_id":"93f0161580b19fd2c8651697a4b318bf73606f455aa9e9e9d7a0e762b7f90b52","job_id":"enrich-6556a505c10f448d98d02466","output_id":"aa9b04c77ce64345a7b0819a4c8e8c7976896d4dd72155056f88eec1d8593f6e","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"root-req\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"root-req\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"218cc5f0a236f24af5a7fe91c0e2d3538ca57fb67d6b05a19bc02576150da560","record_version_id":"93f0161580b19fd2c8651697a4b318bf73606f455aa9e9e9d7a0e762b7f90b52","job_id":"enrich-6556a505c10f448d98d02466","output_id":"aa9b04c77ce64345a7b0819a4c8e8c7976896d4dd72155056f88eec1d8593f6e","section":"search_profile","status":"valid","value_json":"{\"activity_tags\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":1,\"quote\":\"Implement and analyze a variety of supervised models for classification and regression, including decision trees, instance-based models, naive Bayes, support vector machines, a variety of neural networks, linear and logistic regression, and others\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"programming\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":5,\"quote\":\"Apply various concepts and metrics involved in evaluating models: accuracy, F measures, ROC, and precision/recall curves, and implement cross-validation\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"label\":\"data-analysis\"}],\"assumed_background\":[],\"search_phrases\":[\"machine learning algorithms\",\"supervised and unsupervised learning\",\"neural network implementation\",\"model evaluation metrics\",\"reinforcement learning concepts\",\"computational approaches to learning\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":2,\"quote\":\"Implement and analyze neural network models, starting with the perceptron, and continuing to multilayer perceptrons, convolutional neural networks, recurrent neural networks, along with deep generative models\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Implementing and analyzing neural network architectures including CNNs and RNNs\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":4,\"quote\":\"Implement optimization techniques used in modern machine learning, including gradient descent and stochastic gradient descent\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Applying optimization techniques like gradient descent and stochastic gradient descent\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":6,\"quote\":\"Analyze unsupervised learning techniques for clustering, dimensionality reduction, and latent models\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Analyzing unsupervised learning methods such as clustering and dimensionality reduction\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Computational approaches to learning: including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models. What it means to learn. Algorithms for learning. Comparison and evaluation of learning algorithms. Cognitive modeling and relevant psychological results.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Explores computational approaches to learning, covering inductive inference, connectionism, formal models, algorithm comparison, and cognitive modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Inductive inference, explanation-based learning, analogical learning, and connectionism\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"official_learning_outcomes\",\"outcome_index\":0,\"quote\":\"Identify different aspects of machine learning, including supervised learning, unsupervised learning, and reinforcement learning\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Supervised, unsupervised, and reinforcement learning paradigms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling and relevant psychological results.\",\"source_url\":\"https://guide.wisc.edu/courses/comp_sci/\"}],\"text\":\"Cognitive modeling and related psychological findings\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20261014T203208-0851c9a1","observed_at":"2026-10-14 17:50:09.728220+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"218cc5f0a236f24af5a7fe91c0e2d3538ca57fb67d6b05a19bc02576150da560","record_version_id":"93f0161580b19fd2c8651697a4b318bf73606f455aa9e9e9d7a0e762b7f90b52","job_id":"enrich-6556a505c10f448d98d02466","output_id":"aa9b04c77ce64345a7b0819a4c8e8c7976896d4dd72155056f88eec1d8593f6e","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Bad. Does not explains anything. He just reads the slides in a monotonic way, very boring. Just shows some mathematical equations and expects you to understand them. Gives no intuition that why a particular methods works or what that method is trying to achieve. Please avoid.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-03-09 14:00:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3c4e2696482a32344a72794f\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5NjM4NDEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Just reads off the slides the entire lecture. Attendance dropped to 50% only two weeks after the first day of classes.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-09-26 10:49:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2596696ac28b9c9924f981a8\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIzODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"}],\"evidence_count\":2,\"review_ids\":[\"3c4e2696482a32344a72794f\",\"2596696ac28b9c9924f981a8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:2342510\",\"summary\":\"Cited reviews criticize Yingyu Liang for reading slides monotonically without providing intuition or explaining why methods work.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He is very nice.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-04-30 21:39:00 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"1fe4ff264b299ed92715587e\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5OTQwMzIy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Nice guy. The course gives a high point of view of machine learning, though may be to abstract for some of the students. willing to answer question after class.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-01 11:59:41 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"0f4aad488a5841ca0b7a0c5a\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI5OTQ1MzYy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"He is kind and nice. He is new and reads slides from time to time. But he is always willing to stop and answer questions in detail. He really knows a lot about this area. The final project topics he offered us were really amazing to do. He is also kind enough to offer us CPT signatures while other professors don't.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-16 15:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"aac8439fdc3c29ace48a64b6\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTI2MjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"He is very nice. In his machine learning class, he offered some new and hot topics, like reinforce learning and deep learning. The course projects are awesome. I learn a lot from them. The final project allowed me to do some wonderful research on the interesting topic that he gave us. And he was always willing to brainstorm research ideas with us.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-17 16:51:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"92661daa0c9020577c2b6724\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTM4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"}],\"evidence_count\":4,\"review_ids\":[\"1fe4ff264b299ed92715587e\",\"0f4aad488a5841ca0b7a0c5a\",\"aac8439fdc3c29ace48a64b6\",\"92661daa0c9020577c2b6724\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2018\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2342510\",\"summary\":\"Other cited reviews praise Yingyu Liang for being kind, answering questions in detail, and offering interesting final project topics.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Jerry teaches way to theoretically and cover only a fraction of class material during the lecture time. His lecture notes (all handwritten) are very unorganized. He wanted us to read the powerpoint slides (which he copy it from other professors) he provided to prepare for class. How can you learn from reading a powerpoint slides?\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2019-11-24 22:49:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f10148cc6d4e541712b2b687\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"}],\"evidence_count\":1,\"review_ids\":[\"f10148cc6d4e541712b2b687\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1785920\",\"name\":\"Jerry Zhu\"}],\"review_year_end\":\"2019\",\"review_year_start\":\"2019\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1785920\",\"summary\":\"One reviewer criticizes Jerry Zhu for teaching too theoretically, having unorganized handwritten notes, and relying on copied PowerPoint slides.\"},{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Zhu is a gem of a teacher. I love the fact that he always uses the board to teach, using several examples to build intuition and always explaining the underlying mathematical theory. He is able to make complex concepts much more accessible.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2021-01-05 01:11:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a14d31e4a99ce7813e958ca\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"}],\"evidence_count\":1,\"review_ids\":[\"3a14d31e4a99ce7813e958ca\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1785920\",\"name\":\"Jerry Zhu\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2021\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:1785920\",\"summary\":\"Another reviewer praises Jerry Zhu for using the board to build intuition and making complex mathematical concepts accessible.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Enthusiastic teacher but unhelpful outside of class (he talks but it's never useful or direct), rambles on during class and doesn't take into account the workload of students from other classes (assigns endless number of difficult homeworks). I would not take any course with him, just wait until another professor is teaching them.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2014-04-09 15:51:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c5bb21a1d7d4d1c4ca4a5910\",\"instructor_id\":\"rmp:1446267\",\"instructor_name\":\"Vikas Singh\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIzMDEzMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1446267\"}],\"evidence_count\":1,\"review_ids\":[\"c5bb21a1d7d4d1c4ca4a5910\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1446267\",\"name\":\"Vikas Singh\"}],\"review_year_end\":\"2014\",\"review_year_start\":\"2014\"},\"sentiment\":\"negative\",\"subject_instructor_id\":\"rmp:1446267\",\"summary\":\"A cited review complains that Vikas Singh assigns an endless number of difficult homeworks and does not consider student workload from other classes.\"},{\"aspect\":\"organization\",\"evidence\":[{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":1,\"review_ids\":[\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"subject_instructor_id\":\"rmp:2190981\",\"summary\":\"A cited review states Mark Craven's course slides make tough concepts easy to understand and the content is excellent.\"}]}","candidate_json":null,"error":null,"model":"Qwen/Qwen3.8-27B","model_revision":"1d4bf0f2ff6012fd82039f2fa52739d0dd7c60c0","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-789789da373eecc1ff75f626","output_id":"bcc3e5630630d7e1071343fa8f53d5024de3f04a07e991af8d796258e436ef6c","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-789789da373eecc1ff75f626","output_id":"bcc3e5630630d7e1071343fa8f53d5024de3f04a07e991af8d796258e436ef6c","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"machine learning algorithms\",\"inductive inference\",\"explanation-based learning\",\"analogical learning\",\"connectionism\",\"cognitive modeling\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Algorithms for learning\"}],\"text\":\"Developing algorithms for learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Comparison and evaluation of learning algorithms\"}],\"text\":\"Comparing and evaluating learning algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling and relevant psychological results\"}],\"text\":\"Applying cognitive modeling and psychological results\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"title\",\"quote\":\"MACHINE LEARNING\"},{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Computational approaches to learning: including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models\"}],\"text\":\"COMPSCI/ECE 760 covers computational approaches to learning, including inductive inference, explanation-based learning, and cognitive modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"inductive inference\"}],\"text\":\"Inductive inference\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"explanation-based learning\"}],\"text\":\"Explanation-based learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"analogical learning\"}],\"text\":\"Analogical learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"connectionism\"}],\"text\":\"Connectionism\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"formal models\"}],\"text\":\"Formal models of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"What it means to learn\"}],\"text\":\"The concept of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling\"}],\"text\":\"Cognitive modeling\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-789789da373eecc1ff75f626","output_id":"bcc3e5630630d7e1071343fa8f53d5024de3f04a07e991af8d796258e436ef6c","section":"student_experience","status":"insufficient_evidence","value_json":"{\"status\":\"insufficient_evidence\",\"themes\":[]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1849c4185a50eef74c3d7119e70508bddb203a3fdf1150c5844e6cd0955df031","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1849c4185a50eef74c3d7119e70508bddb203a3fdf1150c5844e6cd0955df031","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"machine learning algorithms\",\"inductive inference\",\"explanation-based learning\",\"analogical learning\",\"connectionism\",\"cognitive modeling\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Algorithms for learning\"}],\"text\":\"Developing algorithms for learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Comparison and evaluation of learning algorithms\"}],\"text\":\"Comparing and evaluating learning algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling and relevant psychological results\"}],\"text\":\"Applying cognitive modeling and psychological results\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"title\",\"quote\":\"MACHINE LEARNING\"},{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Computational approaches to learning: including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models\"}],\"text\":\"COMPSCI/ECE 760 covers computational approaches to learning, including inductive inference, explanation-based learning, and cognitive modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"inductive inference\"}],\"text\":\"Inductive inference\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"explanation-based learning\"}],\"text\":\"Explanation-based learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"analogical learning\"}],\"text\":\"Analogical learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"connectionism\"}],\"text\":\"Connectionism\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"formal models\"}],\"text\":\"Formal models of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"What it means to learn\"}],\"text\":\"The concept of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling\"}],\"text\":\"Cognitive modeling\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1849c4185a50eef74c3d7119e70508bddb203a3fdf1150c5844e6cd0955df031","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Zhu is a gem of a teacher. I love the fact that he always uses the board to teach, using several examples to build intuition and always explaining the underlying mathematical theory. He is able to make complex concepts much more accessible.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2021-01-05 01:11:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a14d31e4a99ce7813e958ca\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"},{\"comment\":\"Jerry teaches way to theoretically and cover only a fraction of class material during the lecture time. His lecture notes (all handwritten) are very unorganized. He wanted us to read the powerpoint slides (which he copy it from other professors) he provided to prepare for class. How can you learn from reading a powerpoint slides?\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2019-11-24 22:49:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f10148cc6d4e541712b2b687\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"},{\"comment\":\"Bad. Does not explains anything. He just reads the slides in a monotonic way, very boring. Just shows some mathematical equations and expects you to understand them. Gives no intuition that why a particular methods works or what that method is trying to achieve. Please avoid.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-03-09 14:00:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3c4e2696482a32344a72794f\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5NjM4NDEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Just reads off the slides the entire lecture. Attendance dropped to 50% only two weeks after the first day of classes.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-09-26 10:49:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2596696ac28b9c9924f981a8\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIzODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"}],\"evidence_count\":4,\"review_ids\":[\"3a14d31e4a99ce7813e958ca\",\"f10148cc6d4e541712b2b687\",\"3c4e2696482a32344a72794f\",\"2596696ac28b9c9924f981a8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1785920\",\"name\":\"Jerry Zhu\"},{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary significantly by instructor; some are praised for building intuition and accessibility, while others are criticized for reading slides and lacking explanation.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Enthusiastic teacher but unhelpful outside of class (he talks but it's never useful or direct), rambles on during class and doesn't take into account the workload of students from other classes (assigns endless number of difficult homeworks). I would not take any course with him, just wait until another professor is teaching them.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2014-04-09 15:51:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c5bb21a1d7d4d1c4ca4a5910\",\"instructor_id\":\"rmp:1446267\",\"instructor_name\":\"Vikas Singh\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIzMDEzMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1446267\"},{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":2,\"review_ids\":[\"c5bb21a1d7d4d1c4ca4a5910\",\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1446267\",\"name\":\"Vikas Singh\"},{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload perceptions differ, with some finding assignments endless and difficult, while others find the course accommodating or manageable.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"He is kind and nice. He is new and reads slides from time to time. But he is always willing to stop and answer questions in detail. He really knows a lot about this area. The final project topics he offered us were really amazing to do. He is also kind enough to offer us CPT signatures while other professors don't.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-16 15:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"aac8439fdc3c29ace48a64b6\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTI2MjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"He is very nice. In his machine learning class, he offered some new and hot topics, like reinforce learning and deep learning. The course projects are awesome. I learn a lot from them. The final project allowed me to do some wonderful research on the interesting topic that he gave us. And he was always willing to brainstorm research ideas with us.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-17 16:51:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"92661daa0c9020577c2b6724\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTM4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":3,\"review_ids\":[\"aac8439fdc3c29ace48a64b6\",\"92661daa0c9020577c2b6724\",\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"},{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Course projects are frequently highlighted as a high point, offering opportunities for research and covering significant portions of the grade.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"1849c4185a50eef74c3d7119e70508bddb203a3fdf1150c5844e6cd0955df031","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"cef01e022a78ff5e93b2bbf2545a7d51f12b951b90118dbe4a4348012f2c490a\",\"course_id\":\"COMPSCI/ECE 760\",\"current_instructors\":[{\"instructor_uid\":\"instructor_891e98e7cb82bcc0ff27c432\",\"message\":\"Summary generation failed\",\"name\":\"Jerry Zhu\",\"review_status\":\"generation_failed\",\"rmp_instructor_id\":\"rmp:1785920\",\"summary\":[]}],\"difficulty_workload\":[],\"errors\":[{\"error\":\"ModelAPIError: Connection error.\",\"instructor_uid\":\"instructor_891e98e7cb82bcc0ff27c432\",\"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 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.58 GPA, 89.4% A/AB (n=66 letter grades); Fall 2025: 3.80 GPA, 98.1% A/AB (n=105 letter grades); Spring 2026: 3.61 GPA, 79.3% A/AB (n=58 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"MARK CRAVEN is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Spring 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"YINGYU LIANG is recorded teaching in Fall 2017, Fall 2018, Spring 2020. 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_891e98e7cb82bcc0ff27c432\", \"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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d8885892089bdc7d448cb7c57c86074d46959349f5e3bfd0beb7966c83a17606","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d8885892089bdc7d448cb7c57c86074d46959349f5e3bfd0beb7966c83a17606","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"machine learning algorithms\",\"inductive inference\",\"explanation-based learning\",\"analogical learning\",\"connectionism\",\"cognitive modeling\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Algorithms for learning\"}],\"text\":\"Developing algorithms for learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Comparison and evaluation of learning algorithms\"}],\"text\":\"Comparing and evaluating learning algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling and relevant psychological results\"}],\"text\":\"Applying cognitive modeling and psychological results\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"title\",\"quote\":\"MACHINE LEARNING\"},{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Computational approaches to learning: including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models\"}],\"text\":\"COMPSCI/ECE 760 covers computational approaches to learning, including inductive inference, explanation-based learning, and cognitive modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"inductive inference\"}],\"text\":\"Inductive inference\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"explanation-based learning\"}],\"text\":\"Explanation-based learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"analogical learning\"}],\"text\":\"Analogical learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"connectionism\"}],\"text\":\"Connectionism\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"formal models\"}],\"text\":\"Formal models of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"What it means to learn\"}],\"text\":\"The concept of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling\"}],\"text\":\"Cognitive modeling\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d8885892089bdc7d448cb7c57c86074d46959349f5e3bfd0beb7966c83a17606","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Zhu is a gem of a teacher. I love the fact that he always uses the board to teach, using several examples to build intuition and always explaining the underlying mathematical theory. He is able to make complex concepts much more accessible.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2021-01-05 01:11:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a14d31e4a99ce7813e958ca\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"},{\"comment\":\"Jerry teaches way to theoretically and cover only a fraction of class material during the lecture time. His lecture notes (all handwritten) are very unorganized. He wanted us to read the powerpoint slides (which he copy it from other professors) he provided to prepare for class. How can you learn from reading a powerpoint slides?\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2019-11-24 22:49:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f10148cc6d4e541712b2b687\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"},{\"comment\":\"Bad. Does not explains anything. He just reads the slides in a monotonic way, very boring. Just shows some mathematical equations and expects you to understand them. Gives no intuition that why a particular methods works or what that method is trying to achieve. Please avoid.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-03-09 14:00:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3c4e2696482a32344a72794f\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5NjM4NDEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Just reads off the slides the entire lecture. Attendance dropped to 50% only two weeks after the first day of classes.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-09-26 10:49:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2596696ac28b9c9924f981a8\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIzODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"}],\"evidence_count\":4,\"review_ids\":[\"3a14d31e4a99ce7813e958ca\",\"f10148cc6d4e541712b2b687\",\"3c4e2696482a32344a72794f\",\"2596696ac28b9c9924f981a8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1785920\",\"name\":\"Jerry Zhu\"},{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary significantly by instructor; some are praised for building intuition and accessibility, while others are criticized for reading slides and lacking explanation.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Enthusiastic teacher but unhelpful outside of class (he talks but it's never useful or direct), rambles on during class and doesn't take into account the workload of students from other classes (assigns endless number of difficult homeworks). I would not take any course with him, just wait until another professor is teaching them.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2014-04-09 15:51:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c5bb21a1d7d4d1c4ca4a5910\",\"instructor_id\":\"rmp:1446267\",\"instructor_name\":\"Vikas Singh\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIzMDEzMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1446267\"},{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":2,\"review_ids\":[\"c5bb21a1d7d4d1c4ca4a5910\",\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1446267\",\"name\":\"Vikas Singh\"},{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload perceptions differ, with some finding assignments endless and difficult, while others find the course accommodating or manageable.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"He is kind and nice. He is new and reads slides from time to time. But he is always willing to stop and answer questions in detail. He really knows a lot about this area. The final project topics he offered us were really amazing to do. He is also kind enough to offer us CPT signatures while other professors don't.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-16 15:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"aac8439fdc3c29ace48a64b6\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTI2MjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"He is very nice. In his machine learning class, he offered some new and hot topics, like reinforce learning and deep learning. The course projects are awesome. I learn a lot from them. The final project allowed me to do some wonderful research on the interesting topic that he gave us. And he was always willing to brainstorm research ideas with us.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-17 16:51:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"92661daa0c9020577c2b6724\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTM4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":3,\"review_ids\":[\"aac8439fdc3c29ace48a64b6\",\"92661daa0c9020577c2b6724\",\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"},{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Course projects are frequently highlighted as a high point, offering opportunities for research and covering significant portions of the grade.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-b6d8f78c1be0d523cf09d00d","output_id":"d8885892089bdc7d448cb7c57c86074d46959349f5e3bfd0beb7966c83a17606","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"cef01e022a78ff5e93b2bbf2545a7d51f12b951b90118dbe4a4348012f2c490a\",\"course_id\":\"COMPSCI/ECE 760\",\"current_instructors\":[{\"instructor_uid\":\"instructor_891e98e7cb82bcc0ff27c432\",\"message\":null,\"name\":\"Jerry Zhu\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1785920\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2019-11-24 22:49:33 +0000 UTC\",\"review_id\":\"f10148cc6d4e541712b2b687\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"},{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2021-01-05 01:11:32 +0000 UTC\",\"review_id\":\"3a14d31e4a99ce7813e958ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"}],\"text\":\"Jerry Zhu receives polarized feedback regarding his teaching style. One reviewer criticizes his theoretical approach and unorganized notes, while another praises his ability to build intuition and explain complex mathematical theory clearly.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2019-11-24 22:49:33 +0000 UTC\",\"review_id\":\"f10148cc6d4e541712b2b687\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"}],\"text\":\"One reviewer rated the difficulty as 5/5 and noted that students were expected to read PowerPoint slides to prepare for class.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Mark Craven\",\"review_date\":\"2017-01-05 14:12:29 +0000 UTC\",\"review_id\":\"7acd357347d0187255c79bdf\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2190981\",\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\",\"type\":\"review\"},{\"instructor_name\":\"Yingyu Liang\",\"review_date\":\"2018-03-09 14:00:16 +0000 UTC\",\"review_id\":\"3c4e2696482a32344a72794f\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2342510\",\"source_review_id\":\"UmF0aW5nLTI5NjM4NDEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\",\"type\":\"review\"},{\"instructor_name\":\"Yingyu Liang\",\"review_date\":\"2018-05-16 15:38:58 +0000 UTC\",\"review_id\":\"aac8439fdc3c29ace48a64b6\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2342510\",\"source_review_id\":\"UmF0aW5nLTMwMTI2MjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\",\"type\":\"review\"}],\"text\":\"Jerry Zhu is the current instructor. The provided reviews describe historical instructors' teaching styles and course structures.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2019-11-24 22:49:33 +0000 UTC\",\"review_id\":\"f10148cc6d4e541712b2b687\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"},{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2021-01-05 01:11:32 +0000 UTC\",\"review_id\":\"3a14d31e4a99ce7813e958ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"}],\"text\":\"Reviews of Jerry Zhu are polarized, with one calling him a gem who makes complex concepts accessible and another criticizing his theoretical approach and unorganized notes.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.58 GPA, 89.4% A/AB (n=66 letter grades); Fall 2025: 3.80 GPA, 98.1% A/AB (n=105 letter grades); Spring 2026: 3.61 GPA, 79.3% A/AB (n=58 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2021-01-05 01:11:32 +0000 UTC\",\"review_id\":\"3a14d31e4a99ce7813e958ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"}],\"text\":\"A positive experience involved using the board and examples to build intuition, making underlying mathematical theory accessible.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"MARK CRAVEN is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Spring 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"YINGYU LIANG is recorded teaching in Fall 2017, Fall 2018, Spring 2020. 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":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cc20e3ef8fd78fa13763d9e34df121245f4674293ad5192728a2fc2f3fa93287","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":\"Graduate/professional standing\",\"course\":null,\"evidence\":\"Graduate/professional standing\",\"id\":\"n0\",\"kind\":\"condition\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cc20e3ef8fd78fa13763d9e34df121245f4674293ad5192728a2fc2f3fa93287","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[],\"search_phrases\":[\"machine learning algorithms\",\"inductive inference\",\"explanation-based learning\",\"analogical learning\",\"connectionism\",\"cognitive modeling\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Algorithms for learning\"}],\"text\":\"Developing algorithms for learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Comparison and evaluation of learning algorithms\"}],\"text\":\"Comparing and evaluating learning algorithms\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling and relevant psychological results\"}],\"text\":\"Applying cognitive modeling and psychological results\"}],\"summary\":{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"title\",\"quote\":\"MACHINE LEARNING\"},{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Computational approaches to learning: including inductive inference, explanation-based learning, analogical learning, connectionism, and formal models\"}],\"text\":\"COMPSCI/ECE 760 covers computational approaches to learning, including inductive inference, explanation-based learning, and cognitive modeling.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"inductive inference\"}],\"text\":\"Inductive inference\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"explanation-based learning\"}],\"text\":\"Explanation-based learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"analogical learning\"}],\"text\":\"Analogical learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"connectionism\"}],\"text\":\"Connectionism\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"formal models\"}],\"text\":\"Formal models of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"What it means to learn\"}],\"text\":\"The concept of learning\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 760\",\"field\":\"description\",\"quote\":\"Cognitive modeling\"}],\"text\":\"Cognitive modeling\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cc20e3ef8fd78fa13763d9e34df121245f4674293ad5192728a2fc2f3fa93287","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"Prof. Zhu is a gem of a teacher. I love the fact that he always uses the board to teach, using several examples to build intuition and always explaining the underlying mathematical theory. He is able to make complex concepts much more accessible.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2021-01-05 01:11:32 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3a14d31e4a99ce7813e958ca\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"},{\"comment\":\"Jerry teaches way to theoretically and cover only a fraction of class material during the lecture time. His lecture notes (all handwritten) are very unorganized. He wanted us to read the powerpoint slides (which he copy it from other professors) he provided to prepare for class. How can you learn from reading a powerpoint slides?\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2019-11-24 22:49:33 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"f10148cc6d4e541712b2b687\",\"instructor_id\":\"rmp:1785920\",\"instructor_name\":\"Jerry Zhu\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\"},{\"comment\":\"Bad. Does not explains anything. He just reads the slides in a monotonic way, very boring. Just shows some mathematical equations and expects you to understand them. Gives no intuition that why a particular methods works or what that method is trying to achieve. Please avoid.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-03-09 14:00:16 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"3c4e2696482a32344a72794f\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTI5NjM4NDEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Just reads off the slides the entire lecture. Attendance dropped to 50% only two weeks after the first day of classes.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-09-26 10:49:41 +0000 UTC\",\"difficulty_rating\":3,\"id\":\"2596696ac28b9c9924f981a8\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":1,\"source_review_id\":\"UmF0aW5nLTMwNTIzODI5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"}],\"evidence_count\":4,\"review_ids\":[\"3a14d31e4a99ce7813e958ca\",\"f10148cc6d4e541712b2b687\",\"3c4e2696482a32344a72794f\",\"2596696ac28b9c9924f981a8\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1785920\",\"name\":\"Jerry Zhu\"},{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2021\",\"review_year_start\":\"2018\"},\"sentiment\":\"mixed\",\"summary\":\"Teaching styles vary significantly by instructor; some are praised for building intuition and accessibility, while others are criticized for reading slides and lacking explanation.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"Enthusiastic teacher but unhelpful outside of class (he talks but it's never useful or direct), rambles on during class and doesn't take into account the workload of students from other classes (assigns endless number of difficult homeworks). I would not take any course with him, just wait until another professor is teaching them.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2014-04-09 15:51:27 +0000 UTC\",\"difficulty_rating\":5,\"id\":\"c5bb21a1d7d4d1c4ca4a5910\",\"instructor_id\":\"rmp:1446267\",\"instructor_name\":\"Vikas Singh\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTIzMDEzMzM5\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1446267\"},{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":2,\"review_ids\":[\"c5bb21a1d7d4d1c4ca4a5910\",\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:1446267\",\"name\":\"Vikas Singh\"},{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"}],\"review_year_end\":\"2017\",\"review_year_start\":\"2014\"},\"sentiment\":\"mixed\",\"summary\":\"Workload perceptions differ, with some finding assignments endless and difficult, while others find the course accommodating or manageable.\"},{\"aspect\":\"projects\",\"evidence\":[{\"comment\":\"He is kind and nice. He is new and reads slides from time to time. But he is always willing to stop and answer questions in detail. He really knows a lot about this area. The final project topics he offered us were really amazing to do. He is also kind enough to offer us CPT signatures while other professors don't.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-16 15:38:58 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"aac8439fdc3c29ace48a64b6\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTI2MjMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"He is very nice. In his machine learning class, he offered some new and hot topics, like reinforce learning and deep learning. The course projects are awesome. I learn a lot from them. The final project allowed me to do some wonderful research on the interesting topic that he gave us. And he was always willing to brainstorm research ideas with us.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2018-05-17 16:51:11 +0000 UTC\",\"difficulty_rating\":4,\"id\":\"92661daa0c9020577c2b6724\",\"instructor_id\":\"rmp:2342510\",\"instructor_name\":\"Yingyu Liang\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTMwMTM4NjU3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2342510\"},{\"comment\":\"Prof Craven's course offering is like CMU's 10-601, which is accommodating of students who lack a strong math background, but can pick up stuff along the way. The course is mostly theoretical, although programming assignments cover around 60% of the grade. The course content is excellent. The course slides make tough concepts easy to understand.\",\"course_id\":\"COMPSCI/ECE 760\",\"date\":\"2017-01-05 14:12:29 +0000 UTC\",\"difficulty_rating\":2,\"id\":\"7acd357347d0187255c79bdf\",\"instructor_id\":\"rmp:2190981\",\"instructor_name\":\"Mark Craven\",\"quality_rating\":5,\"source_review_id\":\"UmF0aW5nLTI3Njc4MDUw\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2190981\"}],\"evidence_count\":3,\"review_ids\":[\"aac8439fdc3c29ace48a64b6\",\"92661daa0c9020577c2b6724\",\"7acd357347d0187255c79bdf\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2190981\",\"name\":\"Mark Craven\"},{\"id\":\"rmp:2342510\",\"name\":\"Yingyu Liang\"}],\"review_year_end\":\"2018\",\"review_year_start\":\"2017\"},\"sentiment\":\"positive\",\"summary\":\"Course projects are frequently highlighted as a high point, offering opportunities for research and covering significant portions of the grade.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_821f9bd2b5a7758dd5db1e18","course_id":"COMPSCI/ECE 760","catalog_version_id":"7f8766df4befe6f293c29cb9bfc88536fa41ec5975177fbfe37d3ebcaa457207","record_version_id":"45348b6f81b0e274480baae44f220cabf9b3e3bfa0a40c693cd3297483ac794b","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"cc20e3ef8fd78fa13763d9e34df121245f4674293ad5192728a2fc2f3fa93287","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"cef01e022a78ff5e93b2bbf2545a7d51f12b951b90118dbe4a4348012f2c490a\",\"course_id\":\"COMPSCI/ECE 760\",\"current_instructors\":[{\"instructor_uid\":\"instructor_891e98e7cb82bcc0ff27c432\",\"message\":null,\"name\":\"Jerry Zhu\",\"review_status\":\"supported\",\"rmp_instructor_id\":\"rmp:1785920\",\"summary\":[{\"citations\":[{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2019-11-24 22:49:33 +0000 UTC\",\"review_id\":\"f10148cc6d4e541712b2b687\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"},{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2021-01-05 01:11:32 +0000 UTC\",\"review_id\":\"3a14d31e4a99ce7813e958ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"}],\"text\":\"Jerry Zhu receives polarized feedback regarding his teaching style. One reviewer criticizes his theoretical approach and unorganized notes, while another praises his ability to build intuition and explain complex mathematical theory clearly.\"}]}],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2019-11-24 22:49:33 +0000 UTC\",\"review_id\":\"f10148cc6d4e541712b2b687\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"}],\"text\":\"One reviewer rated the difficulty as 5/5 and noted that students were expected to read PowerPoint slides to prepare for class.\"}],\"errors\":[{\"error\":\"UnexpectedModelBehavior: Exceeded maximum output retries (2)\",\"instructor_uid\":null,\"mode\":\"history\"}],\"historical_context\":[],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2019-11-24 22:49:33 +0000 UTC\",\"review_id\":\"f10148cc6d4e541712b2b687\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTMyNDcxMjEy\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"},{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2021-01-05 01:11:32 +0000 UTC\",\"review_id\":\"3a14d31e4a99ce7813e958ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"}],\"text\":\"Reviews of Jerry Zhu are polarized, with one calling him a gem who makes complex concepts accessible and another criticizing his theoretical approach and unorganized notes.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1254\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1262\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1264\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2025: 3.58 GPA, 89.4% A/AB (n=66 letter grades); Fall 2025: 3.80 GPA, 98.1% A/AB (n=105 letter grades); Spring 2026: 3.61 GPA, 79.3% A/AB (n=58 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Jerry Zhu\",\"review_date\":\"2021-01-05 01:11:32 +0000 UTC\",\"review_id\":\"3a14d31e4a99ce7813e958ca\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:1785920\",\"source_review_id\":\"UmF0aW5nLTM0MjM2MzE3\",\"source_url\":\"https://www.ratemyprofessors.com/professor/1785920\",\"type\":\"review\"}],\"text\":\"A positive experience involved using the board and examples to build intuition, making underlying mathematical theory accessible.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1132\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1142\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1152\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1162\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1172\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1184\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1194\",\"type\":\"grade\"}],\"text\":\"MARK CRAVEN is recorded teaching in Fall 2012, Fall 2013, Fall 2014, Fall 2015, Fall 2016, Spring 2018, Spring 2019. Recorded history may be incomplete and does not establish a future schedule.\"},{\"citations\":[{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1182\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1192\",\"type\":\"grade\"},{\"course_id\":\"COMPSCI/ECE 760\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"source_record\":{\"entity_id\":\"e6d6df0e-1456-36bb-81bc-5648cf0f224d\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1204\",\"type\":\"grade\"}],\"text\":\"YINGYU LIANG is recorded teaching in Fall 2017, Fall 2018, Spring 2020. 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\": \"history\", \"instructor_uid\": null, \"error\": \"UnexpectedModelBehavior: Exceeded maximum output retries (2)\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":false}]