[{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5637710087aac88015048247aca0e59f0d519d72e4577639769649ad79539997","section":"requirements","status":"invalid","value_json":null,"candidate_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":761,\"minimum_grade\":null,\"subjects\":[\"COMP SCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI/E C E 761\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","error":"Course requirement is absent from the source links","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_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5637710087aac88015048247aca0e59f0d519d72e4577639769649ad79539997","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Knowledge of probability [such asMATH/STAT 431orCOMP SCI/E C E 561] and linear algebra [such asMATH 341orM E/COMP SCI/E C E 532] is required.\"}],\"text\":\"Probability and linear algebra\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Mathematical foundations of machine learning theory and algorithms.\"}],\"text\":\"Mathematical foundations of machine learning\"}],\"search_phrases\":[\"large-scale machine learning optimization\",\"theoretical machine learning algorithms\",\"randomized algorithms convergence\",\"ECE 826 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Focus on recent texts in machine learning, optimization, and randomized algorithms\"}],\"text\":\"Analysis of machine learning and optimization algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"tradeoffs that are driving algorithmic design\"}],\"text\":\"Algorithmic design tradeoff analysis\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"trade-offs revolve around speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Evaluation of convergence, accuracy, robustness, and scalability\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"title\",\"quote\":\"THEORETICAL FOUNDATIONS OF LARGE-SCALE MACHINE LEARNING\"},{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Explores mathematical foundations of large-scale machine learning and optimization, focusing on algorithmic design tradeoffs.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Large-scale machine learning\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"randomized algorithms\"}],\"text\":\"Randomized algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Convergence, accuracy, robustness, scalability, complexity\"}]}","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_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-5291a20b802b9bbbe22b24cb","output_id":"5637710087aac88015048247aca0e59f0d519d72e4577639769649ad79539997","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_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9ce07a5c856384fbaa955373a49cd2fce494288d32bf0f222a2628163da456fe","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":761,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI/E C E 761\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9ce07a5c856384fbaa955373a49cd2fce494288d32bf0f222a2628163da456fe","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Knowledge of probability [such asMATH/STAT 431orCOMP SCI/E C E 561] and linear algebra [such asMATH 341orM E/COMP SCI/E C E 532] is required.\"}],\"text\":\"Probability and linear algebra\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Mathematical foundations of machine learning theory and algorithms.\"}],\"text\":\"Mathematical foundations of machine learning\"}],\"search_phrases\":[\"large-scale machine learning optimization\",\"theoretical machine learning algorithms\",\"randomized algorithms convergence\",\"ECE 826 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Focus on recent texts in machine learning, optimization, and randomized algorithms\"}],\"text\":\"Analysis of machine learning and optimization algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"tradeoffs that are driving algorithmic design\"}],\"text\":\"Algorithmic design tradeoff analysis\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"trade-offs revolve around speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Evaluation of convergence, accuracy, robustness, and scalability\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"title\",\"quote\":\"THEORETICAL FOUNDATIONS OF LARGE-SCALE MACHINE LEARNING\"},{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Explores mathematical foundations of large-scale machine learning and optimization, focusing on algorithmic design tradeoffs.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Large-scale machine learning\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"randomized algorithms\"}],\"text\":\"Randomized algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Convergence, accuracy, robustness, scalability, complexity\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-5590a4969e0a630fe46a86e8","output_id":"9ce07a5c856384fbaa955373a49cd2fce494288d32bf0f222a2628163da456fe","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"The instructor is described as nice but the technical quality of the class is low.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered an easy A with almost no effort required.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"Students do not expect to learn something useful from the course.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260906T231458-5fdd2fff","observed_at":"2026-09-06 23:14:58.172943+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-789789da373eecc1ff75f626","output_id":"501f28a66316a4d3a96d4d88ff3552a753ad8b101b2608c8a13263547d63fa0b","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":761,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI/E C E 761\",\"id\":\"n0\",\"kind\":\"course\"}],\"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_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-789789da373eecc1ff75f626","output_id":"501f28a66316a4d3a96d4d88ff3552a753ad8b101b2608c8a13263547d63fa0b","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Knowledge of probability [such asMATH/STAT 431orCOMP SCI/E C E 561] and linear algebra [such asMATH 341orM E/COMP SCI/E C E 532] is required.\"}],\"text\":\"Probability and linear algebra\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Mathematical foundations of machine learning theory and algorithms.\"}],\"text\":\"Mathematical foundations of machine learning\"}],\"search_phrases\":[\"large-scale machine learning optimization\",\"theoretical machine learning algorithms\",\"randomized algorithms convergence\",\"ECE 826 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Focus on recent texts in machine learning, optimization, and randomized algorithms\"}],\"text\":\"Analysis of machine learning and optimization algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"tradeoffs that are driving algorithmic design\"}],\"text\":\"Algorithmic design tradeoff analysis\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"trade-offs revolve around speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Evaluation of convergence, accuracy, robustness, and scalability\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"title\",\"quote\":\"THEORETICAL FOUNDATIONS OF LARGE-SCALE MACHINE LEARNING\"},{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Explores mathematical foundations of large-scale machine learning and optimization, focusing on algorithmic design tradeoffs.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Large-scale machine learning\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"randomized algorithms\"}],\"text\":\"Randomized algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Convergence, accuracy, robustness, scalability, complexity\"}]}","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_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-789789da373eecc1ff75f626","output_id":"501f28a66316a4d3a96d4d88ff3552a753ad8b101b2608c8a13263547d63fa0b","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_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ed98bdb3bbfb016881592e4989330a6bf93ed6f19131797a33fed4d9f86da2ec","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":761,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI/E C E 761\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ed98bdb3bbfb016881592e4989330a6bf93ed6f19131797a33fed4d9f86da2ec","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Knowledge of probability [such asMATH/STAT 431orCOMP SCI/E C E 561] and linear algebra [such asMATH 341orM E/COMP SCI/E C E 532] is required.\"}],\"text\":\"Probability and linear algebra\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Mathematical foundations of machine learning theory and algorithms.\"}],\"text\":\"Mathematical foundations of machine learning\"}],\"search_phrases\":[\"large-scale machine learning optimization\",\"theoretical machine learning algorithms\",\"randomized algorithms convergence\",\"ECE 826 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Focus on recent texts in machine learning, optimization, and randomized algorithms\"}],\"text\":\"Analysis of machine learning and optimization algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"tradeoffs that are driving algorithmic design\"}],\"text\":\"Algorithmic design tradeoff analysis\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"trade-offs revolve around speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Evaluation of convergence, accuracy, robustness, and scalability\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"title\",\"quote\":\"THEORETICAL FOUNDATIONS OF LARGE-SCALE MACHINE LEARNING\"},{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Explores mathematical foundations of large-scale machine learning and optimization, focusing on algorithmic design tradeoffs.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Large-scale machine learning\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"randomized algorithms\"}],\"text\":\"Randomized algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Convergence, accuracy, robustness, scalability, complexity\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ed98bdb3bbfb016881592e4989330a6bf93ed6f19131797a33fed4d9f86da2ec","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"The instructor is described as nice but the technical quality of the class is low.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered an easy A with almost no effort required.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"Students do not expect to learn something useful from the course.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-8b774950c2b6adfdc46d1b82","output_id":"ed98bdb3bbfb016881592e4989330a6bf93ed6f19131797a33fed4d9f86da2ec","section":"student_summary","status":"invalid","value_json":"{\"context_hash\":\"4529c1bec670bfb3ea47753f5a831a61196dd0d01574205f2a4613c2a7afaa37\",\"course_id\":\"ECE 826\",\"current_instructors\":[],\"difficulty_workload\":[],\"errors\":[{\"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\":\"ECE 826\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE 826\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.39 GPA, 78.6% A/AB (n=14 letter grades); Spring 2024: 3.86 GPA, 94.4% A/AB (n=18 letter grades).\"}],\"student_experience\":[],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 826\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"source_record\":{\"entity_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE 826\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"source_record\":{\"entity_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"DIMITRIOS PAPAILIOPOULOS is recorded teaching in Spring 2022, Spring 2024. 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\": \"ModelAPIError: Connection error.\"}, {\"mode\": \"overview\", \"instructor_uid\": null, \"error\": \"ModelAPIError: Connection error.\"}]","model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"9f7c4b2d8350bf6bab700e062c4ec7cfccec226d237f681da09470a9fdd66f84","section":"requirements","status":"valid","value_json":"{\"nodes\":[{\"children\":[],\"condition\":null,\"course\":{\"course_number\":761,\"minimum_grade\":null,\"subjects\":[\"COMPSCI\",\"ECE\"],\"timing\":\"prior\"},\"evidence\":\"COMP SCI/E C E 761\",\"id\":\"n0\",\"kind\":\"course\"}],\"notes\":[],\"root\":\"n0\",\"status\":\"parsed\"}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"9f7c4b2d8350bf6bab700e062c4ec7cfccec226d237f681da09470a9fdd66f84","section":"search_profile","status":"valid","value_json":"{\"assumed_background\":[{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Knowledge of probability [such asMATH/STAT 431orCOMP SCI/E C E 561] and linear algebra [such asMATH 341orM E/COMP SCI/E C E 532] is required.\"}],\"text\":\"Probability and linear algebra\"},{\"evidence\":[{\"course_id\":\"COMPSCI/ECE 761\",\"field\":\"description\",\"quote\":\"Mathematical foundations of machine learning theory and algorithms.\"}],\"text\":\"Mathematical foundations of machine learning\"}],\"search_phrases\":[\"large-scale machine learning optimization\",\"theoretical machine learning algorithms\",\"randomized algorithms convergence\",\"ECE 826 prerequisites\"],\"skills_taught\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Focus on recent texts in machine learning, optimization, and randomized algorithms\"}],\"text\":\"Analysis of machine learning and optimization algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"tradeoffs that are driving algorithmic design\"}],\"text\":\"Algorithmic design tradeoff analysis\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"trade-offs revolve around speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Evaluation of convergence, accuracy, robustness, and scalability\"}],\"summary\":{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"title\",\"quote\":\"THEORETICAL FOUNDATIONS OF LARGE-SCALE MACHINE LEARNING\"},{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Explores mathematical foundations of large-scale machine learning and optimization, focusing on algorithmic design tradeoffs.\"},\"topics\":[{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"Mathematical foundations of large-scale machine learning and optimization\"}],\"text\":\"Large-scale machine learning\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"randomized algorithms\"}],\"text\":\"Randomized algorithms\"},{\"evidence\":[{\"course_id\":\"ECE 826\",\"field\":\"description\",\"quote\":\"speed of convergence, statistical accuracy, robustness, scalability, algorithmic complexity\"}],\"text\":\"Convergence, accuracy, robustness, scalability, complexity\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"9f7c4b2d8350bf6bab700e062c4ec7cfccec226d237f681da09470a9fdd66f84","section":"student_experience","status":"valid","value_json":"{\"status\":\"supported\",\"themes\":[{\"aspect\":\"teaching_clarity\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"The instructor is described as nice but the technical quality of the class is low.\"},{\"aspect\":\"workload\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"positive\",\"summary\":\"The course is considered an easy A with almost no effort required.\"},{\"aspect\":\"overall\",\"evidence\":[{\"comment\":\"He is a nice guy. Easy A with almost no effort. However, do not expect to learn something useful from taking a course with him. The technical quality of the class is pretty low. \",\"course_id\":\"ECE 826\",\"date\":\"2022-11-15 03:10:43 +0000 UTC\",\"difficulty_rating\":1,\"id\":\"2e2ebb23a0b9636f4f0e280a\",\"instructor_id\":\"rmp:2394307\",\"instructor_name\":\"Dimitris Papailiopoulos\",\"quality_rating\":2,\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\"}],\"evidence_count\":1,\"review_ids\":[\"2e2ebb23a0b9636f4f0e280a\"],\"scope\":{\"historical\":true,\"instructors\":[{\"id\":\"rmp:2394307\",\"name\":\"Dimitris Papailiopoulos\"}],\"review_year_end\":\"2022\",\"review_year_start\":\"2022\"},\"sentiment\":\"negative\",\"summary\":\"Students do not expect to learn something useful from the course.\"}]}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","course_uid":"course_4870953907b88e074505beb7","course_id":"ECE 826","catalog_version_id":"b6a72e4c1c0a16ac1b21457cf2de1fb8c2e420692adad878418c7ed7b4830dc3","record_version_id":"b1b8b070e406886126eb296d6899bfe7e99485d17dff0b8d58214f8454d88508","job_id":"enrich-f516c4d3e82cfe326b4f5f54","output_id":"9f7c4b2d8350bf6bab700e062c4ec7cfccec226d237f681da09470a9fdd66f84","section":"student_summary","status":"valid","value_json":"{\"context_hash\":\"4529c1bec670bfb3ea47753f5a831a61196dd0d01574205f2a4613c2a7afaa37\",\"course_id\":\"ECE 826\",\"current_instructors\":[],\"difficulty_workload\":[{\"citations\":[{\"instructor_name\":\"Dimitris Papailiopoulos\",\"review_date\":\"2022-11-15 03:10:43 +0000 UTC\",\"review_id\":\"2e2ebb23a0b9636f4f0e280a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2394307\",\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\",\"type\":\"review\"}],\"text\":\"Historical reviews of Dimitris Papailiopoulos: Reviewers describe the workload as requiring almost no effort to achieve an easy A.\"}],\"errors\":[],\"historical_context\":[{\"citations\":[{\"instructor_name\":\"Dimitris Papailiopoulos\",\"review_date\":\"2022-11-15 03:10:43 +0000 UTC\",\"review_id\":\"2e2ebb23a0b9636f4f0e280a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2394307\",\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\",\"type\":\"review\"}],\"text\":\"Historical instructor Dimitris Papailiopoulos is described as a nice guy who offers an easy A with minimal effort. However, reviewers note that the technical quality of the class is low and students should not expect to learn useful material.\"}],\"message\":null,\"offered\":true,\"profile_hash\":\"e59ddc7389015d0035b68cd195c939d475bf72b959b29cf12eab59b454ccaef1\",\"quick_take\":[{\"citations\":[{\"instructor_name\":\"Dimitris Papailiopoulos\",\"review_date\":\"2022-11-15 03:10:43 +0000 UTC\",\"review_id\":\"2e2ebb23a0b9636f4f0e280a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2394307\",\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\",\"type\":\"review\"}],\"text\":\"Historical reviews of Dimitris Papailiopoulos: The course offers an easy grade with minimal effort, but reviewers warn that the technical quality is low and little useful material is learned.\"},{\"citations\":[{\"course_id\":\"ECE 826\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE 826\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_record\":{\"entity_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"Recent recorded grades — Spring 2022: 3.39 GPA, 78.6% A/AB (n=14 letter grades); Spring 2024: 3.86 GPA, 94.4% A/AB (n=18 letter grades).\"}],\"student_experience\":[{\"citations\":[{\"instructor_name\":\"Dimitris Papailiopoulos\",\"review_date\":\"2022-11-15 03:10:43 +0000 UTC\",\"review_id\":\"2e2ebb23a0b9636f4f0e280a\",\"run_id\":\"20260907T155543-ce3781c4\",\"source_instructor_id\":\"rmp:2394307\",\"source_review_id\":\"UmF0aW5nLTM2ODMyODMz\",\"source_url\":\"https://www.ratemyprofessors.com/professor/2394307\",\"type\":\"review\"}],\"text\":\"Historical reviews of Dimitris Papailiopoulos: Students report low technical quality and find the course content not useful for learning.\"}],\"task_hash\":\"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68\",\"teaching_history\":[{\"citations\":[{\"course_id\":\"ECE 826\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"source_record\":{\"entity_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1224\",\"type\":\"grade\"},{\"course_id\":\"ECE 826\",\"run_id\":\"20260907T155543-ce3781c4\",\"section_number\":1,\"source_course_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"source_record\":{\"entity_id\":\"6d3c3362-dbc5-3be4-b268-6fc3aaded4ae\",\"file\":\"tables/observations.parquet\",\"kind\":\"grades\",\"source\":\"madgrades\"},\"table\":\"section_grades_latest\",\"term_id\":\"1244\",\"type\":\"grade\"}],\"text\":\"DIMITRIOS PAPAILIOPOULOS is recorded teaching in Spring 2022, Spring 2024. Recorded history may be incomplete and does not establish a future schedule.\"}],\"term_id\":\"1272\",\"term_name\":\"2026 Fall\",\"version\":2}","candidate_json":null,"error":null,"model":"nvidia/Qwen3.6-35B-A3B-NVFP4","model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","selected_for_release":true}]