{"schema_version":1,"url":"https://uwcourses.com/courses/COMPSCI_ISYE_723","title":"COMPSCI/ISYE 723: Dynamic Programming and Associated Topics | UW–Madison","dataset":{"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349","repository":"twangodev/uwcourses","schema_version":6,"importer_version":"7","projection_id":"52a78527ff09011d88cb04c7d43867d9fbfec2930bf1dd2ec359ebd2844e0b07","observed_at":"2026-09-07T15:55:43.033547+00:00","built_at":"2026-09-10T19:50:42.743001+00:00","courses":8951,"current_instructors":5754,"limited":false,"terms":["1272","1264","1262","1254","1252","1244","1242","1234","1232","1224","1222","1212","1204","1202","1194","1192","1184","1182","1174","1172","1164","1162","1154","1152","1144","1142","1134","1132","1124","1122","1114","1112","1104","1102","1094","1092","1084","1082","1074","1072"],"term":"1272","departments":[{"subject":"AAE","count":90},{"subject":"ABT","count":20},{"subject":"ACCTIS","count":36},{"subject":"ACTSCI","count":14},{"subject":"AFAERO","count":10},{"subject":"AFRICAN","count":87},{"subject":"AFROAMER","count":71},{"subject":"AGROECOL","count":21},{"subject":"AMERIND","count":53},{"subject":"ANAT&PHY","count":7},{"subject":"ANATOMY","count":2},{"subject":"ANESTHES","count":8},{"subject":"ANSCI","count":57},{"subject":"ANTHRO","count":95},{"subject":"ART","count":125},{"subject":"ARTED","count":10},{"subject":"ARTHIST","count":121},{"subject":"ASIALANG","count":129},{"subject":"ASIAN","count":109},{"subject":"ASIANAM","count":28},{"subject":"ASTRON","count":38},{"subject":"ATMOCN","count":69},{"subject":"BIOCHEM","count":51},{"subject":"BIOCORE","count":10},{"subject":"BIOLOGY","count":14},{"subject":"BIOMDSCI","count":18},{"subject":"BME","count":66},{"subject":"BMI","count":41},{"subject":"BMOLCHEM","count":10},{"subject":"BOTANY","count":69},{"subject":"BSE","count":44},{"subject":"C&ESOC","count":73},{"subject":"CBE","count":48},{"subject":"CHEM","count":101},{"subject":"CHICLA","count":52},{"subject":"CIVENGR","count":133},{"subject":"CLASSICS","count":47},{"subject":"CNP","count":10},{"subject":"CNSRSCI","count":50},{"subject":"COMARTS","count":137},{"subject":"COMPBIO","count":15},{"subject":"COMPLIT","count":11},{"subject":"COMPSCI","count":138},{"subject":"COUNPSY","count":78},{"subject":"CRB","count":19},{"subject":"CS&D","count":71},{"subject":"CSCS","count":40},{"subject":"CURRIC","count":193},{"subject":"DANCE","count":93},{"subject":"DERM","count":8},{"subject":"DS","count":88},{"subject":"DYSCI","count":35},{"subject":"ECE","count":155},{"subject":"ECON","count":145},{"subject":"EDPOL","count":114},{"subject":"EDPSYCH","count":97},{"subject":"ELPA","count":70},{"subject":"EMA","count":53},{"subject":"EMERMED","count":17},{"subject":"ENGL","count":206},{"subject":"ENTOM","count":40},{"subject":"ENVIRST","count":148},{"subject":"EP","count":15},{"subject":"EPD","count":67},{"subject":"ESL","count":16},{"subject":"F&WECOL","count":60},{"subject":"FAMMED","count":22},{"subject":"FINANCE","count":50},{"subject":"FOLKLORE","count":40},{"subject":"FOODSCI","count":43},{"subject":"FRENCH","count":63},{"subject":"GEN&WS","count":145},{"subject":"GENBUS","count":72},{"subject":"GENECSLR","count":17},{"subject":"GENETICS","count":60},{"subject":"GEOG","count":113},{"subject":"GEOSCI","count":83},{"subject":"GERMAN","count":82},{"subject":"GLE","count":48},{"subject":"GNS","count":38},{"subject":"GREEK","count":27},{"subject":"HDFS","count":41},{"subject":"HEBR-BIB","count":13},{"subject":"HEBR-MOD","count":10},{"subject":"HISTORY","count":233},{"subject":"HISTSCI","count":56},{"subject":"HONCOL","count":13},{"subject":"ILS","count":43},{"subject":"INFOSYS","count":9},{"subject":"INTEGART","count":7},{"subject":"INTEGSCI","count":22},{"subject":"INTER-AG","count":18},{"subject":"INTER-HE","count":11},{"subject":"INTER-LS","count":22},{"subject":"INTEREGR","count":16},{"subject":"INTLBUS","count":21},{"subject":"INTLST","count":50},{"subject":"ISYE","count":83},{"subject":"ITALIAN","count":53},{"subject":"JEWISH","count":56},{"subject":"JOURN","count":88},{"subject":"KINES","count":128},{"subject":"LACIS","count":26},{"subject":"LANDARC","count":61},{"subject":"LATIN","count":24},{"subject":"LAW","count":120},{"subject":"LEGALST","count":48},{"subject":"LINGUIS","count":35},{"subject":"LIS","count":89},{"subject":"LITTRANS","count":78},{"subject":"LSC","count":52},{"subject":"M&ENVTOX","count":7},{"subject":"MARKETNG","count":62},{"subject":"MATH","count":153},{"subject":"MDGENET","count":8},{"subject":"ME","count":130},{"subject":"MEDHIST","count":43},{"subject":"MEDICINE","count":60},{"subject":"MEDIEVAL","count":32},{"subject":"MEDPHYS","count":39},{"subject":"MEDSC-M","count":29},{"subject":"MEDSC-V","count":41},{"subject":"MHR","count":68},{"subject":"MICROBIO","count":45},{"subject":"MILSCI","count":16},{"subject":"MM&I","count":22},{"subject":"MOLBIOL","count":6},{"subject":"MS&E","count":59},{"subject":"MUSIC","count":165},{"subject":"MUSPERF","count":126},{"subject":"NAVSCI","count":20},{"subject":"NE","count":44},{"subject":"NEURODPT","count":11},{"subject":"NEUROL","count":7},{"subject":"NEURSURG","count":4},{"subject":"NTP","count":11},{"subject":"NURSING","count":111},{"subject":"NUTRSCI","count":65},{"subject":"OBS&GYN","count":18},{"subject":"OCCTHER","count":39},{"subject":"ONCOLOGY","count":14},{"subject":"OPHTHALM","count":5},{"subject":"OTM","count":43},{"subject":"PATH","count":34},{"subject":"PATH-BIO","count":29},{"subject":"PEDIAT","count":26},{"subject":"PHARMACY","count":31},{"subject":"PHILOS","count":77},{"subject":"PHMCOL-M","count":11},{"subject":"PHMPRAC","count":45},{"subject":"PHMSCI","count":60},{"subject":"PHYASST","count":37},{"subject":"PHYSICS","count":88},{"subject":"PHYSIOL","count":3},{"subject":"PHYTHER","count":37},{"subject":"PLANTSCI","count":52},{"subject":"PLPATH","count":35},{"subject":"POLISCI","count":192},{"subject":"POPHLTH","count":58},{"subject":"PORTUG","count":33},{"subject":"PSYCH","count":101},{"subject":"PSYCHIAT","count":22},{"subject":"PUBAFFR","count":54},{"subject":"PUBLHLTH","count":23},{"subject":"RADIOL","count":11},{"subject":"REALEST","count":41},{"subject":"RELIGST","count":90},{"subject":"RHABMED","count":9},{"subject":"RMI","count":24},{"subject":"RP&SE","count":102},{"subject":"S&APHM","count":17},{"subject":"SCANDST","count":73},{"subject":"SLAVIC","count":89},{"subject":"SOC","count":149},{"subject":"SOCWORK","count":87},{"subject":"SOILSCI","count":46},{"subject":"SPANISH","count":83},{"subject":"SRMED","count":21},{"subject":"STAT","count":94},{"subject":"STDYABRD","count":52},{"subject":"STS","count":8},{"subject":"SURGERY","count":25},{"subject":"SURGSCI","count":33},{"subject":"THEATRE","count":91},{"subject":"URBRPL","count":60},{"subject":"UROLOGY","count":5},{"subject":"ZOOLOGY","count":89}],"deployed_at":null},"data":{"course":{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","record_version_id":"91374c1f556dd5be21764f26e7008624f42b4b71c3b4b0c5ca886e2480866c1a","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","catalog_version_id":"7c55ff151de983c8f20dc43d810dd04c5a00a0c1e6c6046997606db7cba2f2d8","course_number":723,"subjects":["COMPSCI","ISYE"],"title":"DYNAMIC PROGRAMMING AND ASSOCIATED TOPICS","description":"General and special techniques of dynamic programming developed by means of examples. Shortest-path algorithms. Deterministic equipment replacement models. Resource allocation problem. Traveling-salesman problem. Knapsack problem. Analysis of inventory systems. General stochastic formulations. Markovian decision processes.  Students are strongly encouraged to have knowledge of mathematical optimization (e.g.,COMP SCI/​I SY E/​MATH/​STAT  525,I SY E 623,COMP SCI/​I SY E/​MATH/​STAT  726), knowledge of analysis (e.g.,MATH/​STAT  431or521) and programming ability (e.g.,COMP SCI 200or 301)","requirements_text":"Graduate/professional standing","credits_min":3,"credits_max":3,"credit_offering_ids":["1272:266:010334","1272:490:010334"],"llm_job_id":"enrich-8b774950c2b6adfdc46d1b82","llm_output_id":"1a28914d3aeba3e283fc4f218d62c012dc8c1cf3466c3bd14575ede3cf092489","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"Covers dynamic programming techniques and applications to problems like shortest-path, TSP, and Markovian decision processes.","llm_topics":["Shortest-path algorithms, equipment replacement, resource allocation, TSP, knapsack, and inventory systems.","Stochastic formulations and Markovian decision processes."],"llm_skills":["Applying dynamic programming techniques to solve optimization problems.","Solving specific optimization problems including shortest-path, TSP, knapsack, and inventory systems.","Formulating and analyzing stochastic decision processes."],"llm_assumed_background":["Knowledge of mathematical optimization, analysis, and programming ability.","Fundamental programming skills including problem decomposition, control flow, and function definition.","Linear optimization theory, simplex method, and duality.","Advanced optimization modeling and discrete decision modeling.","Nonlinear optimization algorithms and methods.","Probability theory, random variables, and limit theorems."],"llm_search_phrases":["dynamic programming algorithms","Markov decision processes","stochastic optimization","resource allocation","traveling salesman problem"],"llm_requirements_status":"valid","llm_student_summary_status":"valid","llm_experience_status":"insufficient_evidence","catalog_variants":[],"student_summary":{"context_hash":"d22b7cf583dd81aeac142df9bf9863ca24911aa9792f1dd4a0b7d5dba0e05f18","course_id":"COMPSCI/ISYE 723","current_instructors":[{"instructor_uid":"instructor_b67d3db63b5f7978d78b2ad5","message":"No course-specific reviews available","name":"Yonatan Mintz","review_status":"no_course_reviews","rmp_instructor_id":"rmp:3014140","summary":[{"citations":[{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"}],"text":"Recent recorded grades — Fall 2023: 3.89 GPA, 89.5% A/AB (n=19 letter grades); Fall 2024: 3.95 GPA, 100.0% A/AB (n=22 letter grades); Fall 2025: 3.87 GPA, 93.3% A/AB (n=15 letter grades)."}]}],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":true,"profile_hash":"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02","quick_take":[{"citations":[{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1262","type":"grade"}],"text":"Recent recorded grades — Fall 2023: 3.89 GPA, 89.5% A/AB (n=19 letter grades); Fall 2024: 3.95 GPA, 100.0% A/AB (n=22 letter grades); Fall 2025: 3.87 GPA, 93.3% A/AB (n=15 letter grades)."}],"student_experience":[],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[{"citations":[{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1222","type":"grade"},{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1232","type":"grade"},{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1242","type":"grade"},{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1252","type":"grade"},{"course_id":"COMPSCI/ISYE 723","run_id":"20260907T155543-ce3781c4","section_number":1,"source_course_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","source_record":{"entity_id":"c36c8d01-d51e-3757-a8c7-6c7548f08412","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"section_grades_latest","term_id":"1262","type":"grade"}],"text":"YONATAN MINTZ is recorded teaching in Fall 2021, Fall 2022, Fall 2023, Fall 2024, Fall 2025. Recorded history may be incomplete and does not establish a future schedule."}],"term_id":"1272","term_name":"2026 Fall","version":2},"requirements":{"nodes":[{"children":[],"condition":"Graduate/professional standing","course":null,"evidence":"Graduate/professional standing","id":"n0","kind":"condition"}],"notes":["Graduate/professional standing is a standing requirement."],"root":"n0","status":"parsed"},"instructors":[{"instructor_uid":"instructor_b67d3db63b5f7978d78b2ad5","source":"enrollment","source_instructor_id":"ymintz","identity_basis":"netid","identity_status":"source_identified","name":"Yonatan Mintz","email":"YMINTZ@WISC.EDU","first_observed_at":"2026-09-07 15:55:43.033547+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":4,"quality":2,"difficulty":4.5,"quality_count":4,"difficulty_count":4,"profile_id":"rmp:3014140","source_url":"https://www.ratemyprofessors.com/professor/3014140","match_basis":"exact_name","observed_at":"2026-09-07 15:57:37.615843+00:00","courses":{"course_e24cd871fe8fd61582f61241":{"review_count":4,"quality":2,"difficulty":4.5,"quality_count":4,"difficulty_count":4}},"bayesian_quality":3.3830714862888294,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/YONATAN_MINTZ"}],"offerings":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:266:010334","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1272","source_course_id":"010334","source_subject_id":"266","title":"Dynamic Programming and Associated Topics","credits_min":3,"credits_max":3,"typically_offered":"Occasionally"},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:490:010334","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1272","source_course_id":"010334","source_subject_id":"490","title":"Dynamic Programming and Associated Topics","credits_min":3,"credits_max":3,"typically_offered":"Occasionally"}],"sections":[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:22290","term_id":"1272","source_section_id":"22290","identity_basis":"class_number","section_number":"001","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":30,"enrolled":18,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-12-09 06:00:00+00:00"},{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:22284","term_id":"1272","source_section_id":"22284","identity_basis":"class_number","section_number":"001","section_type":"LEC","instruction_mode":"Classroom Instruction","capacity":30,"enrolled":11,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-12-09 06:00:00+00:00"}],"grade_instructors":[{"instructor_uid":"instructor_100690f58c4672983a7f177c","source":"madgrades","source_instructor_id":"1501182","identity_basis":"source_id","identity_status":"source_identified","name":"OGUZHAN ALAGOZ","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":3,"quality":4.67,"difficulty":2,"quality_count":3,"difficulty_count":3,"profile_id":"rmp:2377358","source_url":"https://www.ratemyprofessors.com/professor/2377358","match_basis":"exact_name","observed_at":"2026-09-07 16:13:17.116228+00:00","courses":{"course_79b5e9b5db80577aeb7f07f1":{"review_count":2,"quality":5,"difficulty":2.5,"quality_count":2,"difficulty_count":2},"course_2dfc38bd1da712336fd25ec2":{"review_count":1,"quality":4,"difficulty":1,"quality_count":1,"difficulty_count":1}},"bayesian_quality":3.79146589873617,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.673,"graded":709,"counts":[434,156,84,19,9,5,2],"sections":112},"instructor_url":"/instructors/OGUZHAN_ALAGOZ--instructor_100690f58c4672983a7f177c"},{"instructor_uid":"instructor_ff6ba8410ca243029f33309d","source":"madgrades","source_instructor_id":"3495675","identity_basis":"source_id","identity_status":"source_identified","name":"GABRIEL ZAYAS CABAN","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","grade_statistics":{"gpa":3.59,"graded":391,"counts":[217,85,58,16,10,4,1],"sections":34},"instructor_url":"/instructors/GABRIEL_ZAYAS_CABAN--instructor_ff6ba8410ca243029f33309d"},{"instructor_uid":"instructor_8b7e50754dbef8c1a03687c9","source":"madgrades","source_instructor_id":"6317465","identity_basis":"source_id","identity_status":"source_identified","name":"YONATAN MINTZ","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":4,"quality":2,"difficulty":4.5,"quality_count":4,"difficulty_count":4,"profile_id":"rmp:3014140","source_url":"https://www.ratemyprofessors.com/professor/3014140","match_basis":"exact_name","observed_at":"2026-09-07 15:57:37.615843+00:00","courses":{"course_e24cd871fe8fd61582f61241":{"review_count":4,"quality":2,"difficulty":4.5,"quality_count":4,"difficulty_count":4}},"bayesian_quality":3.3830714862888294,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.47,"graded":218,"counts":[107,41,36,24,8,1,1],"sections":28},"instructor_url":"/instructors/YONATAN_MINTZ--instructor_8b7e50754dbef8c1a03687c9"},{"instructor_uid":"instructor_c3bf0e2d74604862d6f24d70","source":"madgrades","source_instructor_id":"6112224","identity_basis":"source_id","identity_status":"source_identified","name":"JINXIN TAO","email":null,"first_observed_at":"2026-09-06 23:14:58.172943+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","grade_statistics":{"gpa":3.574,"graded":121,"counts":[50,45,21,4,1,0,0],"sections":7},"instructor_url":"/instructors/JINXIN_TAO--instructor_c3bf0e2d74604862d6f24d70"},{"instructor_uid":"instructor_b67d3db63b5f7978d78b2ad5","source":"enrollment","source_instructor_id":"ymintz","identity_basis":"netid","identity_status":"source_identified","name":"Yonatan Mintz","email":"YMINTZ@WISC.EDU","first_observed_at":"2026-09-07 15:55:43.033547+00:00","last_observed_at":"2026-09-07 15:55:43.033547+00:00","ratings":{"review_count":4,"quality":2,"difficulty":4.5,"quality_count":4,"difficulty_count":4,"profile_id":"rmp:3014140","source_url":"https://www.ratemyprofessors.com/professor/3014140","match_basis":"exact_name","observed_at":"2026-09-07 15:57:37.615843+00:00","courses":{"course_e24cd871fe8fd61582f61241":{"review_count":4,"quality":2,"difficulty":4.5,"quality_count":4,"difficulty_count":4}},"bayesian_quality":3.3830714862888294,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/YONATAN_MINTZ"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1074","term_name":"Spring 2007","instructors":["Oguzhan Alagoz"],"a":8,"ab":2,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":10,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1084","term_name":"Spring 2008","instructors":["Oguzhan Alagoz"],"a":4,"ab":2,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":6,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1102","term_name":"Fall 2009","instructors":["Oguzhan Alagoz"],"a":7,"ab":2,"b":2,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":11,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1122","term_name":"Fall 2011","instructors":["Oguzhan Alagoz"],"a":7,"ab":5,"b":4,"bc":1,"c":1,"d":0,"f":0,"satisfactory":2,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":20,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1152","term_name":"Fall 2014","instructors":["Oguzhan Alagoz"],"a":7,"ab":1,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":3,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":11,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1184","term_name":"Spring 2018","instructors":["Gabriel Zayas Caban"],"a":13,"ab":1,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":1,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":15,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1204","term_name":"Spring 2020","instructors":["Gabriel Zayas Caban"],"a":5,"ab":1,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":3,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":9,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1222","term_name":"Fall 2021","instructors":["Yonatan Mintz"],"a":12,"ab":4,"b":2,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":18,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1232","term_name":"Fall 2022","instructors":["JINXIN TAO","Yonatan Mintz"],"a":0,"ab":0,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":0,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1242","term_name":"Fall 2023","instructors":["Yonatan Mintz"],"a":17,"ab":0,"b":2,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":19,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1252","term_name":"Fall 2024","instructors":["Yonatan Mintz"],"a":20,"ab":2,"b":0,"bc":0,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":22,"source_aliases":["COMPSCI/ISYE 723"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"COMPSCI/ISYE 723","course_uid":"course_b6ee9e2bd841018bd3a65997","term_id":"1262","term_name":"Fall 2025","instructors":["Yonatan Mintz"],"a":13,"ab":1,"b":0,"bc":1,"c":0,"d":0,"f":0,"satisfactory":0,"unsatisfactory":0,"credit":0,"no_credit":0,"passed":0,"incomplete":0,"no_work":0,"not_reported":0,"other":0,"total":15,"source_aliases":["COMPSCI/ISYE 723"]}],"statistics":{"gpa":3.827,"graded":147,"counts":[113,21,10,2,1,0,0]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_b6ee9e2bd841018bd3a65997-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_b6ee9e2bd841018bd3a65997-0.json"],"meetings":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_b6ee9e2bd841018bd3a65997-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_b6ee9e2bd841018bd3a65997-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":{"all":{"term":"","gpa":3.826530612244898,"count":147,"university":{"size":4334,"gpaPercentile":64,"countPercentile":55,"medianCount":125,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":1,"current":false},{"range":"2.4–2.8","count":10,"current":false},{"range":"2.8–3.2","count":323,"current":false},{"range":"3.2–3.6","count":1235,"current":false},{"range":"3.6–4.0","count":2765,"current":true}]},"departments":[{"subject":"COMPSCI","comparison":{"size":98,"gpaPercentile":75,"countPercentile":35,"medianCount":255,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":0,"current":false},{"range":"2.8–3.2","count":12,"current":false},{"range":"3.2–3.6","count":31,"current":false},{"range":"3.6–4.0","count":55,"current":true}]}},{"subject":"ISYE","comparison":{"size":57,"gpaPercentile":70,"countPercentile":48,"medianCount":162,"histogram":[{"range":"0.0–0.4","count":0,"current":false},{"range":"0.4–0.8","count":0,"current":false},{"range":"0.8–1.2","count":0,"current":false},{"range":"1.2–1.6","count":0,"current":false},{"range":"1.6–2.0","count":0,"current":false},{"range":"2.0–2.4","count":0,"current":false},{"range":"2.4–2.8","count":0,"current":false},{"range":"2.8–3.2","count":3,"current":false},{"range":"3.2–3.6","count":18,"current":false},{"range":"3.6–4.0","count":36,"current":true}]}}]},"terms":{"1074":{"term":"1074","gpa":3.9,"count":10,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1084":{"term":"1084","gpa":3.8333333333333335,"count":6,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1102":{"term":"1102","gpa":3.727272727272727,"count":11,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1122":{"term":"1122","gpa":3.4444444444444446,"count":18,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1152":{"term":"1152","gpa":3.9375,"count":8,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1184":{"term":"1184","gpa":3.9642857142857144,"count":14,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1204":{"term":"1204","gpa":3.9166666666666665,"count":6,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1222":{"term":"1222","gpa":3.7777777777777777,"count":18,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1232":null,"1242":{"term":"1242","gpa":3.8947368421052633,"count":19,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1252":{"term":"1252","gpa":3.9545454545454546,"count":22,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]},"1262":{"term":"1262","gpa":3.8666666666666667,"count":15,"university":null,"departments":[{"subject":"COMPSCI","comparison":null},{"subject":"ISYE","comparison":null}]}},"benchmarks":{"all":{"school":{"size":4334,"gpa":3.6606190715372637,"topShare":81.93051355104342,"count":125},"COMPSCI":{"size":98,"gpa":3.5977914664316093,"topShare":79.32724574039194,"count":255},"ISYE":{"size":57,"gpa":3.669120386653159,"topShare":82.7045144901028,"count":162}},"terms":{"1074":{"school":{"size":695,"gpa":3.3616924722887376,"topShare":63.22509110105764,"count":69},"COMPSCI":{"size":13,"gpa":3.0855368848689455,"topShare":48.7445028912265,"count":55},"ISYE":null},"1084":{"school":{"size":720,"gpa":3.3670742938849725,"topShare":63.42064564712246,"count":70},"COMPSCI":{"size":14,"gpa":3.144553029581605,"topShare":50.3940565180559,"count":59},"ISYE":{"size":12,"gpa":3.539479209717092,"topShare":78.21357214803776,"count":39.5}},"1102":{"school":{"size":774,"gpa":3.36712622366007,"topShare":63.703228532165696,"count":67},"COMPSCI":{"size":19,"gpa":3.1851402069816737,"topShare":53.3667497934056,"count":61},"ISYE":{"size":14,"gpa":3.4469412997609785,"topShare":67.6955584322091,"count":42}},"1122":{"school":{"size":804,"gpa":3.3737149752667013,"topShare":63.65118790117902,"count":70},"COMPSCI":{"size":20,"gpa":3.20674670802027,"topShare":56.51588103392879,"count":54.5},"ISYE":{"size":15,"gpa":3.412173563129109,"topShare":65.9564467047386,"count":41}},"1152":{"school":{"size":918,"gpa":3.408733538594633,"topShare":66.06693005846735,"count":65},"COMPSCI":{"size":30,"gpa":3.3169698368361287,"topShare":64.20051564737066,"count":48.5},"ISYE":{"size":17,"gpa":3.4850179961463574,"topShare":73.7876204102473,"count":47}},"1184":{"school":{"size":1010,"gpa":3.47925290354517,"topShare":70.86270937115944,"count":68},"COMPSCI":{"size":31,"gpa":3.329310414227759,"topShare":61.243618316797935,"count":126},"ISYE":{"size":22,"gpa":3.5566129214689735,"topShare":75.3813579514971,"count":57}},"1204":{"school":{"size":1012,"gpa":3.703747431523761,"topShare":84.59811226304916,"count":65.5},"COMPSCI":{"size":42,"gpa":3.6240893265324647,"topShare":79.98991493017058,"count":90.5},"ISYE":{"size":21,"gpa":3.826924971533834,"topShare":92.62448121984468,"count":57}},"1222":{"school":{"size":1157,"gpa":3.563052311875811,"topShare":76.64869058732418,"count":64},"COMPSCI":{"size":46,"gpa":3.4266761668874532,"topShare":68.93117403010548,"count":94.5},"ISYE":{"size":24,"gpa":3.5982967550887195,"topShare":79.26400318090532,"count":48.5}},"1232":{"school":{"size":1216,"gpa":3.575457431972425,"topShare":77.33712216234007,"count":66},"COMPSCI":{"size":50,"gpa":3.522872390836507,"topShare":74.11555010870671,"count":82.5},"ISYE":{"size":24,"gpa":3.6150976595453543,"topShare":79.79311993423791,"count":53}},"1242":{"school":{"size":1295,"gpa":3.595302892737449,"topShare":78.36291889885307,"count":67},"COMPSCI":{"size":52,"gpa":3.5206188715369935,"topShare":74.2043106737207,"count":99},"ISYE":{"size":23,"gpa":3.58121958026649,"topShare":78.36753571915544,"count":51}},"1252":{"school":{"size":1333,"gpa":3.619494049739118,"topShare":79.71442190500672,"count":69},"COMPSCI":{"size":54,"gpa":3.5244021201456657,"topShare":75.07938169795783,"count":101},"ISYE":{"size":24,"gpa":3.591512973394995,"topShare":76.60599070514075,"count":55}},"1262":{"school":{"size":1320,"gpa":3.628825763035853,"topShare":80.21118846327654,"count":70},"COMPSCI":{"size":53,"gpa":3.533845597774486,"topShare":75.31824598445624,"count":82},"ISYE":{"size":25,"gpa":3.6267703884700335,"topShare":79.39124378770292,"count":52}}}}},"instructorTrends":[{"uid":"instructor_8b7e50754dbef8c1a03687c9","name":"YONATAN MINTZ","count":74,"terms":[{"term":"1222","count":18,"sections":1,"gpa":3.7777777777777777},{"term":"1242","count":19,"sections":1,"gpa":3.8947368421052633},{"term":"1252","count":22,"sections":1,"gpa":3.9545454545454546},{"term":"1262","count":15,"sections":1,"gpa":3.8666666666666667}]},{"uid":"instructor_100690f58c4672983a7f177c","name":"OGUZHAN ALAGOZ","count":53,"terms":[{"term":"1074","count":10,"sections":1,"gpa":3.9},{"term":"1084","count":6,"sections":1,"gpa":3.8333333333333335},{"term":"1102","count":11,"sections":1,"gpa":3.727272727272727},{"term":"1122","count":18,"sections":1,"gpa":3.4444444444444446},{"term":"1152","count":8,"sections":1,"gpa":3.9375}]},{"uid":"instructor_ff6ba8410ca243029f33309d","name":"GABRIEL ZAYAS CABAN","count":20,"terms":[{"term":"1184","count":14,"sections":1,"gpa":3.9642857142857144},{"term":"1204","count":6,"sections":1,"gpa":3.9166666666666665}]}],"following":[],"projection":null}}