{"schema_version":1,"url":"https://uwcourses.com/courses/EPD_455","title":"EPD 455: Python for Applications in Engineering | 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":"ec4bbe48c4a41fdd38da40e7839e13751f6a1b81fa1cf4edace28be7d13d3e53","course_id":"EPD 455","course_uid":"course_11fd8ca93f08270796cffec0","catalog_version_id":"d4de88fee585f10c85c78f45918bed5db9cf7c3d84511f43483b686d69db0c98","course_number":455,"subjects":["EPD"],"title":"PYTHON FOR APPLICATIONS IN ENGINEERING","description":"Introduction to Python's concepts of objects and reference; classes and nested objects. Elements of object-oriented programming in Python. Container types: lists, dictionaries, and tuples. Installing Python packages and managing environments. Scientific computing with Numpy and SciPy. Applications of Python to Data Analysis. Applications of Python to Machine Learning. Applications of Python to embedded systems/robotics.","requirements_text":"Graduate/professional standing","credits_min":1,"credits_max":1,"credit_offering_ids":["1272:348:026206"],"llm_job_id":"enrich-8b774950c2b6adfdc46d1b82","llm_output_id":"09dfcfffb7a22812ba8c28d3510be3393ff224e4029c3de6781e277c3e2e3520","llm_model":"nvidia/Qwen3.6-35B-A3B-NVFP4","llm_model_revision":"1355db6a052410cfd62085d94b58866fd0f2c3c5","llm_task_version":"14","llm_search_status":"valid","llm_summary":"EPD 455 teaches Python programming for engineering, covering OOP, data structures, scientific computing, and applications in data analysis, machine learning, and robotics.","llm_topics":["Object-oriented programming concepts","Python data structures","Package management and environments","Scientific computing","Data analysis","Machine learning","Embedded systems and robotics"],"llm_skills":["Object-oriented programming in Python","Python container types","Python package management and environment setup","Scientific computing with Numpy and SciPy","Data analysis with Python","Machine learning applications in Python","Embedded systems and robotics applications in Python"],"llm_assumed_background":["Engineering context and Python programming foundation"],"llm_search_phrases":["Python object-oriented programming","Numpy SciPy scientific computing","Python data analysis machine learning","Python embedded systems robotics"],"llm_requirements_status":"valid","llm_student_summary_status":"valid","llm_experience_status":"insufficient_evidence","catalog_variants":[],"student_summary":{"context_hash":"74f1efeef16a08d7551bd0541e991f4d19d6a6bf02e297d92d053fede07719e9","course_id":"EPD 455","current_instructors":[{"instructor_uid":"instructor_e262189b2f6f00304b3f4c45","message":"No course-specific reviews available","name":"Kamil Can Bora","review_status":"no_course_reviews","rmp_instructor_id":"rmp:1722671","summary":[]}],"difficulty_workload":[],"errors":[],"historical_context":[],"message":"No course-specific reviews available","offered":true,"profile_hash":"5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02","quick_take":[{"citations":[{"course_id":"EPD 455","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"3f62ba9a-0812-3774-ab56-52b64d5afeb1","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1232","type":"grade"},{"course_id":"EPD 455","run_id":"20260907T155543-ce3781c4","source_record":{"entity_id":"3f62ba9a-0812-3774-ab56-52b64d5afeb1","file":"tables/observations.parquet","kind":"grades","source":"madgrades"},"table":"grades_latest","term_id":"1252","type":"grade"}],"text":"Recent recorded grades — Fall 2022: 3.92 GPA, 100.0% A/AB (n=24 letter grades); Fall 2024: 4.00 GPA, 100.0% A/AB (n=5 letter grades)."}],"student_experience":[],"task_hash":"74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68","teaching_history":[],"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":[],"root":"n0","status":"parsed"},"instructors":[{"instructor_uid":"instructor_e262189b2f6f00304b3f4c45","source":"enrollment","source_instructor_id":"ckbora","identity_basis":"netid","identity_status":"source_identified","name":"Kamil Can Bora","email":"CKBORA@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":3,"quality":2,"difficulty":2.67,"quality_count":3,"difficulty_count":3,"profile_id":"rmp:1722671","source_url":"https://www.ratemyprofessors.com/professor/1722671","match_basis":"exact_name","observed_at":"2026-09-07 16:50:03.903665+00:00","courses":{"course_d3ef3d28e556046ee2bca234":{"review_count":3,"quality":2,"difficulty":2.67,"quality_count":3,"difficulty_count":3}},"bayesian_quality":3.4432050291709526,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/KAMIL_CAN_BORA"}],"offerings":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","offering_id":"1272:348:026206","course_id":"EPD 455","course_uid":"course_11fd8ca93f08270796cffec0","term_id":"1272","source_course_id":"026206","source_subject_id":"348","title":"Python for Applications in Engineering","credits_min":1,"credits_max":1,"typically_offered":"Not Applicable"}],"sections":[{"run_id":"20260907T155543-ce3781c4","observed_at":"2026-09-07 15:55:43.033547+00:00","section_uid":"uw-section:1272:37183","term_id":"1272","source_section_id":"37183","identity_basis":"class_number","section_number":"001","section_type":"LEC","instruction_mode":"Online Only","capacity":30,"enrolled":6,"waitlisted":0,"start_date":"2026-09-02 05:00:00+00:00","end_date":"2026-10-25 05:00:00+00:00"}],"grade_instructors":[{"instructor_uid":"instructor_2a89e605adc37d459f748897","source":"madgrades","source_instructor_id":"4002508","identity_basis":"source_id","identity_status":"source_identified","name":"DAN NEGRUT","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":16,"quality":4.69,"difficulty":3,"quality_count":16,"difficulty_count":16,"profile_id":"rmp:812301","source_url":"https://www.ratemyprofessors.com/professor/812301","match_basis":"exact_name","observed_at":"2026-09-07 16:46:30.629179+00:00","courses":{"course_63e805b33518ff3fd8dc0a39":{"review_count":11,"quality":4.82,"difficulty":3.09,"quality_count":11,"difficulty_count":11},"course_16dd91dc41baac6af9c4c95b":{"review_count":1,"quality":4,"difficulty":2,"quality_count":1,"difficulty_count":1},"course_691928789e696386436f0132":{"review_count":1,"quality":5,"difficulty":3,"quality_count":1,"difficulty_count":1},"course_30b7af243793fc0540887d4f":{"review_count":2,"quality":4.5,"difficulty":3,"quality_count":2,"difficulty_count":2}},"bayesian_quality":4.117603213081442,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.811,"graded":1308,"counts":[1002,189,68,33,13,3,0],"sections":230},"instructor_url":"/instructors/DAN_NEGRUT--instructor_2a89e605adc37d459f748897"},{"instructor_uid":"instructor_1b6c2eca32db9d3ae3710b5f","source":"madgrades","source_instructor_id":"4393843","identity_basis":"source_id","identity_status":"source_identified","name":"SINAN TAS","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":6,"quality":3.67,"difficulty":3,"quality_count":6,"difficulty_count":6,"profile_id":"rmp:2840709","source_url":"https://www.ratemyprofessors.com/professor/2840709","match_basis":"exact_name","observed_at":"2026-09-07 16:05:28.734401+00:00","courses":{"course_9d2db43001abbe58247267ec":{"review_count":3,"quality":4.67,"difficulty":3.33,"quality_count":3,"difficulty_count":3},"course_465855ee8f77f31be2f79f78":{"review_count":3,"quality":2.67,"difficulty":2.67,"quality_count":3,"difficulty_count":3}},"bayesian_quality":3.6620659873435346,"prior_mean":3.6596857835465957,"prior_weight":20},"grade_statistics":{"gpa":3.641,"graded":1306,"counts":[765,289,161,54,31,3,3],"sections":26},"instructor_url":"/instructors/SINAN_TAS--instructor_1b6c2eca32db9d3ae3710b5f"},{"instructor_uid":"instructor_717b66bfa66e6b819d7d53b5","source":"madgrades","source_instructor_id":"3214635","identity_basis":"source_id","identity_status":"source_identified","name":"CAN KAMIL BORA","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":3.16,"graded":259,"counts":[61,80,58,29,20,8,3],"sections":5},"instructor_url":"/instructors/CAN_KAMIL_BORA"},{"instructor_uid":"instructor_e262189b2f6f00304b3f4c45","source":"enrollment","source_instructor_id":"ckbora","identity_basis":"netid","identity_status":"source_identified","name":"Kamil Can Bora","email":"CKBORA@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":3,"quality":2,"difficulty":2.67,"quality_count":3,"difficulty_count":3,"profile_id":"rmp:1722671","source_url":"https://www.ratemyprofessors.com/professor/1722671","match_basis":"exact_name","observed_at":"2026-09-07 16:50:03.903665+00:00","courses":{"course_d3ef3d28e556046ee2bca234":{"review_count":3,"quality":2,"difficulty":2.67,"quality_count":3,"difficulty_count":3}},"bayesian_quality":3.4432050291709526,"prior_mean":3.6596857835465957,"prior_weight":20},"instructor_url":"/instructors/KAMIL_CAN_BORA"}],"grades":[{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"EPD 455","course_uid":"course_11fd8ca93f08270796cffec0","term_id":"1232","term_name":"Fall 2022","instructors":["Dan Negrut"],"a":20,"ab":4,"b":0,"bc":0,"c":0,"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":26,"source_aliases":["EPD 455"]},{"run_id":"20260907T155543-ce3781c4","semester":"1272","observed_at":"2026-09-07 15:55:43.033547+00:00","course_id":"EPD 455","course_uid":"course_11fd8ca93f08270796cffec0","term_id":"1252","term_name":"Fall 2024","instructors":["CAN KAMIL BORA","Sinan Tas"],"a":5,"ab":0,"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":8,"source_aliases":["EPD 455"]}],"statistics":{"gpa":3.931,"graded":29,"counts":[25,4,0,0,0,0,0]},"grade_conflicts":[],"evidence":{"history":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_11fd8ca93f08270796cffec0-0.json"],"traces":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_11fd8ca93f08270796cffec0-0.json"],"meetings":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/meetings/course_11fd8ca93f08270796cffec0-0.json"],"results":["/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_11fd8ca93f08270796cffec0-0.json"]},"revision":"e243353dcb7d79b7247ced91d69443ef4c2a6349"},"context":{"all":{"term":"","gpa":3.9310344827586206,"count":29,"university":null,"departments":[{"subject":"EPD","comparison":null}]},"terms":{"1232":{"term":"1232","gpa":3.9166666666666665,"count":24,"university":null,"departments":[{"subject":"EPD","comparison":null}]},"1252":{"term":"1252","gpa":4,"count":5,"university":null,"departments":[{"subject":"EPD","comparison":null}]}},"benchmarks":{"all":{"school":{"size":1976,"gpa":3.644289993826679,"topShare":81.25317025578214,"count":78},"EPD":null},"terms":{"1232":{"school":{"size":1216,"gpa":3.575457431972425,"topShare":77.33712216234007,"count":66},"EPD":null},"1252":{"school":{"size":1333,"gpa":3.619494049739118,"topShare":79.71442190500672,"count":69},"EPD":null}}}},"instructorTrends":[{"uid":"instructor_2a89e605adc37d459f748897","name":"DAN NEGRUT","count":24,"terms":[{"term":"1232","count":24,"sections":1,"gpa":3.9166666666666665}]},{"uid":"instructor_1b6c2eca32db9d3ae3710b5f","name":"SINAN TAS","count":5,"terms":[{"term":"1252","count":5,"sections":1,"gpa":4}]},{"uid":"instructor_717b66bfa66e6b819d7d53b5","name":"CAN KAMIL BORA","count":5,"terms":[{"term":"1252","count":5,"sections":1,"gpa":4}]}],"following":[],"projection":null}}