# COMPSCI/ECE 763: Trustworthy Artificial Intelligence | UW–Madison [View on UW Courses](https://uwcourses.com/courses/COMPSCI_ECE_763) ## Dataset ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ### repository twangodev/uwcourses ### schema version 6 ### importer version 7 ### projection id 94468b7d4154126ca413937bb4738a6d21e0c2277f6fa397a6078ad80a32384f ### observed at 2026-09-07T15:55:43.033547+00:00 ### built at 2026-09-10T23:19:01.870283+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 | count | | --------- | ----- | | AAE | 90 | | ABT | 20 | | ACCTIS | 36 | | ACTSCI | 14 | | AFAERO | 10 | | AFRICAN | 87 | | AFROAMER | 71 | | AGROECOL | 21 | | AMERIND | 53 | | ANAT\&PHY | 7 | | ANATOMY | 2 | | ANESTHES | 8 | | ANSCI | 57 | | ANTHRO | 95 | | ART | 125 | | ARTED | 10 | | ARTHIST | 121 | | ASIALANG | 129 | | ASIAN | 109 | | ASIANAM | 28 | | ASTRON | 38 | | ATMOCN | 69 | | BIOCHEM | 51 | | BIOCORE | 10 | | BIOLOGY | 14 | | BIOMDSCI | 18 | | BME | 66 | | BMI | 41 | | BMOLCHEM | 10 | | BOTANY | 69 | | BSE | 44 | | C\&ESOC | 73 | | CBE | 48 | | CHEM | 101 | | CHICLA | 52 | | CIVENGR | 133 | | CLASSICS | 47 | | CNP | 10 | | CNSRSCI | 50 | | COMARTS | 137 | | COMPBIO | 15 | | COMPLIT | 11 | | COMPSCI | 138 | | COUNPSY | 78 | | CRB | 19 | | CS\&D | 71 | | CSCS | 40 | | CURRIC | 193 | | DANCE | 93 | | DERM | 8 | | DS | 88 | | DYSCI | 35 | | ECE | 155 | | ECON | 145 | | EDPOL | 114 | | EDPSYCH | 97 | | ELPA | 70 | | EMA | 53 | | EMERMED | 17 | | ENGL | 206 | | ENTOM | 40 | | ENVIRST | 148 | | EP | 15 | | EPD | 67 | | ESL | 16 | | F\&WECOL | 60 | | FAMMED | 22 | | FINANCE | 50 | | FOLKLORE | 40 | | FOODSCI | 43 | | FRENCH | 63 | | GEN\&WS | 145 | | GENBUS | 72 | | GENECSLR | 17 | | GENETICS | 60 | | GEOG | 113 | | GEOSCI | 83 | | GERMAN | 82 | | GLE | 48 | | GNS | 38 | | GREEK | 27 | | HDFS | 41 | | HEBR-BIB | 13 | | HEBR-MOD | 10 | | HISTORY | 233 | | HISTSCI | 56 | | HONCOL | 13 | | ILS | 43 | | INFOSYS | 9 | | INTEGART | 7 | | INTEGSCI | 22 | | INTER-AG | 18 | | INTER-HE | 11 | | INTER-LS | 22 | | INTEREGR | 16 | | INTLBUS | 21 | | INTLST | 50 | | ISYE | 83 | | ITALIAN | 53 | | JEWISH | 56 | | JOURN | 88 | | KINES | 128 | | LACIS | 26 | | LANDARC | 61 | | LATIN | 24 | | LAW | 120 | | LEGALST | 48 | | LINGUIS | 35 | | LIS | 89 | | LITTRANS | 78 | | LSC | 52 | | M\&ENVTOX | 7 | | MARKETNG | 62 | | MATH | 153 | | MDGENET | 8 | | ME | 130 | | MEDHIST | 43 | | MEDICINE | 60 | | MEDIEVAL | 32 | | MEDPHYS | 39 | | MEDSC-M | 29 | | MEDSC-V | 41 | | MHR | 68 | | MICROBIO | 45 | | MILSCI | 16 | | MM\&I | 22 | | MOLBIOL | 6 | | MS\&E | 59 | | MUSIC | 165 | | MUSPERF | 126 | | NAVSCI | 20 | | NE | 44 | | NEURODPT | 11 | | NEUROL | 7 | | NEURSURG | 4 | | NTP | 11 | | NURSING | 111 | | NUTRSCI | 65 | | OBS\&GYN | 18 | | OCCTHER | 39 | | ONCOLOGY | 14 | | OPHTHALM | 5 | | OTM | 43 | | PATH | 34 | | PATH-BIO | 29 | | PEDIAT | 26 | | PHARMACY | 31 | | PHILOS | 77 | | PHMCOL-M | 11 | | PHMPRAC | 45 | | PHMSCI | 60 | | PHYASST | 37 | | PHYSICS | 88 | | PHYSIOL | 3 | | PHYTHER | 37 | | PLANTSCI | 52 | | PLPATH | 35 | | POLISCI | 192 | | POPHLTH | 58 | | PORTUG | 33 | | PSYCH | 101 | | PSYCHIAT | 22 | | PUBAFFR | 54 | | PUBLHLTH | 23 | | RADIOL | 11 | | REALEST | 41 | | RELIGST | 90 | | RHABMED | 9 | | RMI | 24 | | RP\&SE | 102 | | S\&APHM | 17 | | SCANDST | 73 | | SLAVIC | 89 | | SOC | 149 | | SOCWORK | 87 | | SOILSCI | 46 | | SPANISH | 83 | | SRMED | 21 | | STAT | 94 | | STDYABRD | 52 | | STS | 8 | | SURGERY | 25 | | SURGSCI | 33 | | THEATRE | 91 | | URBRPL | 60 | | UROLOGY | 5 | | ZOOLOGY | 89 | ## course ### run id 20260907T155543-ce3781c4 ### semester 1272 ### observed at 2026-09-07 15:55:43.033547+00:00 ### record version id c7a8422717c36211df050e13dfa57e136c79a7d757799037205308b8c9ce4775 ### course id COMPSCI/ECE 763 ### course uid course\_d824bc76d129a20a49869bb7 ### catalog version id d6bd67899edb081c771e456fa9ad9c3af1c17926ccbfac08127a896a0e6a3a99 ### course number 763 ### subjects * COMPSCI * ECE ### title TRUSTWORTHY ARTIFICIAL INTELLIGENCE ### description Explore security and privacy aspects of trustworthy artificial intelligence. Three core subjects will be considered: differential privacy and algorithmic fairness; adversarial machine learning; and end-to-end trustworthy systems. A selection of more advanced topics may be covered such as additional notions of privacy, language-based security, and robust optimization. Knowledge of probability/statistics (such as MATH 431), cryptography (such as MATH 435), security (such asCOMP SCI 642), and modern machine learning (such asM E/​COMP SCI/​E C E  539or540) is required. ### requirements text Graduate/professional standing ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id aebed4b1d4ab34b9d834556b51e5a440a1974669e83126abdddc7b849f22e376 ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary This course explores security and privacy in trustworthy AI, covering differential privacy, algorithmic fairness, adversarial machine learning, and end-to-end trustworthy systems. ### llm topics * Differential privacy and algorithmic fairness * Adversarial machine learning * End-to-end trustworthy systems * Advanced privacy, language-based security, and robust optimization ### llm skills * Security and privacy analysis of AI systems. * Differential privacy, algorithmic fairness, adversarial machine learning, and trustworthy system design. ### llm assumed background * Probability and statistics, cryptography, information security, and machine learning fundamentals. * Neural networks, AI principles, and probabilistic reasoning. ### llm search phrases * trustworthy AI security * differential privacy course * adversarial machine learning graduate * algorithmic fairness course * secure AI systems ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash 5a500dd393e1a09b3f11d2f7ed4ac8f6820c899685898a515bb0cf5f770ac522 #### course id COMPSCI/ECE 763 #### current instructors None recorded. #### difficulty workload None recorded. #### errors None recorded. #### historical context None recorded. #### message No course-specific reviews available #### offered false #### profile hash 5cb4dabf887cdbcd8c00d5a1312e10828b95c63f30bc3ea76aea199565390d02 #### quick take Recent recorded grades — Fall 2020: 3.60 GPA, 75.0% A/AB (n=36 letter grades); Spring 2024: 3.90 GPA, 100.0% A/AB (n=21 letter grades); Spring 2026: 3.95 GPA, 100.0% A/AB (n=60 letter grades). ```json { "citations": [ { "course_id": "COMPSCI/ECE 763", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "724af661-cb55-3a2b-aaff-8d3969081707", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1212", "type": "grade" }, { "course_id": "COMPSCI/ECE 763", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "724af661-cb55-3a2b-aaff-8d3969081707", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1244", "type": "grade" }, { "course_id": "COMPSCI/ECE 763", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": "724af661-cb55-3a2b-aaff-8d3969081707", "file": "tables/observations.parquet", "kind": "grades", "source": "madgrades" }, "table": "grades_latest", "term_id": "1264", "type": "grade" } ] } ``` #### student experience None recorded. #### task hash 74fb0997943e888960bbc9e47db8c4fd12e4292d55c20509d8d89db6a9910f68 #### teaching history None recorded. #### term id 1272 #### term name 2026 Fall #### version 2 ### requirements #### nodes ```json [ { "children": [], "condition": "Graduate/professional standing", "course": null, "evidence": "Graduate/professional standing", "id": "n0", "kind": "condition" } ] ``` #### notes None recorded. #### root n0 #### status parsed ### instructors None recorded. ### offerings None recorded. ### sections None recorded. ### grade instructors ```json [ { "instructor_uid": "instructor_45c688a832d566f51e913d6d", "source": "madgrades", "source_instructor_id": "2600012", "identity_basis": "source_id", "identity_status": "source_identified", "name": "WILLIS TOMPKINS", "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": 3.611, "graded": 3015, "counts": [ 1257, 1240, 467, 41, 8, 1, 1 ], "sections": 127 }, "instructor_url": "/instructors/WILLIS_TOMPKINS--instructor_45c688a832d566f51e913d6d" }, { "instructor_uid": "instructor_667f8a8519e91a6f15c4f62c", "source": "madgrades", "source_instructor_id": "4896155", "identity_basis": "source_id", "identity_status": "source_identified", "name": "JUSTIN HSU", "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": 5, "quality": 5, "difficulty": 4.2, "quality_count": 5, "difficulty_count": 5, "profile_id": "rmp:2475953", "source_url": "https://www.ratemyprofessors.com/professor/2475953", "match_basis": "exact_name", "observed_at": "2026-09-07 16:29:21.836976+00:00", "courses": { "course_72304a5f1ade48d79a193831": { "review_count": 5, "quality": 5, "difficulty": 4.2, "quality_count": 5, "difficulty_count": 5 } }, "bayesian_quality": 3.9277486268372765, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.586, "graded": 157, "counts": [ 94, 24, 28, 6, 1, 2, 2 ], "sections": 10 }, "instructor_url": "/instructors/JUSTIN_HSU" }, { "instructor_uid": "instructor_bf4a81f6aa7c91dfe31d8633", "source": "madgrades", "source_instructor_id": "3234525", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SOMESH JHA", "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": 21, "quality": 4.05, "difficulty": 3.19, "quality_count": 21, "difficulty_count": 21, "profile_id": "rmp:981721", "source_url": "https://www.ratemyprofessors.com/professor/981721", "match_basis": "exact_name", "observed_at": "2026-09-07 16:05:21.647929+00:00", "courses": { "course_2e71825a82859020279c78b8": { "review_count": 20, "quality": 4, "difficulty": 3.2, "quality_count": 20, "difficulty_count": 20 }, "course_20918224366f6bbd226f8ec0": { "review_count": 1, "quality": 5, "difficulty": 3, "quality_count": 1, "difficulty_count": 1 } }, "bayesian_quality": 3.859602821242242, "prior_mean": 3.6596857835465957, "prior_weight": 20 }, "grade_statistics": { "gpa": 3.258, "graded": 1507, "counts": [ 545, 302, 353, 161, 90, 32, 24 ], "sections": 126 }, "instructor_url": "/instructors/SOMESH_JHA--instructor_bf4a81f6aa7c91dfe31d8633" }, { "instructor_uid": "instructor_c80d4117eaf07fc3982dcc32", "source": "madgrades", "source_instructor_id": "6336037", "identity_basis": "source_id", "identity_status": "source_identified", "name": "SAIKUMAR YADUGIRI", "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": 3.303, "graded": 528, "counts": [ 209, 104, 115, 54, 27, 10, 9 ], "sections": 6 }, "instructor_url": "/instructors/SAIKUMAR_YADUGIRI" } ] ``` ### grades ```json [ { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ECE 763", "course_uid": "course_d824bc76d129a20a49869bb7", "term_id": "1084", "term_name": "Spring 2008", "instructors": [ "Willis Tompkins" ], "a": 4, "ab": 5, "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": 9, "source_aliases": [ "COMPSCI/ECE 763" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ECE 763", "course_uid": "course_d824bc76d129a20a49869bb7", "term_id": "1104", "term_name": "Spring 2010", "instructors": [ "Willis Tompkins" ], "a": 9, "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": 9, "source_aliases": [ "COMPSCI/ECE 763" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ECE 763", "course_uid": "course_d824bc76d129a20a49869bb7", "term_id": "1202", "term_name": "Fall 2019", "instructors": [ "JUSTIN HSU" ], "a": 13, "ab": 4, "b": 4, "bc": 2, "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": 23, "source_aliases": [ "COMPSCI 763", "COMPSCI/ECE 763" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ECE 763", "course_uid": "course_d824bc76d129a20a49869bb7", "term_id": "1212", "term_name": "Fall 2020", "instructors": [ "JUSTIN HSU" ], "a": 16, "ab": 11, "b": 9, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 37, "source_aliases": [ "COMPSCI 763", "COMPSCI/ECE 763" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ECE 763", "course_uid": "course_d824bc76d129a20a49869bb7", "term_id": "1244", "term_name": "Spring 2024", "instructors": [ "SOMESH JHA", "Somesh Jha" ], "a": 17, "ab": 4, "b": 0, "bc": 0, "c": 0, "d": 0, "f": 0, "satisfactory": 0, "unsatisfactory": 0, "credit": 0, "no_credit": 0, "passed": 0, "incomplete": 1, "no_work": 0, "not_reported": 0, "other": 0, "total": 22, "source_aliases": [ "COMPSCI 763", "COMPSCI/ECE 763" ] }, { "run_id": "20260907T155543-ce3781c4", "semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "COMPSCI/ECE 763", "course_uid": "course_d824bc76d129a20a49869bb7", "term_id": "1264", "term_name": "Spring 2026", "instructors": [ "SAIKUMAR YADUGIRI", "Somesh Jha" ], "a": 54, "ab": 6, "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": 60, "source_aliases": [ "COMPSCI/ECE 763" ] } ] ``` ### statistics #### gpa 3.804 #### graded 158 #### counts * 113 * 30 * 13 * 2 * 0 * 0 * 0 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_d824bc76d129a20a49869bb7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_d824bc76d129a20a49869bb7-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_d824bc76d129a20a49869bb7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_d824bc76d129a20a49869bb7-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_d824bc76d129a20a49869bb7-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_d824bc76d129a20a49869bb7-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.8037974683544302 #### count 158 #### university ##### size 3463 ##### gpa Percentile 64 ##### count Percentile 68 ##### median Count 90 ##### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 14 | false | | 2.8–3.2 | 304 | false | | 3.2–3.6 | 1027 | false | | 3.6–4.0 | 2118 | true | #### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 89, "gpaPercentile": 66, "countPercentile": 52, "medianCount": 150, "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": 14, "current": false }, { "range": "3.2–3.6", "count": 29, "current": false }, { "range": "3.6–4.0", "count": 46, "current": true } ] } }, { "subject": "ECE", "comparison": { "size": 90, "gpaPercentile": 78, "countPercentile": 64, "medianCount": 104, "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": 10, "current": false }, { "range": "3.2–3.6", "count": 35, "current": false }, { "range": "3.6–4.0", "count": 45, "current": true } ] } } ] ``` ### terms #### 1084 ##### term 1084 ##### gpa 3.7222222222222223 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ECE | | #### 1104 ##### term 1104 ##### gpa 4 ##### count 9 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ECE | | #### 1202 ##### term 1202 ##### gpa 3.608695652173913 ##### count 23 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ECE | | #### 1212 ##### term 1212 ##### gpa 3.5972222222222223 ##### count 36 ##### university ###### size 1111 ###### gpa Percentile 45 ###### count Percentile 13 ###### median Count 68 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 0 | false | | 2.4–2.8 | 4 | false | | 2.8–3.2 | 159 | false | | 3.2–3.6 | 337 | true | | 3.6–4.0 | 611 | false | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 42, "gpaPercentile": 66, "countPercentile": 5, "medianCount": 96, "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": 16, "current": true }, { "range": "3.6–4.0", "count": 14, "current": false } ] } }, { "subject": "ECE", "comparison": { "size": 41, "gpaPercentile": 58, "countPercentile": 15, "medianCount": 66, "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": 5, "current": false }, { "range": "3.2–3.6", "count": 19, "current": true }, { "range": "3.6–4.0", "count": 17, "current": false } ] } } ] ``` #### 1244 ##### term 1244 ##### gpa 3.9047619047619047 ##### count 21 ##### departments | subject | comparison | | ------- | ---------- | | COMPSCI | | | ECE | | #### 1264 ##### term 1264 ##### gpa 3.95 ##### count 60 ##### university ###### size 1283 ###### gpa Percentile 87 ###### count Percentile 45 ###### median Count 66 ###### histogram | range | count | current | | ------- | ----- | ------- | | 0.0–0.4 | 0 | false | | 0.4–0.8 | 0 | false | | 0.8–1.2 | 0 | false | | 1.2–1.6 | 0 | false | | 1.6–2.0 | 0 | false | | 2.0–2.4 | 1 | false | | 2.4–2.8 | 20 | false | | 2.8–3.2 | 130 | false | | 3.2–3.6 | 343 | false | | 3.6–4.0 | 789 | true | ##### departments ```json [ { "subject": "COMPSCI", "comparison": { "size": 48, "gpaPercentile": 91, "countPercentile": 23, "medianCount": 105.5, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 7, "current": false }, { "range": "3.2–3.6", "count": 21, "current": false }, { "range": "3.6–4.0", "count": 19, "current": true } ] } }, { "subject": "ECE", "comparison": { "size": 45, "gpaPercentile": 91, "countPercentile": 43, "medianCount": 73, "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": 1, "current": false }, { "range": "2.8–3.2", "count": 4, "current": false }, { "range": "3.2–3.6", "count": 15, "current": false }, { "range": "3.6–4.0", "count": 25, "current": true } ] } } ] ``` ### benchmarks #### all ##### school ###### size 3463 ###### gpa 3.640736148085393 ###### top Share 80.63928455018923 ###### count 90 ##### COMPSCI ###### size 89 ###### gpa 3.572365971011779 ###### top Share 77.08029934565313 ###### count 150 ##### ECE ###### size 90 ###### gpa 3.5671394643276586 ###### top Share 76.80229093248565 ###### count 104 #### terms ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ###### COMPSCI ###### size 14 ###### gpa 3.144553029581605 ###### top Share 50.3940565180559 ###### count 59 ###### ECE ###### size 16 ###### gpa 3.0875185917763455 ###### top Share 46.018020594418786 ###### count 47.5 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ###### COMPSCI ###### size 22 ###### gpa 3.200534462173063 ###### top Share 56.78409435721555 ###### count 51.5 ###### ECE ###### size 18 ###### gpa 3.0763591673236226 ###### top Share 47.17040644572389 ###### count 55.5 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### COMPSCI ###### size 41 ###### gpa 3.3598624373657553 ###### top Share 65.26544910639922 ###### count 91 ###### ECE ###### size 37 ###### gpa 3.4499953407109865 ###### top Share 70.66752329901533 ###### count 78 ##### 1212 ###### school ###### size 1111 ###### gpa 3.5856416028074487 ###### top Share 77.58926748660845 ###### count 68 ###### COMPSCI ###### size 42 ###### gpa 3.450396020252364 ###### top Share 69.90950224603134 ###### count 96 ###### ECE ###### size 41 ###### gpa 3.5390420098740205 ###### top Share 74.4144228117487 ###### count 66 ##### 1244 ###### school ###### size 1241 ###### gpa 3.5975573126929192 ###### top Share 78.29036874847135 ###### count 65 ###### COMPSCI ###### size 46 ###### gpa 3.477413782571094 ###### top Share 70.8725394264854 ###### count 116 ###### ECE ###### size 38 ###### gpa 3.554019248602149 ###### top Share 75.22296238620345 ###### count 83.5 ##### 1264 ###### school ###### size 1283 ###### gpa 3.6229729166451925 ###### top Share 80.13669149396227 ###### count 66 ###### COMPSCI ###### size 48 ###### gpa 3.5022746140005943 ###### top Share 73.13318776233326 ###### count 105.5 ###### ECE ###### size 45 ###### gpa 3.5814138447018746 ###### top Share 77.53027985486403 ###### count 73 ## instructor Trends ```json [ { "uid": "instructor_bf4a81f6aa7c91dfe31d8633", "name": "SOMESH JHA", "count": 81, "terms": [ { "term": "1244", "count": 21, "sections": 1, "gpa": 3.9047619047619047 }, { "term": "1264", "count": 60, "sections": 1, "gpa": 3.95 } ] }, { "uid": "instructor_c80d4117eaf07fc3982dcc32", "name": "SAIKUMAR YADUGIRI", "count": 60, "terms": [ { "term": "1264", "count": 60, "sections": 1, "gpa": 3.95 } ] }, { "uid": "instructor_667f8a8519e91a6f15c4f62c", "name": "JUSTIN HSU", "count": 59, "terms": [ { "term": "1202", "count": 23, "sections": 1, "gpa": 3.608695652173913 }, { "term": "1212", "count": 36, "sections": 1, "gpa": 3.5972222222222223 } ] }, { "uid": "instructor_45c688a832d566f51e913d6d", "name": "WILLIS TOMPKINS", "count": 18, "terms": [ { "term": "1084", "count": 9, "sections": 1, "gpa": 3.7222222222222223 }, { "term": "1104", "count": 9, "sections": 1, "gpa": 4 } ] } ] ``` ## following None recorded.