# ECE 729: Information Theory | UW–Madison [View on UW Courses](https://uwcourses.com/courses/ECE_729) ## 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 | 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 b3537aedb9efcd3d64902fef8e95694c53c7dc910b3ccfb1f91e270c6a6f12df ### course id ECE 729 ### course uid course\_6ad7368bc77955da5941304c ### catalog version id df1fc4f0008a15fa12f0d8dd1ec6d38fcc6ddd8d0a9225d30afc6636d6de17fc ### course number 729 ### subjects * ECE ### title INFORMATION THEORY ### description Definition of measures of information and their properties, capacity of discrete and continuous channels with noise, source and channel coding theorems, fundamentals of channel coding, noiseless source coding, and source coding with a fidelity criterion. Knowledge of basic probability analysis \[such asE C E 331,STAT/​MATH  431, orSTAT 311] required. ### requirements text Graduate/professional standing ### credit offering ids None recorded. ### llm job id enrich-8b774950c2b6adfdc46d1b82 ### llm output id 3b1c0ee30760ffafd2cd71bdea7c9485814312d58d4a6b29864b9e80a6e546dd ### llm model nvidia/Qwen3.6-35B-A3B-NVFP4 ### llm model revision 1355db6a052410cfd62085d94b58866fd0f2c3c5 ### llm task version 14 ### llm search status valid ### llm summary ECE 729 covers information theory, including information measures, channel capacity, and source and channel coding theorems. ### llm topics * Information measures, channel capacity, and coding theorems ### llm skills * Analyze information measures, channel capacity, and coding theorems. ### llm assumed background * Basic probability analysis, including random variables, distributions, and limit theorems. ### llm search phrases * information theory course * channel coding theorem * source coding fidelity * random signal analysis * probability theory graduate ### llm requirements status valid ### llm student summary status valid ### llm experience status insufficient\_evidence ### catalog variants None recorded. ### student summary #### context hash d48a73db27bff7cbefc3c8e20df4efb38b2b952368a181b6bdb7d8769383ac82 #### course id ECE 729 #### 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 2018: 3.30 GPA, 68.2% A/AB (n=22 letter grades); Fall 2019: 3.43 GPA, 78.6% A/AB (n=14 letter grades); Spring 2022: 3.71 GPA, 75.0% A/AB (n=12 letter grades). ```json { "citations": [ { "course_id": "ECE 729", "run_id": "20260907T155543-ce3781c4", "source_record": { "entity_id": 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"semester": "1272", "observed_at": "2026-09-07 15:55:43.033547+00:00", "course_id": "ECE 729", "course_uid": "course_6ad7368bc77955da5941304c", "term_id": "1224", "term_name": "Spring 2022", "instructors": [ "John Gubner" ], "a": 8, "ab": 1, "b": 3, "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": 13, "source_aliases": [ "ECE 729" ] } ] ``` ### statistics #### gpa 3.408 #### graded 163 #### counts * 63 * 46 * 35 * 7 * 10 * 0 * 2 ### grade conflicts None recorded. ### evidence #### history * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course\_6ad7368bc77955da5941304c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/history/course_6ad7368bc77955da5941304c-0.json) #### traces * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course\_6ad7368bc77955da5941304c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/traces/course_6ad7368bc77955da5941304c-0.json) #### results * [/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course\_6ad7368bc77955da5941304c-0.json](https://uwcourses.com/data/e243353dcb7d79b7247ced91d69443ef4c2a6349/results/course_6ad7368bc77955da5941304c-0.json) ### revision e243353dcb7d79b7247ced91d69443ef4c2a6349 ## context ### all #### term #### gpa 3.4079754601226995 #### count 163 #### university ##### size 3774 ##### gpa Percentile 26 ##### count Percentile 61 ##### median Count 116 ##### 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 | 26 | false | | 2.8–3.2 | 446 | false | | 3.2–3.6 | 1180 | true | | 3.6–4.0 | 2121 | false | #### departments ```json [ { "subject": "ECE", "comparison": { "size": 107, "gpaPercentile": 36, "countPercentile": 57, "medianCount": 122, "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": 18, "current": false }, { "range": "3.2–3.6", "count": 38, "current": true }, { "range": "3.6–4.0", "count": 50, "current": false } ] } } ] ``` ### terms #### 1084 ##### term 1084 ##### gpa 3.3214285714285716 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1094 ##### term 1094 ##### gpa 3.2857142857142856 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1104 ##### term 1104 ##### gpa 3.4583333333333335 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1114 ##### term 1114 ##### gpa 3.34375 ##### count 16 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1124 ##### term 1124 ##### gpa 3.107142857142857 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1142 ##### term 1142 ##### gpa 3.3333333333333335 ##### count 18 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1152 ##### term 1152 ##### gpa 3.55 ##### count 10 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1174 ##### term 1174 ##### gpa 3.764705882352941 ##### count 17 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1192 ##### term 1192 ##### gpa 3.2954545454545454 ##### count 22 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1202 ##### term 1202 ##### gpa 3.4285714285714284 ##### count 14 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | #### 1224 ##### term 1224 ##### gpa 3.7083333333333335 ##### count 12 ##### departments | subject | comparison | | ------- | ---------- | | ECE | | ### benchmarks #### all ##### school ###### size 3774 ###### gpa 3.6030237744853943 ###### top Share 78.31082100546408 ###### count 116 ##### ECE ###### size 107 ###### gpa 3.50394506265904 ###### top Share 72.74123122309885 ###### count 122 #### terms ##### 1084 ###### school ###### size 720 ###### gpa 3.3670742938849725 ###### top Share 63.42064564712246 ###### count 70 ###### ECE ###### size 16 ###### gpa 3.0875185917763455 ###### top Share 46.018020594418786 ###### count 47.5 ##### 1094 ###### school ###### size 758 ###### gpa 3.3891454428111527 ###### top Share 64.36369814389255 ###### count 71 ###### ECE ###### size 18 ###### gpa 3.1709531378777993 ###### top Share 48.482368483424565 ###### count 52 ##### 1104 ###### school ###### size 793 ###### gpa 3.384661458923085 ###### top Share 64.6614752434143 ###### count 66 ###### ECE ###### size 18 ###### gpa 3.0763591673236226 ###### top Share 47.17040644572389 ###### count 55.5 ##### 1114 ###### school ###### size 804 ###### gpa 3.3696004653806844 ###### top Share 64.0389334741844 ###### count 68 ###### ECE ###### size 22 ###### gpa 3.144458106909116 ###### top Share 49.77358787545943 ###### count 49 ##### 1124 ###### school ###### size 821 ###### gpa 3.406589342026613 ###### top Share 66.35774230127205 ###### count 67 ###### ECE ###### size 22 ###### gpa 3.2619273221601444 ###### top Share 56.5536768995059 ###### count 60.5 ##### 1142 ###### school ###### size 853 ###### gpa 3.3941849959684913 ###### top Share 65.28450334228523 ###### count 67 ###### ECE ###### size 34 ###### gpa 3.308741102061444 ###### top Share 59.724830536617226 ###### count 60 ##### 1152 ###### school ###### size 918 ###### gpa 3.408733538594633 ###### top Share 66.06693005846735 ###### count 65 ###### ECE ###### size 30 ###### gpa 3.3140597882926164 ###### top Share 61.06564628590848 ###### count 62 ##### 1174 ###### school ###### size 955 ###### gpa 3.4597947384071412 ###### top Share 69.5290038366363 ###### count 69 ###### ECE ###### size 32 ###### gpa 3.4125499296052797 ###### top Share 66.90263468847662 ###### count 85 ##### 1192 ###### school ###### size 1077 ###### gpa 3.50327634323125 ###### top Share 72.44641925727845 ###### count 67 ###### ECE ###### size 38 ###### gpa 3.447533461703932 ###### top Share 70.3070826404184 ###### count 77 ##### 1202 ###### school ###### size 1102 ###### gpa 3.5102605987403313 ###### top Share 72.78244569053733 ###### count 68 ###### ECE ###### size 37 ###### gpa 3.4499953407109865 ###### top Share 70.66752329901533 ###### count 78 ##### 1224 ###### school ###### size 1171 ###### gpa 3.5627882428500937 ###### top Share 76.37271640560496 ###### count 64 ###### ECE ###### size 43 ###### gpa 3.493101515836076 ###### top Share 71.87667215876023 ###### count 78 ## instructor Trends ```json [ { "uid": "instructor_a609dbe00f1ac3cf03da7e21", "name": "STARK DRAPER", "count": 58, "terms": [ { "term": "1084", "count": 14, "sections": 1, "gpa": 3.3214285714285716 }, { "term": "1094", "count": 14, "sections": 1, "gpa": 3.2857142857142856 }, { "term": "1114", "count": 16, "sections": 1, "gpa": 3.34375 }, { "term": "1124", "count": 14, "sections": 1, "gpa": 3.107142857142857 } ] }, { "uid": "instructor_247d961acdc61511ccc819c5", "name": "NIGEL BOSTON", "count": 50, "terms": [ { "term": "1142", "count": 18, "sections": 1, "gpa": 3.3333333333333335 }, { "term": "1152", "count": 10, "sections": 1, "gpa": 3.55 }, { "term": "1192", "count": 22, "sections": 1, "gpa": 3.2954545454545454 } ] }, { "uid": "instructor_4472bd0935ab78477a6cf455", "name": "VARUN JOG", "count": 31, "terms": [ { "term": "1174", "count": 17, "sections": 1, "gpa": 3.764705882352941 }, { "term": "1202", "count": 14, "sections": 1, "gpa": 3.4285714285714284 } ] }, { "uid": "instructor_38edc69039c8c5387d9c7c31", "name": "JOHN GUBNER", "count": 24, "terms": [ { "term": "1104", "count": 12, "sections": 1, "gpa": 3.4583333333333335 }, { "term": "1224", "count": 12, "sections": 1, "gpa": 3.7083333333333335 } ] } ] ``` ## following None recorded.