Course record COMP SCI

COMP SCI 540

— INTRODUCTION TO ARTIFICIAL INTELLIGENCE

University of Wisconsin-Madison

8,893 grades74 sections38 professors
Grades: 2006–2025
Flunk Score13/100
Needs work

Professors 38 of 38

Sangwoo Shin 191 grades · 1 term · 2025 3.68GPA
69.6% A
29.8% B
0.0% C
0.5% D
0.0% F

191 letter grades · 1 section · 2025

Compare with the course
Shin vs. the course average
A +21.3
B −8.2
C −10.7
D −1.2
F −1.3

Difference in percentage points.

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Haoyue Bai 164 grades · 1 term · 2025 3.65GPA
65.9% A
32.9% B
1.2% C
0.0% D
0.0% F

164 letter grades · 1 section · 2025

Compare with the course
Bai vs. the course average
A +17.6
B −5.1
C −9.5
D −1.7
F −1.3

Difference in percentage points.

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Fred Sala 169 grades · 1 term · 2025 3.63GPA
67.5% A
29.6% B
2.4% C
0.0% D
0.6% F

169 letter grades · 1 section · 2025

Compare with the course
Sala vs. the course average
A +19.2
B −8.4
C −8.4
D −1.7
F −0.7

Difference in percentage points.

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Adam Labiosa 197 grades · 1 term · 2024 3.60GPA
62.4% A
35.0% B
2.5% C
0.0% D
0.0% F

197 letter grades · 1 section · 2024

Compare with the course
Labiosa vs. the course average
A +14.2
B −3.0
C −8.2
D −1.7
F −1.3

Difference in percentage points.

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Vasileios Kontonis 70 grades · 1 term · 2022 3.59GPA
64.3% A
32.9% B
1.4% C
1.4% D
0.0% F

70 letter grades · 1 section · 2022

Compare with the course
Kontonis vs. the course average
A +16.0
B −5.2
C −9.3
D −0.3
F −1.3

Difference in percentage points.

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Shivam Mittal 189 grades · 1 term · 2025 3.59GPA
60.8% A
38.1% B
0.5% C
0.0% D
0.5% F

189 letter grades · 1 section · 2025

Compare with the course
Mittal vs. the course average
A +12.6
B +0.1
C −10.2
D −1.7
F −0.7

Difference in percentage points.

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Justin Kiefel 165 grades · 1 term · 2022 3.55GPA
61.8% A
32.7% B
4.2% C
0.6% D
0.6% F

165 letter grades · 1 section · 2022

Compare with the course
Kiefel vs. the course average
A +13.5
B −5.3
C −6.5
D −1.1
F −0.7

Difference in percentage points.

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Daifeng Wang 170 grades · 1 term · 2020 3.53GPA
62.4% A
29.4% B
7.6% C
0.6% D
0.0% F

170 letter grades · 1 section · 2020

Compare with the course
Wang vs. the course average
A +14.1
B −8.6
C −3.1
D −1.1
F −1.3

Difference in percentage points.

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Aniket Rege 165 grades · 1 term · 2025 3.52GPA
57.0% A
39.4% B
3.0% C
0.0% D
0.6% F

165 letter grades · 1 section · 2025

Compare with the course
Rege vs. the course average
A +8.7
B +1.4
C −7.7
D −1.7
F −0.7

Difference in percentage points.

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Yang Guo 186 grades · 1 term · 2023 3.51GPA
57.0% A
39.2% B
2.7% C
0.0% D
1.1% F

186 letter grades · 1 section · 2023

Compare with the course
Guo vs. the course average
A +8.7
B +1.2
C −8.1
D −1.7
F −0.2

Difference in percentage points.

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Abhinav Narayan Harish 221 grades · 1 term · 2025 3.48GPA
52.5% A
44.3% B
2.7% C
0.0% D
0.5% F

221 letter grades · 1 section · 2025

Compare with the course
Harish vs. the course average
A +4.2
B +6.3
C −8.0
D −1.7
F −0.8

Difference in percentage points.

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Apurbaa Bhattacharjee 259 grades · 1 term · 2020 3.48GPA
57.1% A
35.9% B
5.8% C
0.4% D
0.8% F

259 letter grades · 1 section · 2020

Compare with the course
Bhattacharjee vs. the course average
A +8.9
B −2.1
C −4.9
D −1.3
F −0.5

Difference in percentage points.

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Blerina Gkotse 124 grades · 1 term · 2024 3.47GPA
56.5% A
34.7% B
8.1% C
0.8% D
0.0% F

124 letter grades · 1 section · 2024

Compare with the course
Gkotse vs. the course average
A +8.2
B −3.3
C −2.7
D −0.9
F −1.3

Difference in percentage points.

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Yunfu Deng 173 grades · 1 term · 2023 3.46GPA
54.9% A
37.6% B
6.9% C
0.0% D
0.6% F

173 letter grades · 1 section · 2023

Compare with the course
Deng vs. the course average
A +6.6
B −0.4
C −3.8
D −1.7
F −0.7

Difference in percentage points.

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Wenxuan Zhao 140 grades · 1 term · 2021 3.44GPA
58.6% A
27.1% B
14.3% C
0.0% D
0.0% F

140 letter grades · 1 section · 2021

Compare with the course
Zhao vs. the course average
A +10.3
B −10.9
C +3.5
D −1.7
F −1.3

Difference in percentage points.

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Ana Klabjan 178 grades · 1 term · 2023 3.43GPA
53.9% A
38.2% B
6.2% C
1.1% D
0.6% F

178 letter grades · 1 section · 2023

Compare with the course
Klabjan vs. the course average
A +5.6
B +0.2
C −4.6
D −0.6
F −0.7

Difference in percentage points.

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Lisheng Ren 277 grades · 2 terms · 2022–2024 3.43GPA
51.6% A
42.6% B
4.0% C
1.1% D
0.7% F

277 letter grades · 2 sections · 2022–2024

Compare with the course
Ren vs. the course average
A +3.3
B +4.6
C −6.8
D −0.6
F −0.5

Difference in percentage points.

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Yin Liu 318 grades · 2 terms · 2021–2022 3.42GPA
54.4% A
35.5% B
8.8% C
0.9% D
0.3% F

318 letter grades · 2 sections · 2021–2022

Compare with the course
Liu vs. the course average
A +6.1
B −2.5
C −1.9
D −0.8
F −0.9

Difference in percentage points.

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Yudong Chen 175 grades · 1 term · 2024 3.41GPA
50.9% A
40.0% B
9.1% C
0.0% D
0.0% F

175 letter grades · 1 section · 2024

Compare with the course
Chen vs. the course average
A +2.6
B +2.0
C −1.6
D −1.7
F −1.3

Difference in percentage points.

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Ruifeng Xu 174 grades · 1 term · 2024 3.41GPA
51.7% A
40.2% B
5.7% C
1.7% D
0.6% F

174 letter grades · 1 section · 2024

Compare with the course
Xu vs. the course average
A +3.4
B +2.2
C −5.0
D same
F −0.7

Difference in percentage points.

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Guy Zamir 167 grades · 1 term · 2024 3.40GPA
49.1% A
42.5% B
8.4% C
0.0% D
0.0% F

167 letter grades · 1 section · 2024

Compare with the course
Zamir vs. the course average
A +0.8
B +4.5
C −2.4
D −1.7
F −1.3

Difference in percentage points.

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Axel Agelii 181 grades · 1 term · 2023 3.39GPA
51.9% A
39.2% B
6.6% C
1.1% D
1.1% F

181 letter grades · 1 section · 2023

Compare with the course
Agelii vs. the course average
A +3.6
B +1.2
C −4.1
D −0.6
F −0.2

Difference in percentage points.

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Samarth Mathur 58 grades · 1 term · 2021 3.38GPA
51.7% A
37.9% B
6.9% C
3.4% D
0.0% F

58 letter grades · 1 section · 2021

Compare with the course
Mathur vs. the course average
A +3.4
B −0.1
C −3.8
D +1.8
F −1.3

Difference in percentage points.

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Yuxin Sun 160 grades · 1 term · 2022 3.35GPA
50.0% A
41.3% B
5.0% C
1.3% D
2.5% F

160 letter grades · 1 section · 2022

Compare with the course
Sun vs. the course average
A +1.7
B +3.2
C −5.7
D −0.4
F +1.2

Difference in percentage points.

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Stephen Jasina 151 grades · 1 term · 2022 3.33GPA
45.7% A
45.7% B
6.6% C
0.0% D
2.0% F

151 letter grades · 1 section · 2022

Compare with the course
Jasina vs. the course average
A −2.6
B +7.7
C −4.1
D −1.7
F +0.7

Difference in percentage points.

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Haotian Ma 172 grades · 1 term · 2023 3.28GPA
43.6% A
45.9% B
6.4% C
2.9% D
1.2% F

172 letter grades · 1 section · 2023

Compare with the course
Ma vs. the course average
A −4.7
B +7.9
C −4.3
D +1.2
F −0.1

Difference in percentage points.

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Bryan Gibson 177 grades · 3 terms · 2012–2014 3.27GPA
40.7% A
46.3% B
13.0% C
0.0% D
0.0% F

177 letter grades · 3 sections · 2012–2014

Compare with the course
Gibson vs. the course average
A −7.6
B +8.3
C +2.3
D −1.7
F −1.3

Difference in percentage points.

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Collin Engstrom 94 grades · 1 term · 2016 3.23GPA
52.1% A
28.7% B
11.7% C
6.4% D
1.1% F

94 letter grades · 1 section · 2016

Compare with the course
Engstrom vs. the course average
A +3.8
B −9.3
C +1.0
D +4.7
F −0.2

Difference in percentage points.

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Jude Shavlik 404 grades · 6 terms · 2008–2016 3.19GPA
41.8% A
41.6% B
12.9% C
1.7% D
2.0% F

404 letter grades · 6 sections · 2008–2016

Compare with the course
Shavlik vs. the course average
A −6.5
B +3.6
C +2.1
D same
F +0.7

Difference in percentage points.

Each term against the course average
Spring 2008Fall 2016
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Daniel Griffin 190 grades · 1 term · 2017 3.18GPA
43.2% A
40.0% B
11.6% C
2.1% D
3.2% F

190 letter grades · 1 section · 2017

Compare with the course
Griffin vs. the course average
A −5.1
B +2.0
C +0.8
D +0.4
F +1.9

Difference in percentage points.

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Yingyu Liang 548 grades · 3 terms · 2018–2020 3.17GPA
41.6% A
38.7% B
16.4% C
1.8% D
1.5% F

548 letter grades · 3 sections · 2018–2020

Compare with the course
Liang vs. the course average
A −6.7
B +0.7
C +5.7
D +0.1
F +0.2

Difference in percentage points.

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Gary Dahl 88 grades · 1 term · 2015 3.15GPA
45.5% A
31.8% B
17.0% C
4.5% D
1.1% F

88 letter grades · 2 sections · 2015

Compare with the course
Dahl vs. the course average
A −2.8
B −6.2
C +6.3
D +2.8
F −0.1

Difference in percentage points.

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Michael Coen 199 grades · 2 terms · 2009–2015 3.10GPA
34.7% A
47.2% B
14.1% C
2.5% D
1.5% F

199 letter grades · 3 sections · 2009–2015

Compare with the course
Coen vs. the course average
A −13.6
B +9.2
C +3.3
D +0.8
F +0.2

Difference in percentage points.

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Xiaojin Zhu 1,000 grades · 11 terms · 2006–2018 3.09GPA
38.7% A
38.5% B
17.9% C
3.1% D
1.8% F

1,000 letter grades · 11 sections · 2006–2018

Compare with the course
Zhu vs. the course average
A −9.6
B +0.5
C +7.2
D +1.4
F +0.5

Difference in percentage points.

Each term against the course average
Fall 2006Fall 2018
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Charles Dyer 1,277 grades · 12 terms · 2007–2019 3.06GPA
39.0% A
36.0% B
19.5% C
3.4% D
2.0% F

1,277 letter grades · 12 sections · 2007–2019

Compare with the course
Dyer vs. the course average
A −9.3
B −2.0
C +8.8
D +1.7
F +0.8

Difference in percentage points.

Each term against the course average
Spring 2007Fall 2019
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Erin Winter 124 grades · 1 term · 2017 3.04GPA
38.7% A
36.3% B
18.5% C
4.0% D
2.4% F

124 letter grades · 1 section · 2017

Compare with the course
Winter vs. the course average
A −9.6
B −1.7
C +7.8
D +2.3
F +1.2

Difference in percentage points.

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Scott Alfeld 90 grades · 1 term · 2015 3.01GPA
37.8% A
42.2% B
11.1% C
1.1% D
7.8% F

90 letter grades · 1 section · 2015

Compare with the course
Alfeld vs. the course average
A −10.5
B +4.2
C +0.4
D −0.6
F +6.5

Difference in percentage points.

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Vikas Singh 108 grades · 2 terms · 2010–2011 2.99GPA
37.0% A
41.7% B
11.1% C
5.6% D
4.6% F

108 letter grades · 2 sections · 2010–2011

Compare with the course
Singh vs. the course average
A −11.2
B +3.6
C +0.4
D +3.9
F +3.4

Difference in percentage points.

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