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CS 76413 credit hours

Machine Learning(ML)

Survey of classical ML: supervised, unsupervised, and reinforcement learning. Open-ended, write-up-heavy assignments.

Machine Learning · coreInteractive Intelligence · coreComputational Perception & Robotics · electiveMLPythonwriting

Distributions

Difficulty
4.0of 5
n = 30
0
2
4
15
9
1
2
3
4
5
Weekly workload
21.0hrs/wk
n = 30
0
1
3
6
13
5
1
1
<5
5–9
10–14
15–19
20–24
25–29
30–34
35+
Overall rating
3.6of 5
n = 30
0
2
13
11
4
1★
2★
3★
4★
5★

Logistics

Terms offered
Fall
Spring
Summer
Prerequisites
  • Probability
  • Linear algebra
Counts toward
  • Machine Learningcore
  • Interactive Intelligencecore
  • Computational Perception & Roboticselective

Reviews (30)

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30 of 30
  1. 3 / 5
    Difficulty4/5Workload12 hr/wkRecommendYes

    Would I take it again? Yes. The course rewards consistent weekly effort.

  2. 4 / 5
    Difficulty3/5Workload21 hr/wkRecommendYes

    Honest review: fair class, moderate workload. Loved slack community is active. Hated lectures feel dated in spots.

  3. 4 / 5
    Difficulty4/5Workload22 hr/wkRecommendYes

    Took this in Spring 2025. Workload averaged ~22 hrs/wk. Difficulty felt hard. Great auto-grader feedback.

  4. 3 / 5
    Difficulty5/5Workload10 hr/wkRecommendYes

    Project-driven course. Most of the 10 hrs/wk go to assignments rather than lectures.

  5. 3 / 5
    Difficulty4/5Workload29 hr/wkRecommendYes

    hard pace, heavy hours weekly. Coming in I had limited Python exposure. Glad I stuck with it.

  6. 4 / 5
    Difficulty4/5Workload25 hr/wkRecommendYes

    Would I take it again? Yes. The course rewards consistent weekly effort.

  7. 3 / 5
    Difficulty4/5Workload21 hr/wkRecommendYes

    If you have limited Python exposure, this is approachable. Otherwise plan for ~21 hrs/wk and a few late nights.

  8. 5 / 5
    Difficulty4/5Workload21 hr/wkRecommendYes

    hard pace, moderate hours weekly. Coming in I had no recent academic study. Glad I stuck with it.

  9. 3 / 5
    Difficulty2/5Workload20 hr/wkRecommendYes

    Project-driven course. Most of the 20 hrs/wk go to assignments rather than lectures.

  10. 3 / 5
    Difficulty4/5Workload21 hr/wkRecommendYes

    If you have a math-heavy background, this is approachable. Otherwise plan for ~21 hrs/wk and a few late nights.

  11. 3 / 5
    Difficulty4/5Workload16 hr/wkRecommendYes

    Honest review: hard class, moderate workload. Loved instructors engage in forums. Hated project scope creep mid-semester.

  12. 5 / 5
    Difficulty3/5Workload9 hr/wkRecommendYes

    If you have a math-heavy background, this is approachable. Otherwise plan for ~9 hrs/wk and a few late nights.

  13. 5 / 5
    Difficulty5/5Workload14 hr/wkRecommendYes

    Honest review: brutal class, light workload. Loved projects feel real-world. Hated steep ramp-up week one.

  14. 3 / 5
    Difficulty4/5Workload30 hr/wkRecommendYes

    Took this in Fall 2025. Workload averaged ~30 hrs/wk. Difficulty felt hard. Slack community is active.

  15. 3 / 5
    Difficulty3/5Workload23 hr/wkRecommendYes

    Took this in Fall 2023. Workload averaged ~23 hrs/wk. Difficulty felt fair. Office hours actually helpful.

  16. 4 / 5
    Difficulty5/5Workload19 hr/wkRecommendYes

    brutal pace, moderate hours weekly. Coming in I had limited Python exposure. Glad I stuck with it.

  17. 3 / 5
    Difficulty5/5Workload23 hr/wkRecommendYes

    Project-driven course. Most of the 23 hrs/wk go to assignments rather than lectures.

  18. 2 / 5
    Difficulty5/5Workload21 hr/wkRecommendNo

    Would I take it again? Probably not. The course rewards consistent weekly effort.

  19. 4 / 5
    Difficulty4/5Workload16 hr/wkRecommendYes

    Took this in Fall 2022. Workload averaged ~16 hrs/wk. Difficulty felt hard. Slack community is active.

  20. 4 / 5
    Difficulty3/5Workload21 hr/wkRecommendYes

    Project-driven course. Most of the 21 hrs/wk go to assignments rather than lectures.

  21. 2 / 5
    Difficulty2/5Workload16 hr/wkRecommendNo

    Took this in Fall 2024. Workload averaged ~16 hrs/wk. Difficulty felt manageable. Great auto-grader feedback.

  22. 3 / 5
    Difficulty4/5Workload22 hr/wkRecommendYes

    Project-driven course. Most of the 22 hrs/wk go to assignments rather than lectures.

  23. 3 / 5
    Difficulty4/5Workload25 hr/wkRecommendYes

    If you have limited Python exposure, this is approachable. Otherwise plan for ~25 hrs/wk and a few late nights.

  24. 4 / 5
    Difficulty5/5Workload18 hr/wkRecommendYes

    brutal pace, moderate hours weekly. Coming in I had no recent academic study. Glad I stuck with it.

  25. 4 / 5
    Difficulty5/5Workload27 hr/wkRecommendYes

    Would I take it again? Yes. The course rewards consistent weekly effort.

  26. 4 / 5
    Difficulty5/5Workload16 hr/wkRecommendYes

    Took this in Fall 2024. Workload averaged ~16 hrs/wk. Difficulty felt brutal. Reasonable tooling, no setup hell.

  27. 4 / 5
    Difficulty4/5Workload42 hr/wkRecommendYes

    Took this in Spring 2024. Workload averaged ~42 hrs/wk. Difficulty felt hard. Assignments build on each other.

  28. 5 / 5
    Difficulty4/5Workload23 hr/wkRecommendYes

    Honest review: hard class, moderate workload. Loved office hours actually helpful. Hated late policy is strict.

  29. 4 / 5
    Difficulty5/5Workload25 hr/wkRecommendYes

    If you have no recent academic study, this is approachable. Otherwise plan for ~25 hrs/wk and a few late nights.

  30. 3 / 5
    Difficulty4/5Workload22 hr/wkRecommendYes

    hard pace, moderate hours weekly. Coming in I had limited Python exposure. Glad I stuck with it.