ES 335 · Machine learning
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Grading

Component Weight
Quizzes (best 3 of 4) 54%
Assignments 40%
Attendance 6%

Quizzes: 54%

  • There are 4 quizzes, each worth 18%.
  • The best 3 of the 4 count.
  • There are no makeup quizzes, for any reason. A missed quiz scores 0%.
NoteQuiz format
  • 2 quizzes in the mid-semester period and 2 in the end-semester period.
  • A mix of multiple-choice and written questions.
  • Closed book.

Assignments: 40%

  • 4 to 5 assignments during the semester, done in groups (team size to be announced).
  • Weights vary from 10 to 12% each.
  • Every assignment has at least one project-like question.
  • Assignments may involve pull requests to public repositories and Hugging Face Spaces demos, and each is followed by a viva (see the FAQ).
Assignment marks Share
Code functionality 50%
Understanding of the assignment 25%
Code quality 12.5%
Theory 12.5%

Attendance: 6%

Absences Marks
≤ 4 6%
5, 6 5%
7, 8 4%
9, 10 1%
> 10 0%

It is your responsibility to make sure your attendance is recorded on the biometric system. If it is not recorded, you are marked absent.

NoteLeave

There is no leave system. A missed class counts as an absence; you do not need to inform the instructor or send a medical certificate.

If an emergency makes you miss 4 or more classes in a row, talk to the instructor about special consideration.

Bonus marks (above 100%)

Class participation

  • Up to 1% for answering questions in class: 0.5% per question, at most 2 questions.
  • At the instructor's discretion.

Kaggle competition

There may be a Kaggle competition during the semester. If there is one, it will be announced in class and on Slack. It is optional and counts only as bonus marks, and depends on a competition being available.

Result Bonus
Participation 0.5%
50th percentile 1.0%
75th percentile 1.5%
90th percentile 2.0%
95th percentile 2.5%
Top 3 3.0%

ES 335 Machine learning · IIT Gandhinagar · August 2025

 

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