Monsoon 2021: Machine Learning [CSE343/ECE343]

Course Information

Time and Location: Wednesday, Friday 9:00 AM – 10:30 PM, Virtually on Zoom

Course Outline

Week NoLecture NoDateLecture Topic
1118/08Introduction
 220/08Learning Problems and the Empirical Risk Minimization Framework, Loss Functions for Classification and Regression, Evaluation Metrics for Classification
2325/08Linear models for regression
 427/08Logistic Regression
3501/09Machine Learning in Practice [Validation, Bias-Variance]
 603/09Machine Learning in Practice [Regularization, Resampling]
4708/09Naive Bayes
 810/09Decision Trees
5915/09Random Forests
 1017/09Perceptron
61122/09Oveflow
 1224/09 
7  Mid-sem
81306/10Project Mid-Sem Presentation
 1408/10MLP-I [BackPropagation]
91513/10MLP-II [Practical Considerations]
 1620/10SVM – I [Optimal Hyperlane]
101722/10SVM – II [Primal and Dual Form]
 1827/10SVM – III [Kernel SVM]
111929/10Overflow
 203/11Unsupervised Learning: K Means
122110/11Convolutional Neural Networks
 2212/11Application to Images
132317/11Case Study
 2424/11Fairness, Accountability and Transparency
142526/11Project End-Sem Presentation
 2630/11Revision
15  End-sem
Course Outline

Contact and Communication

  • Google Classroom is the forum for the class. Please send an email to me to get the registration code.
  • All official announcements and communication will happen over GC.
  • Any questions regarding course content and course organization should be posted on GC.  
  • Office hours are given below. Please schedule the appointment via the appointment page of the instructor and the concerned TAs as communicated in the GC.

Office Hours

Instructor

Jainendra Shukla Thursday 5:00 PM – 6:00 PM, Virtually on Google Meet

Teaching Assistants

Ashwini B (Ph.D.), Friday 4:00 PM – 5:00 PM, Virtually on Google Meet

Rajat Agarwal (Ph.D.), Thursday 4:00 PM – 5:00 PM, Virtually on Google Meet

Arka Sarkar, Monday 4:00 PM – 5:00 PM, Virtually on Google Meet

Lakshya A Agrawal, TBD, Virtually on Google Meet

Pragya Gandhi, TBD, Virtually on Google Meet

Ruhma Mehek Khan, TBD, Virtually on Google Meet

Yashdeep Prasad, Saturday 4:00 PM – 5:00 PM, Virtually on Google Meet