Update: At the conclusion of the course, I am glad to announce the best course projects: https://wordpress.com/block-editor/post/jainendra.in/569
Time and Location: Wednesday, Friday 9:00 AM – 10:30 PM, Virtually on Zoom
|Week No||Lecture No||Date||Lecture Topic|
|2||20/08||Learning Problems and the Empirical Risk Minimization Framework, Loss Functions for Classification and Regression, Evaluation Metrics for Classification|
|2||3||25/08||Linear models for regression|
|3||5||01/09||Machine Learning in Practice [Validation, Bias-Variance]|
|6||03/09||Machine Learning in Practice [Regularization, Resampling]|
|8||13||06/10||Project Mid-Sem Presentation|
|9||15||13/10||MLP-II [Practical Considerations]|
|16||20/10||SVM – I [Optimal Hyperlane]|
|10||17||22/10||SVM – II [Primal and Dual Form]|
|18||27/10||SVM – III [Kernel SVM]|
|20||3/11||Unsupervised Learning: K Means|
|12||21||10/11||Convolutional Neural Networks|
|22||12/11||Application to Images|
|24||24/11||Fairness, Accountability and Transparency|
|14||25||26/11||Project End-Sem Presentation|
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.
Jainendra Shukla Thursday 5:00 PM – 6:00 PM, Virtually on Google Meet
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