( subject to changes and extensions)
Jan
7- Course overview (<1hr) - for IITD students mainly
11 - Course overview (<1hr) for IIITD and BITSG students mainly
Lectures:
18 - Motivation and DL Refresher
21 - Motivation and DL Refresher
25 - Basics of meta-learning MAML
28 - Basics of meta-learning model/metric
Feb
1 - Project and other discussions and buffer
4 - Representation learning 1
8 - Representation learning 2
11 - Reasoning and neuro-symbolic learning
15 - Meta-reinforcement learning
18 - Continual learning 1
22 - Continual learning 2
25 - Recent papers in meta-learning 1
Mar
1 - Recent papers in meta-learning 2
4 - Project papers 1
8 - Project papers 2
11 - Recent papers in neuro-symbolic learning 1
15 - Recent papers in neuro-symbolic learning 2 & Recent papers in meta-RL (cont.)
18 - Recent papers in disentangled representation learning 1
22 - Recent papers in disentangled representation learning 2
25 - Recent papers in Continual Learning (cont.)
29 - Buffer
Apr
8 - Final Exam
13 - Projects due for IITD
25 - Projects due for IIITD and BITSG
Project selection: Feb 7th
Project assignments: Feb 15th
Project submission: April 13 (IITD), April 25 (IIITD and BITSG)
HW1 - Jan 21 - Jan 31 (extended to Feb 4 for late joiners)
HW2 Feb 9 - Feb 21 (extended to Feb 25 for IITD on account of mid-sem)
HW3 Feb 25- Mar 7
Quiz 1 Mar 11
Quiz 2 Mar 25