CMSC 828W: Foundations of Deep Learning

University of Maryland, College Park, Fall 2020
Instructor: Soheil Feizi

Welcome to the CMSC 828W course on Foundations of Deep Learning for Fall 2020.

CMSC 828W is currently being taught by Soheil Feizi.

This course will be taught virtually.

Announcements

  • Lecture 1 (9/1): DL basics: ERM and basic architectures (MLP, ResNet and CNNs), overview of SGD, ADAMs, Momentum, etc.
    Video: Click here
    Readings:

  • Lecture 3 (9/8): Cont. DL optimization
    Video: Click here

  • Lecture 4 (9/10): DL optimization, Implicit Bias of GD
    Video: Click here

  • Lecture 6 (9/17): Cont. DL generalization
    Video: Click here

  • Lecture 15 (10/20): DL optimization: Min-Max (NonConvex-NonConcave).
    Video: Click here

  • Lecture 18 (10/29): Relaxing i.i.d.: Domain adaptation (part II).
    Video: click here

  • Lecture 19 (11/3): No Lecture

  • Lecture 22 (11/12): Contrastive, self-supervised DL
    Video: Click here

  • Lecture 26 (11/26): Thanksgiving

  • Lecture 28 (12/3): Cont. Deep RL
    Video: Click here

  • Lecture 29 (12/8): Cont. Deep RL
    Video: Click here

  • Lecture 30 (12/10): Course summary + Final Exam
    Video: Click here