DEEP LEARNING

DS-GA 1008 · SPRING 2021 · NYU CENTER FOR DATA SCIENCE

INSTRUCTORS Yann LeCun & Alfredo Canziani
LECTURES Wednesday 9:30 – 11:30, Zoom
PRACTICA Tuesdays 9:30 – 10:30, Zoom
FORUM r/NYU_DeepLearning
DISCORD NYU DL
MATERIAL 2021 repo

2021 edition disclaimer

Check the repo’s README.md and learn about:

  • Content new organisation
  • The semester’s second half intellectual dilemma
  • This semester repository
  • Previous releases

Lectures

Most of the lectures, labs, and notebooks are similar to the previous edition, nevertheless, some are brand new. I will try to make clear which is which.

Legend: 🖥 slides, 📝 notes, 📓 Jupyter notebook, 🎥 YouTube video.

Theme 1: Introduction

Theme 2: Parameters sharing

Theme 3: Energy based models, foundations

Theme 4: Energy based models, advanced

Theme 5: Associative memories

Theme 6: Graphs

Theme 7: Control

  1. Planning and control 🎥 🖥
  2. The Truck Backer-Upper 🎥 🖥 📓
  3. Prediction and Planning Under Uncertainty 🎥 🖥

Theme 8: Optimisation

Miscellaneous