Lectures

Here, you can find the recordings of the lecture videos.

• Lecture 0: Course Overview and Logistics
  Overview: In this lecture, we go through the course logistics.
  [link]
  

  Lecture Notes:

  • Chapter 0
• Lecture 1: Introduction and DL Components
  DL Components: This lecture gives a short motivating introduction to deep learning. We then go through a dummy example and learn the basic components of DL.
  [link]
  

  Lecture Notes:

  • Chapter 1 - Section 1
  • Chapter 1 - Section 2

  Further Reads:

  • Motivation: Chapter 1 - Section 1.1 of [BB]
  • Review on Linear Algebra: Chapter 2 of [GYC]
  • ML Components: Chapter 1 - Sections 1.2.1 to 1.2.4 of [BB]