Week 6: Feb 17-24

Interactive session, Thursday Feb. 24

Weekly lecture:

Readings:

  • Marsland, Machine Learning
    • Ch. 3 Neurons, Neural Networks, and Linear Discriminants
      • except the proof in sec. 3.4.1 The Perceptron Convergence Theorem

Slides

Video Recordings:

  1. Introduction
  2. Brain and the Perceptron
  3. The Perceptron Algorithm
  4. Linear Regression
  5. Gradient Descent

Background on Vectors and Matrices

Reading:

Slides

Video recordings:

  1. Vectors
  2. Matrices

Weekly exercises

 

Published Feb. 17, 2022 7:29 AM - Last modified Feb. 16, 2023 4:29 PM