Week 06: Feb 20-27

Interactive session, Monday Feb. 27

• Quiz

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:

• Geometry and Linear Algebra for IN3050/IN4050

Slides

Video recordings:

1. Vectors
2. Matrices

Weekly exercises

• Exercise set
• Solutions