MLT: Lectures

Lecture Recordings

All lecture recordings should be accessed via Learn; you will need to log in using your EASE account. (Learn provides you with access to any lecture recordings available for this course. You will need to select the "lecture recording" link once, before you can access any direct links to a lecture recording.)

Week 1 

• Slides: Introduction
• Book: Chapters 1 and 2.
• Lectures notes Chapter 1 (preliminaries) and 2(Introduction). 

Week 2

• Slides: PAC Learning
• Book: Chapters 3 and 4.

Week 3

• Slides:
  • Bias and VC dimension
  • Neural networks
• Book: Chapters 5 and 6

Week 4

• Slides: Optimization

Week 5

• Slides: More on Neural Networks and Non-Convex Optimisation

Week 6

• Slides: Privacy 1: Anonymity and differential privacy

Week 7

• Slides: Privacy 2: Differentially private ML

Week 8

• Slides: Fairness

Week: Revision

• Slides: In restricted folder with notes