Lectures for COMP0088 Introduction to Machine Learning

This repository contains lecture materials for the COMP0088 Introduction to Machine Learning module for taught MSc students at UCL, delivered in Autumn 2024.

Pre-recorded lectures are hosted on the COMP0088 YouTube channel.

Don't forget to check out the colab repository for the weekly coding exercises.

Week 1: Introduction (30 September-4 October 2024)

• Lectures
• Slides (PDF, 23.5MB)
• Recap lecture slides (PDF, 22.3MB)

Week 2: Linear Models (7-11 October 2024)

• Lectures
• Slides (PDF, 12.2MB)
• Recap lecture slides (PDF, 8.5MB)

Week 3: Non-Parametric Models (14-18 October 2024)

• Lectures
• Slides (PDF, 5.4MB)
• Recap lecture slides (PDF, 18.9MB)

Week 4: Linear Models Revisited (21-25 October 2024)

• Lectures
• Slides (PDF, 12.5MB)
• Recap lecture slides (PDF, 10.6MB)

Week 5: Neural Networks (28 October-1 November 2024)

• Lectures
• Slides (PDF, 8MB)
• Recap lecture slides (PDF, 11.8MB)

Week 6: More Neural Networks (11-15 November 2024)

• Lectures
• Slides (PDF, 10.6MB)
• Recap lecture slides (PDF, 30.2MB)

Week 7: Clustering & Dimensionality Reduction (18-22 November 2024)

• Lectures
• Slides (PDF, 6.1MB)
• Recap lecture slides (PDF, 16.7MB)

Week 8: Mixture Models & Expectation-Maximisation (25-29 November 2024)

• Lectures
• Slides (PDF, 2.6MB)
• Recap lecture slides (PDF, 53.5MB)

Week 9: Deep Learning Applications (2-6 December 2024)

• Lectures
• Slides (PDF, 28MB)
• Recap lecture slides (PDF, 30MB)

Week 10: Fun & Games (9-13 December 2024)

• Lectures
• Slides (PDF, 7.1MB)
• Recap lecture slides (PDF, 39MB)

Feedback

Please post questions and comments to the COMP0088 Moodle forum or raise them during the Friday labs and lectures.