CAB420 - Machine Learning

Dr Simon Denman

Semester 1, 2024

---

Downloads

Lecture notes download: CAB420 Lecture Notes PDF

Exam notes download: CAB420 Exam Notes PDF

---

This repository provides lecture notes and exam notes for CAB420 - Machine Learning.

The contents of the lecture notes are described below.

---

Contents

1. Introduction

2. Linear Regression

3. Regularisation

4. Classification

5. Feedforward Neural Networks

6. Training Neural Networks

7. Optimisation Algorithms and Regularisation

8. Convolutional Neural Networks

9. Clustering

10. Dimensionality Reduction

11. Autoencoders

12. Sequences and Attention Mechanisms

13. Numerical Summaries of Data

---

This work is licensed under a Attribution-NonCommercial-ShareAlike 4.0 International License.