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CAB420 - Machine Learning

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Last updated 2 hours ago

Dr Simon Denman

Semester 1, 2024


Downloads

Lecture notes download:

Exam notes download:


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 .

CAB420 Lecture Notes PDF
CAB420 Exam Notes PDF
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