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.
- Introduction
- Linear Regression
- Regularisation
- Classification
- Feedforward Neural Networks
- Training Neural Networks
- Optimisation Algorithms and Regularisation
- Convolutional Neural Networks
- Clustering
- Dimensionality Reduction
- Autoencoders
- Sequences and Attention Mechanisms
- Numerical Summaries of Data
This work is licensed under a Attribution-NonCommercial-ShareAlike 4.0 International License.