Notes, Slides and Demos for COMP6237 2022-23
Jo’s parts of the course will be taught through lectures and demonstrations, based on Jon Hare’s lectures and demonstrations written for the course in previous years. Jon Hare’s demonstrations and lecture slides are available to download here. Shoaib’s resources will also be put here.
| Date | Title | Slides | Handouts | Code | Video |
|---|---|---|---|---|---|
| 30/01/23 | Introduction to Data Mining | – | – | – | |
| 02/02/23 | Linear Regression | – | – | Video | |
| 03/02/23 | Linear Regression | – | – | – | Video |
| 07/02/23 | Problem sets | Solutions | – | – | Video |
| 10/02/23 | Logistic Regression | – | – | Video | |
| 13/02/23 | Logistic Regression | – | – | – | Video |
| 14/02/23 | Problem Sets | Solutions | – | – | Video |
| 16/02/23 | Information Theory | – | – | Video | |
| 17/02/23 | Information Theory | Solutions | – | Video | |
| 24/02/23 | Making Recommendations | git | Video | ||
| 27/02/23 | Discovering Groups | git | Video | ||
| 28/02/23 | Covariance, EVD, PCA & SVD | git | Video | ||
| 02/03/23 | Embedding Data | git | Video | ||
| 06/03/23 | Searching and Ranking | git | Video | ||
| 07/03/23 | Document Filtering | git | Video | ||
| 09/03/23 | Modelling with Decision Trees | git | Video | ||
| 13/03/23 | Nearest Neighbours | git | Video | ||
| 14/03/23 | Market Basket Analysis | git | Video | ||
| 16/03/23 | Semantic Spaces | git | Video | ||
| 24/04/23 | Finding Independent Features, Topic Modelling | git | Video | ||
| 25/4/23 | Outlier Detection | git | Video | ||
| 19/5/22 | Exam Prep and Q&A | – | – | – |