Notes, Slides and Demos for COMP6237 2023-24
Zhiwu’s parts of the course will be taught through lectures and demonstrations, based on Jon Hare’s and Jo Grundy’s lectures and demonstrations written for the course in previous years. Their demonstrations, lecture slides, and videos are available here. Please note that video recordings are not provided for all lectures. This is due to either technical issues or our desire to encourage greater in-person attendance.
| Date | Title | Slides | Handouts | Code | Video |
|---|---|---|---|---|---|
| 29/01/24 | Introduction to Data Mining | – | – | Video | |
| 01/02/24 | Linear Regression | – | – | Video | |
| 02/02/24 | Linear Regression | – | – | – | Video |
| 06/02/24 | Problem sets | – | Solutions | – | – |
| 08/02/24 | Logistic Regression | – | – | Video | |
| 09/02/24 | Logistic Regression | – | – | – | Video |
| 19/02/24 | Problem Sets | – | Solutions | – | – |
| 20/02/24 | Information Theory | – | – | – | |
| 22/02/24 | Information Theory | Solutions | – | – | |
| 26/02/24 | Making Recommendations | – | git | – | |
| 27/02/24 | Discovering Groups | – | git | Video | |
| 29/02/24 | Covariance, EVD, PCA & SVD | – | git | Video | |
| 04/03/24 | Embedding Data | – | git | Video | |
| 05/03/24 | Searching and Ranking | – | git | Video | |
| 07/03/24 | Document Filtering | – | git | Video | |
| 11/03/24 | Modelling with Decision Trees | – | git | Video | |
| 12/03/24 | Nearest Neighbours | – | git | Video | |
| 14/03/24 | Market Basket Analysis | – | git | Video | |
| 22/04/24 | Semantic Spaces | – | git | Video | |
| 23/04/24 | Finding Independent Features, Topic Modelling | – | git | – | |
| 25/04/24 | Outlier Detection | – | git | Video | |
| 14/05/24 | Exam Prep and Q&A | – | Exercises | – | – |