Schedule

DRPS Timetable

Week 1

Introduction to ML: Playlist • Slides • Handout

Introduction to Classification: Playlist • Slides • Handout

17 Sep

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Week 2

Naive Bayes Classification: Playlist • Slides • Handout

Logistic Regression: Playlist • Slides • Handout

24 Sep

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Lab 0 Introduction to Python and ML: Notebook • Solution

Week 3

Linear Regression: Playlist • Slides • Handout

Decision Trees: Playlist • Slides • Handout

01 Oct

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Lab 1 Classification, Naive Bayes, and Logistic Regression: Notebook • Solution

Week 4

Representing Data: Playlist • Slides • Handout

Exploratory Data Analysis: Playlist • Slides • Handout

CW 1 Start

08 Oct

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Tutorial 1 Classification and Naive Bayes: Problem Sheet • Solution

Week 5

Optimisation: Playlist • Slides • Handout

Generalisation: Playlist • Slides • Handout

15 Oct

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Lab 2 Exploratory Data Analysis, Visualisation, and PCA: Notebook • Solution

Week 6

Evaluation: Playlist • Slides • Handout

Model Selection: Playlist • Slides • Handout

22 Oct

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Tutorial 2 Optimization and Logistic Regression: Problem Sheet • Solution

Week 7

Clustering: Playlist • Slides • Handout

Non-Linear Dimensionality Reduction: Playlist • Slides • Handout

29 Oct

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Lab 3 Evaluation: Notebook • Solution

30 Oct

CW 1 Progress report due — Wed 30 Oct, 5pm: Form

01 Nov

CW 1 Progress feedback — Fri 01 Nov, 1-3pm AT 5.04

Week 8

Recommender Systems: Playlist • Slides • Handout

Neural Networks: Playlist • Slides • Handout

05 Nov

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Tutorial 3 Model Selection: Problem Sheet • Solution

Week 9

Ethics and Fairness: Playlist • Slides • Handout

Further Topics: Playlist • Slides • Handout

12 Nov

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

Lab 4 Neural Networks: Notebook • Solution

Week 10

19 Nov

Q&A Session (16:10 @ 50 George Sq - G.03): Slides

21 Nov

CW 1 Due

Tutorial 4 Ethics and Fairness: Problem Sheet • Solution