Schedule

DRPS Timetable

Week 1

Introduction to ML: Playlist • Slides • Handout

Introduction to Classification: Playlist • Slides • Handout

19 Sep

Q&A Session (17:10 @ AT Lecture Theatre 1): Slides

Week 2

Naive Bayes Classification: Playlist • Slides • Handout

Logistic Regression: Playlist • Slides • Handout

26 Sep

Q&A ~~Session~~ - No Q&A session this week due to UCU action.

Lab 0 Introduction to Python and ML ~~(Drop-in)~~ - No drop-in labs this week due to UCU action.: Notebook • Solution

Week 3

Linear Regression: Playlist • Slides • Handout

Decision Trees: Playlist • Slides • Handout

02 Oct

Q&A Session (15:10 @ AT Lecture Theatre 1) - Note Monday, this week only.: 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 Released

10 Oct

Q&A Session (16:10 @ AT Lecture Theatre 2): Slides

Tutorial 1 Classification and Naive Bayes: Problem Sheet • Solution

Week 5

Optimisation: Playlist • Slides • Handout

Generalisation: Playlist • Slides • Handout

17 Oct

Q&A Session (16:10 @ AT Lecture Theatre 2): Slides

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

Week 6

Evaluation: Playlist • Slides • Handout

Model Selection: Playlist • Slides • Handout

24 Oct

Q&A Session (16:10 @ AT Lecture Theatre 2): Slides

Tutorial 2 Optimization and Logistic Regression: Problem Sheet • Solution

Week 7

Clustering: Playlist • Slides • Handout

Non-Linear Dimensionality Reduction: Playlist • Slides • Handout

31 Oct

Q&A Session (16:10 @ AT Lecture Theatre 2): Slides

Lab 3 Evaluation: Notebook • Solution

01 Nov

CW 1 Progress report due — Wed 01 Nov, 5pm: Form

03 Nov

CW 1 Progress feedback — Fri 03 Nov, 2-5pm AT 5.04

Week 8

Recommender Systems: Playlist • Slides • Handout

Neural Networks: Playlist • Slides • Handout

07 Nov

Q&A Session (16:10 @ AT Lecture Theatre 2): Slides

Tutorial 3 Model Selection: Problem Sheet • Solution

Week 9

Ethics and Fairness: Playlist • Slides • Handout

Further Topics: Playlist • Slides • Handout

14 Nov

Q&A Session (16:10 @ AT Lecture Theatre 2): Slides

Lab 4 Neural Networks: Notebook • Solution

Week 10

21 Nov

Q&A Session (16:10 @ AT Lecture Theatre 2): Slides

23 Nov

CW 1 Due — Thu 23 Nov, 12pm

Tutorial 4 Ethics and Fairness: Problem Sheet • Solution