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Schedule

DRPS Timetable

Week 1

 
Introduction to ML
Playlist  •  Slides  •  Handout
 
Introduction to Classification
Playlist  •  Slides  •  Handout
16 Sep
Q&A Session (16:10 @ AT - Lecture Theatre 4)
Slides

Week 2

 
Naive Bayes Classification
Playlist  •  Slides  •  Handout
 
Logistic Regression
Playlist  •  Slides  •  Handout
23 Sep
Q&A Session (16:10 @ AT - Lecture Theatre 4)
Slides
 
Lab 0 Introduction to Python and ML
Notebook  •  Solution

Week 3

 
Linear Regression
Playlist  •  Slides  •  Handout
 
Decision Trees
Playlist  •  Slides  •  Handout
30 Sep
Q&A Session (16:10 @ AT - Lecture Theatre 4)
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 @ 40 AT - Lecture Theatre 5)
Slides
 
Tutorial 1 Classification and Naive Bayes
Problem Sheet  •  Solution

Week 5

 
Optimisation
Playlist  •  Slides  •  Handout
 
Generalisation
Playlist  •  Slides  •  Handout
14 Oct
Q&A Session (16:10 @ 40 George Sq., Lecture Theatre A)
Slides
 
Lab 2 Exploratory Data Analysis, Visualisation, and PCA
Notebook  •  Solution

Week 6

 
Evaluation
Playlist  •  Slides  •  Handout
 
Model Selection
Playlist  •  Slides  •  Handout
21 Oct
Q&A Session (16:10 @ 40 George Sq., Lecture Theatre A)
Slides
 
Tutorial 2 Optimization and Logistic Regression
Problem Sheet  •  Solution

Week 7

 
Clustering
Playlist  •  Slides  •  Handout
 
Non-Linear Dimensionality Reduction
Playlist  •  Slides  •  Handout
28 Oct
Q&A Session (16:10 @ 40 George Sq., Lecture Theatre A)
Slides
 
Lab 3 Evaluation
Notebook  •  Solution
29 Oct
CW 1 Progress report due Wed 29 Oct, 5pm
Form
31 Oct
CW 1 Progress feedback Fri 31 Oct, 1-4pm AT 5.04
 

Week 8

 
Recommender Systems
Playlist  •  Slides  •  Handout
 
Neural Networks
Playlist  •  Slides  •  Handout
04 Nov
Q&A Session (16:10 @ 40 George Sq., Lecture Theatre A)
Slides
 
Tutorial 3 Model Selection
Problem Sheet

Week 9

 
Ethics and Fairness
 
 
Further Topics
 
11 Nov
Q&A Session (16:10 @ 40 George Sq., Lecture Theatre A)
 
 
Lab 4 Neural Networks
Notebook

Week 10

18 Nov
Q&A Session (16:10 @ 40 George Sq., Lecture Theatre A)
 
20 Nov
CW 1 Due
 
 
Tutorial 4 Ethics and Fairness