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_course.yml
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_course.yml
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schedule:
- week: "1 (Feb 28)"
topic: "Introduction to statistical learning"
readings: "Chapter 2"
assessment: ""
- week: "2 (Mar 7)"
topic: "Regression methods"
readings: "Chapters 3 and 7"
assessment: ""
- week: "3 (Mar 14)"
topic: "Categorical response regression and resampling methods"
readings: "Chapters 4 and 5"
assessment: ""
- week: "4 (Mar 21)"
topic: "Dimension reduction"
readings: "Chapters 4.4, 12.2 (optional: 6.3)"
assessment: "Assignment 1 due"
- week: "5 (Mar 28)"
topic: "Visualising high dimensions"
readings: "Familiarise yourself with the R package, tourr, and read the material on high-d visualisation available on moodle"
assessment: ""
- week: "6 (Apr 4)"
topic: "Classification and regression trees"
readings: "Chapter 8.1"
assessment: ""
- week: "7 (Apr 11)"
topic: "Random forests, and support vector machines"
readings: "Chapter 8.2, and 9.1-9.3"
assessment: "Assignment 2 due"
- week: "8 (Apr 25)"
topic: "Neural networks and regularisation"
readings: "Chapter 10.1-10.3, 10.7 + Chapter 6.1-6.2"
assessment: ""
- week: "9 (May 2)"
topic: "Model assessment"
readings: "Chapter 9.6.3"
assessment: "Assignment 3 due"
- week: "10 (May 9)"
topic: "Unsupervised classification"
readings: "Chapter 12.4.1-2"
assessment: ""
- week: "11 (May 16)"
topic: "Unsupervised classification"
readings: "Chapter 22 of [Hands-On Machine Learning with R](https://bradleyboehmke.github.io/HOML/)"
assessment: "Project due"
- week: "12 (May 23)"
topic: "Kaggle challenge discussion and presentations"
readings: ""
assessment: ""
assessments:
assignment1:
weight: 10
due_date: "Week 4"
release_date: "Week 2"
assignment2:
weight: 10
due_date: "Week 7"
release_date: "Week 5"
assignment3:
weight: 10
due_date: "Week 9"
release_date: "Week 7"
project:
weight: 11
due_date: "Week 11"
release_date: "Week 9"
quizzes:
weight: 5
due_date: "weekly"
release_date: "weekly"
final exam:
weight: 60
due_date: "available when schedule is released"
team:
- name: Di Cook (Chief Examiner)
role: lecturer
consult: Thu 10:30-11:30 on zoom
- name: Weihao (Patrick) Li
role: tutor
consult: Tue 2:00-3:00 Menzies 1106
- name: Harriet Mason
role: tutor
consult: Wed 11:30-12:30 on zoom
- name: Brenwin Ang
role: tutor
consult: Thu 12:30-2:00 Menzies 1106
- name: Brendi Ang
role: tutor
consult: Fri 10:00-11:30 on zoom