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Schedule and course plan

Period 2

Where and when Activity Reading Examination

Tue 4 Nov

08:15-10:00

Q31

Lecture 1: Introduction

Hedvig Kjellström

Murphy Chapter 1

Wed 5 Nov

13:15-15:00

V32

Lecture 2: Graphical Models

Jens Lagergren

Murphy Chapter 10 (except 10.2.4, 10.2.5, 10.4),  26.3.1, 26.3.2

Thu 6 Nov

13:15-15:00

Q36

Lecture 3: Mixture Models and the EM Algorithm

Jens Lagergren

Murphy Chapter 11 (11.1, 11.2.1-11.2.3, 11.4-11.4.2.5, 11.4.2.8, 11.4.4, 11.4.7), 2.8.1, 2.8.2

Tue 11 Nov

13:15-15:00

E3

Exercise 1: Lectures 2 and 3

Jens Lagergren

Wed 12 Nov 13:00-15:00 Q33

Lecture 4: Markov Models and Hidden Markov Models

Jens Lagergren

Murphy Chapter 17 (17.3-17.5, 17.6.6)
Thu 13 Nov 13:00-15:00 E2

Lecture 5: Undirected Graphical Models

Jens Lagergren

Murphy Chapter 19 (19.1-19.3, 19.4.1, 19.4.3)
Tue 18 Nov 15:00-17:00 Q33

Exercise 2: Lectures 4 and 5

Jens Lagergren
Assignment 1
Wed 19 Nov 13:00-15:00 Q36

Lecture 6: Kernel Methods

Carl Henrik Ek

Murphy Chapter 14, 12, own material
Tue 25 Nov 08:00-10:00 E2

Lecture 7: Gaussian Process Regression

Carl Henrik Ek

Murphy Chapter 1, 7, 15, own material
Thu 27 Nov 13:00-15:00 E2

Exercise 3: Lectures 6 and 7

Carl Henrik Ek
Mon 1 Dec 10:00-12:00 Q34 Lecture 8: Neural Networks Murphy Chapter 16.5, 27, 28, papers
Wed 3 Dec 08:00-10:00 Q31 Lecture 9: Learning Representations Murphy Chapter 1, 16, 28, papers
Mon 8 Dec 10:00-12:00 V22

Exercise 4: Lectures 8 and 9

Carl Henrik Ek
Assignment 2
Wed 10 Dec 15:00-17:00 Q31

Lecture 10: Topic Models

Hedvig Kjellström

Murphy Chapter 10.4, 27, papers
Mon 15 Dec 10:00-12:00 Q31

Lecture 11: Practical Machine Learning

Hedvig Kjellström

papers
Tue 16 Dec 08:00-10:00 Q31

Exercise 5: Lectures 10 and 11

Hedvig Kjellström
Assignment 3
Wed 17 Dec 15:00-17:00 Q31

Lecture 12: Method and Model Selection

Hedvig Kjellström

Murphy Chapter 1 revisited, papers
Project