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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)

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

13:15-15:00

Q33

Lecture 4: Markov Models and Hidden Markov Models

Jens Lagergren

Murphy Chapter 17 (17.3-17.5, 17.6.6)

Thu 13 Nov

13:15-15:00

E2

Lecture 5: Cont. HMM & Undirected Graphical Models

Jens Lagergren

Murphy Chapter 19 (19.1-19.3, 19.4.1, 19.4.3)

Tue 18 Nov

15:15-17:00

Q33

Exercise 2: Lectures 4 and 5

Jens Lagergren

Tue 28 Nov

Book a time for presentation Assignment 1

Wed 19 Nov

13:15-15:00

Q36

Lecture 6: Regression (src)

Carl Henrik Ek

Murphy Chapter 2, 5, 14

Fri 21 Nov

15:15-17:00

Q31

Exercise 3: Lecture 6 (pdf) (derivations)

Carl Henrik Ek

Tue 25 Nov

08:15-10:00

E2

 Lecture 7: Gaussian Processes (src)

Carl Henrik Ek

Murphy Chapter 1, 7, 15

Thu 27 Nov

13:15-15:00

E2

Lecture 8: Learning Representations
Carl Henrik Ek
Murphy Chapter 1, 12, 15 

Fri 28 Nov

15:15-17:00

Q31

Exercise 4: Lectures 7 and 8

Carl Henrik Ek

Mon 1 Dec

10:15-12:00

Q34

Lecture 9: Hierarchical Models

Carl Henrik Ek

Murphy Chapter 16.5, 28

Mon 1 Dec

12:10-15:00

525, Teknikringen 14, floor 5

Help session

Carl Henrik Ek

Tue 2 Dec

08:00-11:00

525, Teknikringen 14, floor 5

Help session

Carl Henrik Ek

Wed 3 Dec Book a time for presentation Assignment 2

Wed 10 Dec

15:15-17:00

Q31

Lecture 10: Sampled and Ensemble Models

Hedvig Kjellström

Murphy Chapter 16.1-16.4

Murphy Chapter 23.1-23.5

Murphy Chapter 1.4.2, Everson and Fieldsend Section 1


Mon 15 Dec

10:15-12:00

Q31

Lecture 11: Topic Models

Hedvig Kjellström

Murphy Chapter 2.3.2, 2.5.4, 10.4.1, 27.1-27.3

If necessary, repeat Murphy Chapter 10!

Tue 16 Dec

08:15-10:00

Q31

Exercise 5: Lectures 10 and 11

Hedvig Kjellström
Wed 17 Dec Assignment 3

Wed 17 Dec

15:15-17:00

Q31

Lecture 12: Method and Model Selection

Hedvig Kjellström

Murphy Chapter 1, 5.3, 8.6, MacKay, Snoek et al. Project, early group

Mon 19 Jan

9:00-12:00

V3

Project