Schedule and course plan

SUBJECT TO CHANGE, NEW PAGES FINISHED BEFORE OCTOBER 1. Period 2 Where and when Activity Reading Examination Tue 3 Nov

10:15-12:00

Q36TBD

Lecture 1: Introduction

Hedvig Kjellström

Bishop Chapter 1 Wed 4 Nov1¶

Bishop 2, use as a math reference all through the course¶

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Wed 4 Nov¶

10.15-12.00¶

TBD

Lecture 2: Regression

Carl Henrik Ek

Bishop 6.4 Thu 5 Nov

Exercise 1:13.15-15.00¶

TBD¶

Lecture 3: Gaussian Processes

Carl Henrik Ek

Bishop 6.4 Fri 6 Nov

15.15-17.00¶

TBD¶

Exercise 1: Lecture 3:s 2-3

Carl Henrik Ek

Wed 11 Nov

Lecture 4:10.15-12.00¶

V3¶

Lecture 4: Representation Learning

Carl Henrik Ek

Bishop 12.2, 12.4 Thu 12 Nov

Lecture 5:¶ Carl Henrik Ek¶ Fri 13 Nov¶ Exercise 2-3:¶ Carl Henrik Ek¶ Tue 17 Nov¶ Lecture 6:13.15-15.00¶

TBD¶

Lecture 5: Approximate Inference¶

Carl Henrik Ek¶

Bishop 6.4.6, 10.1, 10.2¶

Bishop 10.3, optional¶

Fri 13 Nov¶

15.15-19.00¶

TBD¶

Exercise 2-3: Lectures 4-5, Assignment 1¶

Carl Henrik Ek¶

Tue 17 Nov¶

10.15-12.00¶

D3¶

Lecture 6: Graphical Models

Jens Lagergren

Bishop 8.1-8.3 Wed 18 Nov

Lecture 7:¶ Jens Lagergren¶ Fri 20 Nov¶ ¶ Book chapters, slides from Lectures 2-5 Assignment 1 Tue 24 Nov¶ Lecture 8:10.15-12.00¶

V22¶

Lecture 7: Graphical Models contd, Hidden Markov Models¶

Jens Lagergren¶

Bishop 13.1, 13.2 Thu 19 Nov¶

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Hand-in 12.00 NOON¶

Selected oral assessments during Friday 20 nov (see Assignments)¶

Results on Monday 23 nov¶

Reading, slides from Lectures 2-5 Assignment 1 Tue 24 Nov¶

10.15-12.00¶

TBD¶

Lecture 8: Expectation-Maximization Applied to Hidden Markov Models

Jens Lagergren

Bishop 9.1-9.3 Wed 25 Nov

Lecture 9:¶ Jens Lagergren¶ Thu 26 Nov¶ Exercise 4:¶ Jens Lagergren Fri 27 Nov¶ Lecture 10:¶ Hedvig Kjellström¶ Tue 1 Dec¶ Lecture 11:¶ Hedvig Kjellström¶ Wed 2 Dec10.15-12.00¶

Q34¶

Lecture 9: Expectation-Maximization contd¶

Jens Lagergren¶

Thu 26 Nov¶

13.15-15.00¶

V33¶

Exercise 4: Lectures 6-9¶

Jens Lagergren Fri 27 Nov¶

15.15-17.00¶

Q31¶

Lecture 10: Non-linear and Discrete Latent Variable Models¶

Hedvig Kjellström¶

Bishop 4.5, 12.4.1¶

Hyvärinen and Oja 1-3, 4.1-4.2, 6.1-6.2¶

Tue 1 Dec¶

10.15-12.00¶

V32¶

Lecture 11: Bag of Words, Topic Models¶

Hedvig Kjellström¶

Bishop 8.2.2¶

Blei and Lafferty¶

Wed 2 Dec¶

10.15-12.00¶

L52

Exercise 5: Lectures 10-11

Hedvig Kjellström

Thu 3 Dec¶

13.15-15.00¶

L51¶

Lecture 12: Sampling

Hedvig Kjellström

Bishop 11.1-11.4 Fri 4 Dec

Lecture 13:15.15-17.00¶

Lecture 13: The Structure of a Scientific Paper

Hedvig Kjellström

Allen¶

PAPER TBD¶

Tue 15 Dec

Exercise 6:¶ Hedvig Kjellström¶ Thu10.15-12.00¶

TBD¶

Exercise 6: Lecture 12, Assignment 2¶

Hedvig Kjellström¶

Wed 16 Dec Hand-in 12.00 NOON¶

Selected oral assessments during Thursday 17 Ddec Book chapters(see Assignments)¶

Results on Friday 18 dec¶

Reading, slides from Lectures 6-12 Assignment 2 Mon 18 Jan

14.00-18.00¶

TBD¶

Hand-in 12.00 NOON¶

Oral project presentations, 10 min per project group, schedule TBD¶

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Papers, slides from Lecture 13 Project ¶