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Schedule and course plan
Period 2 Where and when Activity Reading Examination Tue 3 Nov
10:15-12:00
M1
Lecture 1: Introduction
Hedvig Kjellström
Bishop 1
Bishop 2, use as a math reference all through the course
Wed 4 Nov
10.15-12.00
M1
Lecture 2: Regression
Python Code
Carl Henrik Ek
Bishop 6.4 Thu 5 Nov
13.15-15.00
M2
Lecture 3: Gaussian Processes
Carl Henrik Ek
Bishop 6.4 Fri 6 Nov
15.15-17.00
V1
Exercise 1: Derivations
Carl Henrik Ek
Wed 11 Nov
10.15-12.00
V3
Lecture 4: Representation Learning
Carl Henrik Ek
Bishop 12.2, 12.4 Thu 12 Nov
13.15-15.00
L1
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
V1
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
10.15-12.00
V22
Lecture 7: Graphical Models contd, Hidden Markov Models
Jens Lagergren
Bishop 13.1, 13.2.1, 13.2.2, 13.2.5, 13.2.6 Thu 19 Nov
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
V35
Lecture 8: Expectation-Maximization Applied to Hidden Markov Models
Jens Lagergren
Bishop 9.1-9.3 Wed 25 Nov
10.15-12.00
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
15.15-17.00
Q33
Lecture 13: The Structure of a Scientific Paper
Hedvig Kjellström
Allen
PAPER TBD
Tue 15 Dec
10.15-12.00
K2
Exercise 6: Lecture 12, Assignment 2
Hedvig Kjellström
Wed 16 Dec Hand-in 12.00 NOON
Selected oral assessments during Thursday 17 dec (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
Paper, slides from Lecture 13 Project