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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 |
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Wed 4 Nov 10.15-12.00 M1 |
Lecture 2: Regression Carl Henrik Ek |
Bishop 6.4 | |
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Thu 5 Nov 13.15-15.00 M2 |
Lecture 3: Gaussian Processes Carl Henrik Ek |
Bishop 6.4 | |
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Fri 6 Nov 15.15-17.00 V1 |
Exercise 1: Derivations Carl Henrik Ek |
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Wed 11 Nov 10.15-12.00 V3 |
Lecture 4: Representation Learning Carl Henrik Ek |
Bishop 12.2, 12.4 | |
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Thu 12 Nov 13.15-15.00 L1 |
Lecture 5: Approximative Inference Carl Henrik Ek |
Bishop 6.4.6, 10.1, 10.2 Bishop 10.3, optional |
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Fri 13 Nov 15.15-19.00 V1 |
Exercise 2-3: Variational Bayes Carl Henrik Ek |
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Tue 17 Nov 10.15-12.00 D3 |
Lecture 6: Graphical Models Jens Lagergren |
Bishop 8.1-8.3 | |
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Wed 18 Nov 10.15-12.00 V22 (small room) |
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 | |
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Thu 19 Nov |
Hand-in 12.00 NOON Results on Monday 23 nov |
Reading, slides from Lectures 2-5 | Assignment 1 |
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Tue 24 Nov 10.15-12.00 B1 |
Lecture 8: Expectation-Maximization Applied to Hidden Markov Models Jens Lagergren |
Bishop 9.1-9.3 | |
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Wed 25 Nov 10.15-12.00 E3 |
Lecture 9: Expectation-Maximization contd Jens Lagergren |
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Thu 26 Nov 13.15-15.00 B3 |
Exercise 4: Lectures 6-9 Jens Lagergren |
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Fri 27 Nov 15.15-17.00 E3 |
Lecture 10: Non-Gaussian and Discrete Latent Variable Models Hedvig Kjellström |
Bishop 8.2.2, 12.4.1 Hyvärinen and Oja |
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Tue 1 Dec 10.15-12.00 M2 |
Lecture 11: Bag of Words, Topic Models Hedvig Kjellström |
Blei and Lafferty |
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Wed 2 Dec 10.15-12.00 K2 |
Exercise 5: Probabilistic Independent Component Analysis Whiteboard photos: 1 2 3 4 5 6 7 Hedvig Kjellström |
Beckmann and Smith, optional |
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Thu 3 Dec 13.15-15.00 L51 (small room) |
Lecture 12: Sampling Hedvig Kjellström |
Bishop 11.1-11.3 Griffiths |
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Fri 4 Dec 15.15-17.00 E3 |
Lecture 13: The Structure of a Scientific Paper Hedvig Kjellström |
Allen Duvenaud et al. |
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Tue 8 Dec 12.00-13.00 Room 1448, Lindstedtsv 3 floor 4 |
Help session about Assignment 2, Task 2.1-2.4 Jens Lagergren |
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Tue 15 Dec 10.15-12.00 K2 |
Exercise 6: Lecture 12, Assignment 2 Hedvig Kjellström |
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| Wed 16 Dec |
Hand-in 12.00 NOON Results on Friday 18 dec |
Reading, slides from Lectures 6-12 | Assignment 2 |
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Mon 18 Jan 14.00-18.00 E52 (small room) |
Hand-in 12.00 NOON Oral project presentations, 10 min per project group, SCHEDULE TBD |
Paper, slides from Lecture 13 |
Project |
