Channel Planning, Learning and Intelligent Decision Making 2020/21

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34:55
Extra lecture 2

Revisions

Francisco S. Melo

18/01/2021

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433


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37:09
Lecture 22

Multi-armed bandits

Francisco S. Melo

14-15/12/2020

Views

322


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25:22
Lecture 21

Weighted majority and Exponentially weighted...

Francisco S. Melo

10-11/12/2020

Views

314


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28:45
Lecture 20

Reinforcement learning - Policy-gradient methods

Francisco S. Melo

03-04/12/2020

Views

587


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36:01
Lecture 19

Reinforcement learning - Q-learning and SARSA

Francisco S. Melo

26-27/11/2020

Views

506


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30:17
Lecture 18

Reinforcement learning - TD-learning

Francisco S. Melo

26-27/11/2020

Views

525


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24:54
Lecture 17

Reinforcement learning - Model-based methods

Francisco S. Melo

19-20/11/2020

Views

652


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29:03
Lecture 16

Learning and decision making

Francisco S. Melo

16-17/11/2020

Views

468


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35:29
Lecture 15

Supervised learning - neural networks

Francisco S. Melo

12-13/11/2020

Views

335


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33:39
Lecture 13

Supervised learning - probabilistic approaches

Francisco S. Melo

5-6/11/2020

Views

417


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34:32
Lecture 14

Supervised learning - similarity-based approaches

Francisco S. Melo

9-10/11/2020

Views

458


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1:15:47
Lecture 12

Supervised learning - decision trees

Francisco S. Melo

2-3/11/2020

Views

604


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44:26
Extra lecture 1

Revisions

Francisco S. Melo

30.10.2020 14:13

Views

590


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40:17
Lecture 11

POMDPs (conc.)

Francisco S. Melo

29-30/10/2020

Views

424


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57:35
Lecture 10

POMDPs (cont.)

Francisco S. Melo

26-27/10/2020

Views

610


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46:58
Lecture 9

Partially observable Markov decision problems

Francisco S. Melo

22-23/10/2020

Views

526


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48:24
Lecture 8

Markov decision problems (conc.)

Francisco S. Melo

19-20/10/2020

Views

534


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50:50
Lecture 7

Markov decision problems (cont.)

Francisco S. Melo

15-16/10/2020

Views

536


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55:58
Lecture 6

Markov decision problems

Francisco S. Melo

12-13/10/2020

Views

639


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43:19
Lecture 5

Expected utility

Francisco S. Melo

08-09/10/2020

Views

437


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30:54
Lecture 4

Hidden Markov models (conclusion)

Francisco S. Melo

1-2/10/2020

Views

470


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34:37
Lecture 3

Hidden Markov models

Francisco S. Melo

28-29/09/2020

Views

555


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51:46
Lecture 2

Markov chains

Francisco S. Melo

24-25/09/2020

Views

739