Course: 2022-23: Υπολογιστική Στατιστική (μεταπτυχιακό)

Weekly outline

General

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- $forum icon$
  
  Forum
  
  Announcements Forum
6 February - 12 February
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  File
  
  Lecture 1 - Introduction + Probability Recap File
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  File
  
  Notes on σ-fields File
13 February - 19 February
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  File
  
  Lecture_2_Random_Variables File
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  File
  
  Probability Cheatsheet File
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  File
  
  Lecture 3 - Continuous RVs + Limit Theorems File
20 February - 26 February
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  File
  
  Lecture 4 - Bayesian Estimation File
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  File
  
  Lecture 5 - Frequentist Estimation / Directed PGMs File
27 February - 5 March
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  File
  
  Lecture 6 - DAGs, d-separation File
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  Book
  
  Probabilistic Graphical Models book
6 March - 12 March
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  File
  
  Lecture 7 - DAGs pt.2 File
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  File
  
  Naive Bayes File
13 March - 19 March
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  File
  
  Lecture 9 - Undirected Graphical Models File
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  Folder
  
  Papers Folder
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  File
  
  Lecture 10 - Variable Elimination File
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  File
  
  Homework 1 File
20 March - 26 March
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  File
  
  Lecture 11 - VE complexity, Message Passing File
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  File
  
  Lecture 12 - Belief Propagation File
27 March - 2 April
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  File
  
  Lecture 13 - Sampling File
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  File
  
  Lecture 14 - MCMC File
3 April - 9 April
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  File
  
  Lecture 15 - Metropolis/Hastings, Learning Parameters File
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  Assignment
  
  Homework 1 Assignment
  
  Opened: Tuesday, 4 April 2023, 12:00 AM
  
  Due: Sunday, 9 April 2023, 11:59 PM
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  File
  
  Lecture 16 - Structure Learning File
10 April - 16 April
17 April - 23 April
24 April - 30 April
1 May - 7 May
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  File
  
  Lecture 17 - Structure Learning, Causality File
8 May - 14 May
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  File
  
  Lecture 19 - EM File
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  Assignment
  
  Homework 2 Assignment
  
  Opened: Monday, 8 May 2023, 12:00 AM
  
  Due: Thursday, 15 June 2023, 12:00 AM
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  File
  
  Summary of the material File
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  Choice
  
  Are you available on Monday, 2pm-5pm? Choice
15 May - 21 May
22 May - 28 May

Weekly outline

General

6 February - 12 February

13 February - 19 February

20 February - 26 February

27 February - 5 March

6 March - 12 March

13 March - 19 March

20 March - 26 March

27 March - 2 April

3 April - 9 April

10 April - 16 April

17 April - 23 April

24 April - 30 April

1 May - 7 May

8 May - 14 May

15 May - 21 May

22 May - 28 May