Icef-dse-2024-fall — различия между версиями

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2024-09-05, lecture 1: Entropy, conditional entropy, joint entropy, mutual information, cross-entropy.  
 
2024-09-05, lecture 1: Entropy, conditional entropy, joint entropy, mutual information, cross-entropy.  
  
* Cristopher Olah, Visual Information Theory  
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* Cristopher Olah, Visual Information Theory, https://colah.github.io/posts/2015-09-Visual-Information/
https://colah.github.io/posts/2015-09-Visual-Information/
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* Grand Sanderson, Solving Wordle using information theory, [https://www.youtube.com/watch?v=v68zYyaEmEA youtube].
 
* Grand Sanderson, Solving Wordle using information theory, [https://www.youtube.com/watch?v=v68zYyaEmEA youtube].
  
* Artem Kirsanov, Key equation behind probability, [https://www.youtube.com/watch?v=KHVR587oW8I youtube].
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* Artem Kirsanov, Key equation behind probability, [https://www.youtube.com/watch?v=KHVR587oW8I youtube].  
 
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Be careful, Artem uses notation H(P, Q) for Cross entropy (we use CE(P||Q)).
 
Be careful, Artem uses notation H(P, Q) for Cross entropy (we use CE(P||Q)).
  

Версия 10:16, 6 сентября 2024

General course info

Fall grade = 0.2 Small HAs + 0.2 Group project + 0.3 Midterm + 0.3 Final

We expect 3 practice HA and 3 theory HA.

Lecturer: Boris Demeshev

Class teachers: Yana Khassan, Shuana Pirbudagova

Lecture video recordings

Telegram group

Log Book or Tentative Plan

2024-09-05, lecture 1: Entropy, conditional entropy, joint entropy, mutual information, cross-entropy.

  • Grand Sanderson, Solving Wordle using information theory, youtube.
  • Artem Kirsanov, Key equation behind probability, youtube.

Be careful, Artem uses notation H(P, Q) for Cross entropy (we use CE(P||Q)).

  • Конспект аналогичной лекции на фкн на русском.

Past courses

Fall 2023

Fall 2022