Icef-dse-2024-fall: различия между версиями
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Bdemeshev (обсуждение | вклад) Нет описания правки |
Bdemeshev (обсуждение | вклад) Нет описания правки |
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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 | * Cristopher Olah, Visual Information Theory, https://colah.github.io/posts/2015-09-Visual-Information/ | ||
https://colah.github.io/posts/2015-09-Visual-Information/ | |||
* 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]. | * Artem Kirsanov, Key equation behind probability, [https://www.youtube.com/watch?v=KHVR587oW8I youtube]. | ||
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 от 07:16, 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.
- Cristopher Olah, Visual Information Theory, https://colah.github.io/posts/2015-09-Visual-Information/
- 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.