MLT, Week-4, Live Coding

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  • Published on:  Sunday, October 2, 2022
  • This video discusses the following concepts using colabs:

    (1) Sampling from distributions:
    - Bernoulli
    - Categorical
    - Gaussian
    - GMM
    (2) MLE
    (3) Beta distribution
    (4) EM

    Skip: 00:00 - 2:56
    RNG and Sampling from Bernoulli: 2:56 - 25:12
    Sampling from Categorical: 25:12 - 35:10
    Sampling from Gaussian: 35:10 - 43:40
    Beta distribution: 43:40 - 1:02:43
    GMM: 1:02:43 - 1:15:13
    EM algorithm: 1:15:13 - 1:23:22
    E-step: 1:23:22 - 1:43:04
    M-step: 1:43:04 - 1:54:27
    Coding EM: 1:54:27 - 2:01:48
    Hard clustering: 2:01:48 - 2:12:09
  • Source: https://youtu.be/gguG8prbVWo
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