Machine learning - Bayesian learning

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  • เผยแพร่เมื่อ 17 พ.ย. 2024
  • Bayesian learning for linear models
    Slides available at: www.cs.ubc.ca/~...
    Course taught in 2013 at UBC by Nando de Freitas

ความคิดเห็น • 15

  • @turkey343434
    @turkey343434 5 ปีที่แล้ว +10

    Bayesian Learning starts at 20:51

  • @ghazifelhi5855
    @ghazifelhi5855 8 ปีที่แล้ว +1

    Thank you for the course Professor Nando.
    The corresponding homework also seems very educational. Can you please provide us with a link ?

  • @Mozej1988
    @Mozej1988 10 ปีที่แล้ว

    But I think that in probabilistic considerations about bayes rule, the another assumption must be given, because if AB is an empty set, then P(A|B) is always equal to zero, so the integral int(P(A|B)dA also must be zero. Moreover - AB could be also a set of the zero measure - then we need another derivations.

    • @RelatedGiraffe
      @RelatedGiraffe 10 ปีที่แล้ว +1

      What does P(A|B) mean if AB is an empty set?

  • @truongdang8790
    @truongdang8790 ปีที่แล้ว

    Amazing example!

  • @LunnarisLP
    @LunnarisLP 6 ปีที่แล้ว +1

    It's really funny to me, that I never really learned completing the square, but rather just the formula to solve quadratic funktion and was told to learn it by heart which never stopped I guess (writing bachelor thesis in cs soon). Like how can our education system (germany) not teach me that lol. thats just mind blowing

  • @SY-me5rk
    @SY-me5rk 7 ปีที่แล้ว

    35:30 God tier explanation, ty

  • @mollyzhou8359
    @mollyzhou8359 6 ปีที่แล้ว +4

    Does anyone know what was the book he recommended for this class? I couldn't hear the name of the author clearly.

    • @Romis008
      @Romis008 6 ปีที่แล้ว +1

      www.inference.org.uk/itprnn/book.pdf

    • @Teja26051995
      @Teja26051995 6 ปีที่แล้ว +2

      Machine Learning by Kevin Murphy. MIT Press. www.cs.ubc.ca/~murphyk/MLbook/index.html Mentioned at
      about 8:53

  • @valentinstefanov489
    @valentinstefanov489 7 ปีที่แล้ว +2

    Great man!

  • @rajupowers
    @rajupowers 5 ปีที่แล้ว +1

    Start @15:00

  • @subashchandrapakhrin3537
    @subashchandrapakhrin3537 7 ปีที่แล้ว

    thanks

  • @lradhakrishnarao902
    @lradhakrishnarao902 7 ปีที่แล้ว

    Why are we not writing P(Y|XTHERE,SIGMA) instead of P(Y|X,THETA,SIGMA). X and theta would be multplited