CS480/680 Lecture 23: Normalizing flows (Priyank Jaini)

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  • Опубліковано 17 гру 2024

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  • @maurocamaraescudero1062
    @maurocamaraescudero1062 4 роки тому +16

    27:12 Autoregressive Flows (AR)
    29:56 AR with Gaussian Conditionals
    33:49 Masked Autoregressive Flows (MAF)
    37:15 Real-NVP
    40:12 Real-NVP (for real this time)
    41:25 Neural Autoregressive Flows (NAF)
    43:37 Sum-of-Squares Polynomial Flows (SOS)
    47:35 Glow: invertible 1x1 convolutions
    59:40 The catch of normalizing flows

  • @mohannadbarakat5885
    @mohannadbarakat5885 3 роки тому +6

    For me, this is the best lecture on the hole internet about Normalizing flows, Thanks a lot

  • @lordnaive
    @lordnaive 4 роки тому +4

    Slides: cs.uwaterloo.ca/~ppoupart/teaching/cs480-spring19/slides/cs480-lecture23.pdf

  • @mananlalit
    @mananlalit 4 роки тому +19

    (3:38) "of course, this does not apply to Keanu Reeves" :D

  • @josephedappully1482
    @josephedappully1482 5 років тому +10

    What a great lecture! Thank you for publishing this.

  • @sulaimanalmani
    @sulaimanalmani 4 роки тому +3

    Great lecture!

  • @arghya995
    @arghya995 5 років тому +2

    Awesome lecture Priyan.!

  • @smjain11
    @smjain11 2 роки тому

    in simple words. Fantaaaaaaastic

  • @aniwatpha
    @aniwatpha 5 років тому +2

    it is good explanation lecture. Thank you

  • @chandan_prabhakar
    @chandan_prabhakar 4 роки тому

    objective function 25:55

  • @lorenzoservadei5324
    @lorenzoservadei5324 4 роки тому +2

    Thank you very much for providing this great lecture. Just a note: in the slide title, it is "conservation of probability mass", not "conversation of.."

  • @deepbayes6808
    @deepbayes6808 4 роки тому +2

    excellent, thanks!

  • @ashrafulislam8374
    @ashrafulislam8374 5 років тому +1

    Wonderful lecture. Thanks much.

  • @matthewpublikum3114
    @matthewpublikum3114 Рік тому

    How do you tell what the latent space encodes for?

  • @TheArmourflame
    @TheArmourflame 2 роки тому

    Great lecture! Thanks

  • @Rajkumar963hz
    @Rajkumar963hz Рік тому

    can anyone tell me from where to start a gaussian distribution or x distribution

  • @sonalgarg9323
    @sonalgarg9323 4 роки тому +2

    very good explanation, where can i get slides of this lecture?

    • @sonalgarg9323
      @sonalgarg9323 4 роки тому +9

      got it! cs.uwaterloo.ca/~ppoupart/teaching/cs480-spring19/slides/cs480-lecture23.pdf

  • @umairalvi7382
    @umairalvi7382 4 роки тому +1

    On this channel this video has highest views and i am pretty sure this is because of indian name(priyank jaini).
    India has totally overflowed the amount of engineers it produces every year.

  • @brycejohnson9291
    @brycejohnson9291 4 роки тому +1

    not even a chuckle for the keuana reeves reference!!

  • @fairuzshadmanishishir8171
    @fairuzshadmanishishir8171 4 роки тому

    graduate or undergraduate course?