Representation Learning: Part 1

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  • Опубліковано 19 лис 2024

КОМЕНТАРІ • 17

  • @visheshphutela
    @visheshphutela Рік тому +6

    Piece of art!!

  • @Dexter4o4
    @Dexter4o4 10 місяців тому +1

    🎯 Key Takeaways for quick navigation:
    00:00: 🧠 *Intro to mathematical foundations in ML, emphasizing unsupervised learning and representation learning.*
    04:01: 🗂️ *"Comprehension is compression": Learning involves compressing information for key aspects.*
    09:48: 🔄 *Use of representative points and coefficients for significant dataset compression.*
    15:23: 🔄 *Flexibility in choosing representative vectors along a line for robust compression.*
    21:26: ⚖️ *Trade-off between compression and exact reconstruction, introducing the concept of proxy points.*
    23:51: 📏 *Determining proxy points by projecting data points onto a line to minimize distances.*

  • @abhimanyusandeepgaur1081
    @abhimanyusandeepgaur1081 Рік тому +3

    Really liked the Professor 🙂

  • @UDAYKUMARK-d7m
    @UDAYKUMARK-d7m 4 місяці тому

    way of teaching is excellent.

  • @vatg2001
    @vatg2001 Рік тому +3

    Wow what a lecture

  • @abineshs3149
    @abineshs3149 2 роки тому +3

    Great Representation

  • @satadruspersonal5717
    @satadruspersonal5717 2 роки тому +4

    a joy to wtch

  • @GyanPrakash-c7c
    @GyanPrakash-c7c 2 місяці тому

    Amazing explanation

  • @wbrucebale
    @wbrucebale 9 місяців тому

    amazing

  • @Ashish-sp4hw
    @Ashish-sp4hw 5 місяців тому +2

    At the end of the lecture, C* = x1w1 + x2w2 = xT.w right? But you have written xT.w.w

  • @sayanghosh6996
    @sayanghosh6996 11 місяців тому

    23:23 but wont we actually use a slightly different line from the blue line? unless our loss function is changed to be a boolean function like classification loss function then the optimal representation will never be exactly the blue line.

    • @rituparnodhar6265
      @rituparnodhar6265 3 місяці тому

      I think he was just building the intuition for projections. He'll eventually do that later?

  • @ksuryanarayana-o2e
    @ksuryanarayana-o2e 8 місяців тому

    how can get these lecture slides can someone tell me or if anyone already having please share with me

  • @hariompandey4364
    @hariompandey4364 3 місяці тому

    Mai week 1 lectures ko do mhine se dekh rha hu abhi tk ek bhi nhi smjh aa rha .. jbki maine linear algebra pdh rkhi hai..ur multivariable calculus bhi ...

  • @jaihananisperceptions2716
    @jaihananisperceptions2716 Рік тому +1

    Poetry

  • @hariompandey4364
    @hariompandey4364 3 місяці тому

    Jo ye pdha rhe hai sb isi me to explain nhi kr rhe prerequisite kya hai iski jbki maine mlf ke videos dekh rkhe hai dauda dauda k

  • @Mr.traveller1826
    @Mr.traveller1826 2 роки тому

    how i will register in it