Gilbert Strang: Singular Value Decomposition

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  • Опубликовано: 9 сен 2024

Комментарии • 50

  • @lexfridman
    @lexfridman  4 года назад +4

    Full episode with Gilbert Strang (Nov 2019): ruclips.net/video/lEZPfmGCEk0/видео.html
    New clips channel (Lex Clips): ruclips.net/user/lexclips
    Once it reaches 20,000 subscribers, I'll start posting the clips there instead.
    (more links below)
    For now, new full episodes are released once or twice a week and 1-2 new clips or a new non-podcast video is released on all other days.
    Podcast full episodes playlist:
    ruclips.net/p/PLrAXtmErZgOdP_8GztsuKi9nrraNbKKp4
    Podcasts clips playlist:
    ruclips.net/p/PLrAXtmErZgOeciFP3CBCIEElOJeitOr41
    Podcast website:
    lexfridman.com/ai
    Podcast on Apple Podcasts (iTunes):
    apple.co/2lwqZIr
    Podcast on Spotify:
    spoti.fi/2nEwCF8
    Podcast RSS:
    lexfridman.com/category/ai/feed/

  • @pycool7595
    @pycool7595 4 года назад +136

    Rotate, stretch, then rotate. Best one sentence explanation of SVD. Amazing, wow. I love professor Strang.

    • @Actanonverba01
      @Actanonverba01 4 года назад +3

      AGREED

    • @sauwurabh
      @sauwurabh 2 года назад +2

      got a presentation about svd today. I'll be ending my presentation with this line.

    • @ANunes06
      @ANunes06 Год назад +1

      Prof. Strang: "I don't really bother with trying to visualize it. I just go straight to 10 dimensions and everything still works fine."
      Also Prof. Strang: "SVD breaks a Matrix into three pieces. A Rotation, a Stretch and then a Rotation."
      What a legend.

  • @ozgegunaydin85
    @ozgegunaydin85 4 года назад +16

    i am a big fan of Gilbert Strang he tells us very very very clearly and pure! Thnxs

  • @aiishg_
    @aiishg_ 4 года назад +26

    He has true passion for teaching mathematics and that reflects in his videos. I have watche I don’t how many of his videos and it helped me a lot! What would have I done without his videos! 😅

  • @Paul_Hanson
    @Paul_Hanson Год назад +4

    I just ran into another RUclips video about linear algebra by one of Mr. Strang's pupils. I knew the name sounded familiar but it wasn't until just now that I realized he was the author of my linear algebra textbook in college (Linear Algebra and Its Applications). I really enjoyed his presentation of the subject and I think he really helped me appreciate it.

  • @muttleycrew
    @muttleycrew Год назад +3

    Gilbert Strang is being modest, he discovered the beautifully simple Strang decomposition which writes any matrix, A, as a product of the so-called column space of A and the reduced row echelon form of A.
    Matrices aren't new, decompositions aren't new either, but it took Gil Strang to find that almost unbelievably simple relationship.

    • @epicmarschmallow5049
      @epicmarschmallow5049 Год назад

      Everything I could find on the "Strang decomposition" was just CR decomposition, which was definitely not discovered by Strang

  • @hyperbolicandivote
    @hyperbolicandivote 4 года назад +3

    Lex, thanks for bringing interesting universals to the internet.

  • @eriknovak496
    @eriknovak496 11 месяцев назад +1

    I've always really enjoyed thinking of matrices through the Jordan decomposition, besides the SVD too

  • @SigmaChuck
    @SigmaChuck 2 года назад +4

    As a math teacher, he is my idol.

  • @rinkaghosh7961
    @rinkaghosh7961 2 года назад

    Thank you prof. Strang !

  • @APaleDot
    @APaleDot 2 года назад +5

    Ooh, a rare chance to correct a renowned professor for a small inconsequential math mistake! I've got to jump on this!
    There are actually much _more_ than 10 ways to rotate an object in 10-dimensional space. Degrees of rotational freedom follow a combinatoric growth rate. So for instance, there are 6 ways to rotate in 4-dimensional space, 10 ways in 5-dimensional space, and so on...

    • @thinkandmove479
      @thinkandmove479 Год назад

      Thank you for clarification. I also just wondered, if he really made a small mistake here.

    • @APaleDot
      @APaleDot Год назад

      @@thinkandmove479
      I'm sure if he was actually working through a problem he wouldn't have made that mistake. It was just an off-the-cuff comment in the middle of a sentence, and I thought it would be a good chance to explain some math.

  • @sujitbasu2890
    @sujitbasu2890 3 года назад

    He is a God of Linear Algebra Teaching. He changed my concepts on this subject.

  • @Actanonverba01
    @Actanonverba01 4 года назад +1

    Great Stuff! I love it the way he explains it.

  • @3bdo3id
    @3bdo3id 3 года назад

    He is so simply good grand 🧡

  • @axelnnz
    @axelnnz Год назад

    Amazing, thanks profesor Strang
    It's such a fundamental concept to everything ml and ai and still, it sound so banal

  • @harisridharan8693
    @harisridharan8693 3 года назад

    Wonderful explanation Professor

  • @scientifically5812
    @scientifically5812 5 месяцев назад

    The King of linear algebra!!!!

  • @eldyy9328
    @eldyy9328 4 года назад +5

    @Lex Fridman
    Hey, Lex. You should bring Dr Harold G. White on the podcast to talk about NASA's Advanced Propulsion Physics Laboratory. It may spark more interest in the field.

    • @lexfridman
      @lexfridman  4 года назад +12

      Great recommendation. I added him to the list. By the way, I try to read all recommendations for guests. Most are fascinating people. I love it! Even if I don't respond, please keep them coming. I'm likely to interview them eventually if you post it.

    • @TheRealKGD
      @TheRealKGD 4 года назад +1

      Lex Fridman please interview Jitendra Malik, Bill Freeman, Raquel Urtasun, Vladlen Koltun, ... (see the computer vision trend 😀)

  • @chrischoir3594
    @chrischoir3594 Год назад

    Roll, Pitch, and Yaw

  • @taeukham623
    @taeukham623 3 года назад

    Gotta study singular value decomposition right now

  • @lupelicious822
    @lupelicious822 Год назад

    I took a math course in art school, taught by an adjunct from UC Berkeley, where linear algebra concepts were taught to us. I failed horribly at math in high school but I felt like I "got" numbers after that experience.

  • @notgoodatmathmmm6185
    @notgoodatmathmmm6185 4 года назад

    amazing

  • @kevalan1042
    @kevalan1042 Год назад +1

    SVD should be called RSR

  • @humblesoul8685
    @humblesoul8685 Год назад

    After Guass, gil strang is linear algebra's promoter

  • @aanchaldogra9802
    @aanchaldogra9802 3 года назад +1

    I genuinely feel 3blue1brown would be huge fan of you. He seems to be carrying your legacy forward with latest technologies of course.

    • @gzitterspiller
      @gzitterspiller 3 года назад

      not even close

    • @aanchaldogra9802
      @aanchaldogra9802 3 года назад +1

      @@gzitterspiller what I meant was he is using the technologies efficiently to teach. Ofcourse he can't match him in any other field.

  • @zavierbanerjee5171
    @zavierbanerjee5171 9 месяцев назад

    🙏🙏🙏

  • @user-saint
    @user-saint 2 года назад +1

    Rotate, Stretch , Rotate

  • @dirkmichaelis6055
    @dirkmichaelis6055 Год назад

    To me, the picture looks wrong or unusual, I am used to U being m x n and sigma being n x n. Sure, this is not a math class, however ...

    • @LilyMyLolita
      @LilyMyLolita Год назад

      Well, it's actually more common that U being m x m, sigma being m x n, Vt being n x n. See en.wikipedia.org/wiki/Singular_value_decomposition

  • @EdenTyrone-g5t
    @EdenTyrone-g5t 7 дней назад

    Jackson Joseph Jackson Kimberly Rodriguez Eric

  • @amonal42
    @amonal42 4 года назад +7

    4:19 - "up to ten dimensions you got 10 ways to turn". That is not true. You have N(N-1)/2 ways to turn in N dimensions.

    • @leonardod248
      @leonardod248 4 года назад

      comment the proof

    • @amonal42
      @amonal42 4 года назад +1

      @@leonardod248 en.wikipedia.org/wiki/Orthogonal_group#As_algebraic_groups

    • @gzitterspiller
      @gzitterspiller 3 года назад +2

      You are talking about the degrees of freedom of a rotation matrix... Gilbert was talking about the independant axis you can turn.

    • @amonal42
      @amonal42 3 года назад +2

      @@gzitterspiller I know no meaningful way to talk about a single axis of rotation in 10-dimensional space. There are 2 axis that rotate and 8 axis that are fixed in basic rotation.

    • @bl1398
      @bl1398 3 года назад

      Rotation is 2d is around a point, in 3D around a line, in 4d around a plane, I guess it isn’t just n

  • @MoritaJunichiro
    @MoritaJunichiro 4 года назад +1

    😁. 😞my Hous is Japan abe gurp Electric or electromagneticEvry nhgat I'm attacked every night🇯🇵🤮🤮🤮abe 🤮🤮🤮