Topological Data Analysis for Machine Learning III: Topological Descriptors & How to Use Them

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  • เผยแพร่เมื่อ 3 พ.ย. 2024

ความคิดเห็น • 10

  • @jeffgordon6355
    @jeffgordon6355 3 หลายเดือนก่อน +2

    This is a brilliant series, thanks so much

  • @alexandramalyugina4311
    @alexandramalyugina4311 3 ปีที่แล้ว +1

    Thank you Bastian, what an amazing talk!
    Just a quick question (not so related to the talk though): PDs rely on the persistent homology groups definition, that in their turn are dependent on the complexes. Does it make a difference which complexes we use (e.g. Rips or Cubical) or is it just purely for making the calculations convenient?

    • @Pseudomanifold
      @Pseudomanifold  3 ปีที่แล้ว +2

      Excellent question! There's a difference between Rips and cubical; the latter is more relevant when your data are already structured, such as is the case for images.
      See this recent paper for some details: arxiv.org/abs/2102.11397

  • @kucingstardust7103
    @kucingstardust7103 3 ปีที่แล้ว

    Hi Prof. I’m a math student who learned a bit of algebraic topology. I like your lectures and i have an interest in machine learning too. Do you have any advice or guidance to foe me to learn more about TDA? Thanks.

    • @Pseudomanifold
      @Pseudomanifold  3 ปีที่แล้ว +6

      Sure, check out the book Computational Topology by Edelsbrunner. I'm also planning a list of resources on my website.

  • @milandoshi7640
    @milandoshi7640 3 ปีที่แล้ว +1

    Very nice. Is there any simple software that I can use ?

    • @Pseudomanifold
      @Pseudomanifold  3 ปีที่แล้ว +5

      Thanks! Check out giotto, a Python library: giotto-ai.github.io/gtda-docs/latest/

    • @milandoshi7640
      @milandoshi7640 3 ปีที่แล้ว

      @@Pseudomanifold Is it possible to do a tutorial video of the software ?. Thanks

    • @Pseudomanifold
      @Pseudomanifold  3 ปีที่แล้ว +4

      @@milandoshi7640 I have not planned on doing one, but maybe I can give it a try. In the meantime, check out their website; they have quite some extensive tutorials there!

    • @milandoshi7640
      @milandoshi7640 3 ปีที่แล้ว +1

      @@Pseudomanifold Thanks for consideriing. I am going though the tutorials.