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Talks at PyData Bangalore meetups
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A look at state-of-the-art dimensionality reduction techniques #32

Closed tamojit-maiti closed 4 years ago

tamojit-maiti commented 4 years ago

Title

A look at state-of-the-art dimensionality reduction techniques

Description

A glance at dimensionality reduction techniques applied to public datasets

Duration

Audience

Talk is for beginners as well as for intermediate data scientists

Outline

With the advent of large amounts of data, it can be difficult to develop a feel for the data as well as identify latent features that possess most predictive power. We take a look at traditional matrix-based factorization approaches to dimensionality reduction, introduce the audience to current state-of-the-art manifold-based approaches and compare their performances on popular publicly available datasets.

Topics

  1. Dimensionality Reduction, what and why?
  2. Overview of Matrix-based factorization methods
  3. Introduction to Manifold based Approaches
  4. t-SNE : Current state-of-the-art technique
  5. Performance comparison of the two approaches on public datasets

Additional notes

https://www.linkedin.com/in/tamojit-maiti-635691157/

TrigonaMinima commented 4 years ago

@tamojit-maiti would you be available to present this talk in the 18th Jan meetup?

tamojit-maiti commented 4 years ago

@tamojit-maiti would you be available to present this talk in the 18th Jan meetup?

Yes, I'll be available on 18th Jan to present this talk

TrigonaMinima commented 4 years ago

Great. You are up for the second slot: 11:00 AM to 11:30 AM. See you there.

tamojit-maiti commented 4 years ago

Great. You are up for the second slot: 11:00 AM to 11:30 AM. See you there.

@TrigonaMinima Sure, thanks! I'll be there.

TrigonaMinima commented 4 years ago

Hey @tamojit-maiti, can you please upload the presentation somewhere online (google drive, google docs, github, slideshare) and share the link here? Need to update the readme.

tamojit-maiti commented 4 years ago

@TrigonaMinima I have uploaded them on my GitHub. Please have a look

TrigonaMinima commented 4 years ago

https://github.com/tamojit-maiti/PyData-Dimension_Reduction-Jan-2020

TrigonaMinima commented 4 years ago

Thanks for the talk. See you in the future talks.