Resources in topological data analysis

Reading time ~1 minute

Topological Data Analysis is a promising field in data analysis. Indeed, the hypothesis made on the data are much weaker than the hypothesis behind “usual” machine learning algorithms. Quarantine may be a great time for learning it ;)

This list is not exhaustive, I may have missed important resources. If so, please let me know in the comments!

Articles

Mathematical topic presentations

The following papers are great presentations of the topic:

TDA applications

Books

Videos

A private company, Ayasdi has published many videos on the topic. Most of them are related to real world applications of TDA.

And their youtube channel has many others.

Software

Python

R

Python plot 3d scatter and density

It is often easy to compare, in dimension one, an histogram and the underlying density. This is quite useful when one want to visually ev...… Continue reading

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