Topological Data Analysis (TDA) | An introduction

Shaw Talebi ยท Beginner ยท๐Ÿ› ๏ธ AI Tools & Apps ยท3y ago
๐Ÿค Work with me: https://aibuilder.academy/yt/fpL5fMmJHqk ๐Ÿš€ Ship AI apps in weeks, not months: https://aibuilder.academy/courses/yt/fpL5fMmJHqk This is the first video in a series of three on topological data analysis (TDA). TDA is an on-the-rise data science tool that looks the shape of data. In this first video, I give a broad introduction to TDA. Future videos will discuss two specific techniques under the umbrella of TDA: the Mapper algorithm and persistent homology. Series Playlist: https://www.youtube.com/playlist?list=PLz-ep5RbHosVi8Qoyqvz1MEiYrz35Zb7F ๐Ÿ“ฐ Read more: https://medium.cโ€ฆ
Watch on YouTube โ†— (saves to browser)

Playlist

Uploads from Shaw Talebi ยท Shaw Talebi ยท 16 of 60

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โ–ถ Topological Data Analysis (TDA) | An introduction
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17 The Mapper Algorithm | Overview & Python Example Code
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18 Persistent Homology | Introduction & Python Example Code
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32 An Introduction to Decision Trees | Gini Impurity & Python Code
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33 10 Decision Trees are Better Than 1 | Random Forest & AdaBoost
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34 Dimensionality Reduction & Segmentation with Decision Trees | Python Code
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35 How to Make a Data Science Portfolio With GitHub Pages (2025)
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36 My $100,000+ Data Science Resume (what got me hired)
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37 How to Create a Custom Email Signature in Gmail (2025)
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41 How to learn Causal Inference with #python #dataanalysis #datascience
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