Topological Data Analysis (TDA) | An introduction

🤝 Want your team maximizing Claude? I run 1:1 and team AI workshops for companies doing $1M+ per year: https://aibuilder.academy/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 📰 Read more: https://medium.com/towards-data-science/topological-data-analysis-tda-b7f9b770c951?sk=c150f8083badd97fb104a1155597a025 💻 Example code: https://github.com/ShawhinT/YouTube-Blog/tree/main/TDA Resources I found helpful: - TDA review: https://www.frontiersin.org/articles/10.3389/frai.2021.667963/full - white paper: http://www.ayasdi.com/wp-content/uploads/_downloads/Redefining_Basketball_Through_Topological_Data_Analysis.pdf Intro - 0:00 The Rise of Data - 0:31 Topological Data Analysis (TDA) - 1:11 Topology - 2:06 TDA Pipeline - 4:54 Series Motivation - 5:30 What's Next? - 6:52