Рет қаралды 2,201
▬▬ Papers / Resources ▬▬▬
Colab Notebook: colab.research.google.com/dri...
Sources:
- TDA Introduction: www.frontiersin.org/articles/...
- TDA Blogpost: chance.amstat.org/2021/04/top...
- TDA Applications Blogpost: orbyta.it/tda-in-a-nutshell-h...
- TDA Intro Paper: arxiv.org/pdf/2006.03173.pdf
- Mathematical UMAP Blogpost: topos.site/blog/2024-04-05-un...
- UMAP Author Talk: • UMAP Uniform Manifold ...
- UMAP vs. t-SNE Global preservation paper: dkobak.github.io/pdfs/kobak20...
- Fuzzy Topology Slidedeck: speakerdeck.com/lmcinnes/umap...
- Short UMAP Tutorial: jyopari.github.io/umap.html
Image Sources:
- Thumbnail Image: johncarlosbaez.wordpress.com/...
- Persistent Homology: orbyta.it/tda-in-a-nutshell-h...
▬▬ Support me if you like 🌟
►Link to this channel: bit.ly/3zEqL1W
►Support me on Patreon: bit.ly/2Wed242
►Buy me a coffee on Ko-Fi: bit.ly/3kJYEdl
►E-Mail: deepfindr@gmail.com
▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬
Music from #Uppbeat (free for Creators!):
uppbeat.io/t/sulyya/weather-c...
License code: ZRGIWRHMLMZMAHQI
▬▬ Used Icons ▬▬▬▬▬▬▬▬▬▬
All Icons are from flaticon: www.flaticon.com/authors/freepik
▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:32 Local vs. Global Technqiues
1:25 Is UMAP better?
02:08 The Paper
02:40 Topological Data Analysis Primer
04:04 Simplices
05:04 Filtration
06:22 Persistent Homology
07:02 UMAP Overview
07:40 Step 1: Graph construction
08:25 Uniform distribution
09:44 Non-uniform real-world data
10:48 Enforcing uniformity
12:05 Exponential decay
12:43 Local connectivity constraint
14:24 Distance function
16:19 Local metric spaces
17:00 Fuzzy simplicial complex
18:38 The full picture of step 1
19:10 Step 2: Graph layout optimization
19:55 Comparing graphs
21:15 Cross entropy loss
22:14 Attractive and repulsive forces
22:56 More details
24:04 Code
26:28 t-SNE vs. UMAP
27:24 Outro
▬▬ My equipment 💻
- Microphone: amzn.to/3DVqB8H
- Microphone mount: amzn.to/3BWUcOJ
- Monitors: amzn.to/3G2Jjgr
- Monitor mount: amzn.to/3AWGIAY
- Height-adjustable table: amzn.to/3aUysXC
- Ergonomic chair: amzn.to/3phQg7r
- PC case: amzn.to/3jdlI2Y
- GPU: amzn.to/3AWyzwy
- Keyboard: amzn.to/2XskWHP
- Bluelight filter glasses: amzn.to/3pj0fK2