Brilliant 20% off:
http://brilliant.org/DeepFindr/

▬▬ Papers / Resources ▬▬▬
Intro to Dim. Reduction Paper:
https://drops.dagstuhl.de/opus/vollte...

T-SNE Visualization Video:
   • A.I. Experiments: Visualizing High-Di...  

On the Surprising Behavior of Distance Metrics in High Dimensional Space: https://link.springer.com/chapter/10....

On the Intrinsic Dimensionality of Image Representations
https://arxiv.org/abs/1803.09672

Manifold Learning Intro:
https://nbviewer.org/github/drewwilim...

Cornell Lecture Dim.Red:
https://www.cs.cornell.edu/courses/cs...

Curse of Dimensionality:
https://www.visiondummy.com/2014/04/c...

Manifold visualization:
https://minimal.sitehost.iu.edu/archi...

Dimensionality reduction by UMAP to visualize physical and genetic interactions:
https://pubmed.ncbi.nlm.nih.gov/32210...

Dimensionality reduction and clustering of time series for anomaly detection in a supermarket heating system
https://iopscience.iop.org/article/10...

Dynamical Analysis of the Dow Jones Index Using Dimensionality Reduction and Visualization
https://www.mdpi.com/1099-4300/23/5/600

Image Sources:
MNIST Cloud: https://colah.github.io/posts/2014-10...
Word Embeddings Cloud: https://www.ruder.io/word-embeddings-1/
Molecules Cloud: https://www.nature.com/articles/s4152...
Manifold Visualization: https://minimal.sitehost.iu.edu/archi...
Swiss Roll: https://freepik.com/free-photos-vecto...


▬▬ Support me if you like 🌟
►Link to this channel: https://bit.ly/3zEqL1W
►Support me on Patreon: https://bit.ly/2Wed242
►Buy me a coffee on Ko-Fi: https://bit.ly/3kJYEdl
►E-Mail: [email protected]

▬▬ Used Music ▬▬▬▬▬▬▬▬▬▬▬
Music from #Uppbeat (free for Creators!):
https://uppbeat.io/t/sulyya/weather-c...
License code: ZRGIWRHMLMZMAHQI

▬▬ Used Icons ▬▬▬▬▬▬▬▬▬▬
All Icons are from flaticon: https://www.flaticon.com/authors/freepik

▬▬ Timestamps ▬▬▬▬▬▬▬▬▬▬▬
00:00 Introduction
00:35 Basics
01:35 Taxonomy and Overview
02:54 Dim. red. Math Definition
04:01 Curse of Dimensionality
05:55 Brilliant.org Sponsor
07:08 Blessing of Non-Uniformity
08:37 Manifolds
10:00 Manifold Learning / Manifold Hypothesis
11:17 Real-world examples
12:22 Take Aways

▬▬ My equipment 💻
- Microphone: https://amzn.to/3DVqB8H
- Microphone mount: https://amzn.to/3BWUcOJ
- Monitors: https://amzn.to/3G2Jjgr
- Monitor mount: https://amzn.to/3AWGIAY
- Height-adjustable table: https://amzn.to/3aUysXC
- Ergonomic chair: https://amzn.to/3phQg7r
- PC case: https://amzn.to/3jdlI2Y
- GPU: https://amzn.to/3AWyzwy
- Keyboard: https://amzn.to/2XskWHP
- Bluelight filter glasses: https://amzn.to/3pj0fK2