Dimensionality Reduction Techniques | Introduction and Manifold Learning (1/5)

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▬▬ Papers / Resources ▬▬▬
Intro to Dim. Reduction Paper:
drops.dagstuhl.de/opus/vollte...
T-SNE Visualization Video:
• A.I. Experiments: Visu...
On the Surprising Behavior of Distance Metrics in High Dimensional Space: link.springer.com/chapter/10....
On the Intrinsic Dimensionality of Image Representations
arxiv.org/abs/1803.09672
Manifold Learning Intro:
nbviewer.org/github/drewwilim...
Cornell Lecture Dim.Red:
www.cs.cornell.edu/courses/cs...
Curse of Dimensionality:
www.visiondummy.com/2014/04/c...
Manifold visualization:
minimal.sitehost.iu.edu/archi...
Dimensionality reduction by UMAP to visualize physical and genetic interactions:
pubmed.ncbi.nlm.nih.gov/32210...
Dimensionality reduction and clustering of time series for anomaly detection in a supermarket heating system
iopscience.iop.org/article/10...
Dynamical Analysis of the Dow Jones Index Using Dimensionality Reduction and Visualization
www.mdpi.com/1099-4300/23/5/600
Image Sources:
MNIST Cloud: colah.github.io/posts/2014-10...
Word Embeddings Cloud: www.ruder.io/word-embeddings-1/
Molecules Cloud: www.nature.com/articles/s4152...
Manifold Visualization: minimal.sitehost.iu.edu/archi...
Swiss Roll: freepik.com/free-photos-vecto...
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▬▬ 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
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[@eladiomendez8226]

This is one of the best intro videos I've ever seen on the topic. Amazing !

[@xy9439]

Great video. Looking forward to the rest of the series.

[@ahmedabdulrahman8567]

Amazing work ... Can't wait for part 2

[@armandbester8284]

Thank you for this, excellent start. Looking forward to the rest!

[@ziwang2247]

I love the into BGM! Learning and chill!

[@tenma5220]

Thank you for making this video! I was just starting to look into this stuff for my own research

[@DM-py7pj]

wonderful and with references

[@NoNTr1v1aL]

9:55 I think you meant to say the surface of the planet Earth. Great video btw. Hope to see Part 2 soon :)

[@7900Nick]

Great video! Have you thought of making a video with ICA, since I havent found a good video about that topic? :)

thank you!

[@mathurnil4616]

great video....

[@j0lb0t]

Thanks!

[@DeepFindr]

Thank you for the support!!

[@kornellewychan]

nice men

[@harryhirsch2024]

Amazing.( Still, his name is Riemann, like in [an]swer, and not Riemèn like in m[en]...)

[@DeepFindr]

Yes you are right :D as English is not my native language I tend to anglicize some words

[@harryhirsch2024]

@@DeepFindr Was meant as a joke. Wonderful explanation, in five minutes you explained what it is all about. Absolutely amazing. And so clear!

[@DeepFindr]

Hehe thanks, much appreciated! That's what it's all about :)