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

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▬▬ Papers / Resources ▬▬▬
Intro to Dim. Reduction Paper:
drops.dagstuhl...
T-SNE Visualization Video:
• A.I. Experiments: Visu...
On the Surprising Behavior of Distance Metrics in High Dimensional Space: link.springer....
On the Intrinsic Dimensionality of Image Representations
arxiv.org/abs/...
Manifold Learning Intro:
nbviewer.org/g...
Cornell Lecture Dim.Red:
www.cs.cornell...
Curse of Dimensionality:
www.visiondumm...
Manifold visualization:
minimal.siteho...
Dimensionality reduction by UMAP to visualize physical and genetic interactions:
pubmed.ncbi.nl...
Dimensionality reduction and clustering of time series for anomaly detection in a supermarket heating system
iopscience.iop...
Dynamical Analysis of the Dow Jones Index Using Dimensionality Reduction and Visualization
www.mdpi.com/1...
Image Sources:
MNIST Cloud: colah.github.i...
Word Embeddings Cloud: www.ruder.io/w...
Molecules Cloud: www.nature.com...
Manifold Visualization: minimal.siteho...
Swiss Roll: freepik.com/fr...
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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 !

[@ahmedabdulrahman8567]

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

[@xy9439]

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

[@NoNTr1v1aL]

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

[@ziwang2247]

I love the into BGM! Learning and chill!

[@armandbester8284]

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

[@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

thank you!

[@Davi-it3in]

Great video!

[@mathurnil4616]

great video....

[@7900Nick]

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

[@TrusePkay]

You did not cover LDA and ICA

[@kornellewychan]

nice men

[@lw4423]

mathematician reeee-man

[@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 :)

[@j0lb0t]

Thanks!

[@DeepFindr]

Thank you for the support!!