Geometry Crash Course | Introduction to Machine Learning | CS771
Channel: ML Conversations
Date: 2022-08-27

Revisiting geometry basics and exploring their ML applications.
Developed as a part of the course CS771 Introduction to Machine Learning offered at IIT Kanpur.


TIMESTAMPS
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00:00 - Introduction
00:36 - Vectors
03:18 - Norms and metrics
06:31 - Dot products and angles
09:09 - Application 1 - anomaly detection
10:34 - Application 2 - linear classifiers
14:46 - Exercise 1
15:04 - Convex sets
16:51 - Convex functions
19:04 - Exercise 2
19:14 - Summary


CONTENT
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Original slides, code and notes available on GitHub
https://github.com/purushottamkar/cs771

Slides and animations developed using Microsoft PowerPoint
Video recorded using OBS Studio and edited using Shotcut
https://obsproject.com/
https://shotcut.org/

Intro sting and outro music: TFB9 by Vibe Tracks
https://music.youtube.com/watch?v=c5hRwY_nEg4

Emoticons from Flaticon, designed by Twitter
https://www.flaticon.com/packs/smileys-and-people-9
Licensed under CC BY 3.0

Fonts
Sifonn by Rafa Goicoechea
Calibri by Luc(as) de Groot


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