Courses CV Builder Our Community AI Chat

Catalog

Courses

Free, openly readable courses. Filter by tag and level — nothing is gated.

Python and machine learning courses, a student community, and an AI assistant.

Learn

Courses
My Learnings

Community

Our Community
Telegram

Tools

CV Builder
AI Chat

© 2026 Pytopia. All rights reserved.

Support Vector Machines | Machine Learning (2024) | Pytopia

Courses
/
Machine Learning (2024)
/
Support Vector Machines

Support Vector Machines

Supervised Learning - ClassificationLecture 37 of 5835 minVideoUpdated July 2025

Watch the videoyoutube.comOpen on youtube.com (opens in a new tab)

Resources

Understanding the mathematics behind Support Vector Machines(opens in a new tab)

Course content

10 sections · 58 lectures · 41h 11m

1Video: Introduction to Classification20 min
2Video: Generalized Linear Models43 min1resources
3Video: Logistic Regression59 min
4Video: Other GLMs for Classification1h 3m
5Video: Beyond GLM, Decision Trees1h 6m
6Video: Naive Bayes57 min
7Video: K-Nearest Neighbours52 min
8Video: Support Vector Machines35 min1resources
9Video: Classification Evaluation Metrics1h 17m