Ep 17: Support Vector Machine (SVM) Algorithm Explained with Python

Published: 11 August 2025
on channel: 0xVishal
29
1

uTube Description (SEO Optimized)
In this episode, we explore Support Vector Machine (SVM) — one of the most powerful machine learning classification algorithms. You’ll learn the intuition behind SVM, how it works, and how to implement it in Python for real-world datasets.

What you’ll learn in Ep 17:

What is a Support Vector Machine?

How SVM separates classes using decision boundaries

Understanding margin and support vectors

SVM with linear and non-linear kernels

Implementing SVM in Python using Scikit-Learn

📌 Keywords: support vector machine, SVM in machine learning, SVM Python tutorial, support vector classifier, machine learning algorithms, SVM example, SVM for beginners, classification algorithms.

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