Support Vector Machines (SVMs): A friendly introduction
For a code implementation, check out this repo: https://github.com/luisguiserrano/man... Announcement: New Book by Luis Serrano! Grokking Machine Learning. bit.ly/grokkingML 40% discount code: serranoyt An introduction to support vector machines (SVMs) that requires very little math (no calculus or linear algebra), only a visual mind. This is the third of a series of three videos. Linear Regression: • Linear Regression: A friendly introduction Logistic Regression: • Logistic Regression and the Perceptron Alg... 0:00 Introduction 1:42 Classification goal: split data 3:14 Perceptron algorithm 6:00 Split data - separate lines 7:05 How to separate lines? 12:01 Expanding rate 18:19 Perceptron Error 19:26 SVM Classification Error 20:34 Margin Error 25:13 Challenge - Gradient Descent 27:25 Which line is better? 28:24 The C parameter 30:16 Series of 3 videos 30:30 Thank you!

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