Neural Networks For Your Dog - 2.2 Perceptron Model

Published: 21 July 2021
on channel: GormAnalysis
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In this video, we'll discuss and code up a Perceptron - a linear binary classifier created by Frank Rosenblatt in 1958.

0:00 - intro
0:17 - the mints dataset
0:52 - classifying mints with a Perceptron
2:49 - separating hyperplane
4:31 - Perceptron model formalization
5:34 - linear separability
7:48 - maximum margin classifier (SVM)
8:36 - guess and check algorithm
9:25 - challenge
9:59 - solution
12:21 - Perceptron class code

-- Code -----------------------
https://github.com/ben519/nnets-for-y...

-- Vids & Playlists ---------------------------------
Google Colab -    • Introduction to Google Colab  
NumPy -    • Python NumPy For Your Grandma  
Pandas -    • Python Pandas For Your Grandpa  
Neural Networks -    • Neural Networks For Your Dog  

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