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<!DOCTYPE html>
<html xmlns="http://www.w3.org/1999/xhtml">
<head>
<meta charset="utf-8" />
<title>Index — Machine Learning from Scratch</title>
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<h1 class="site-logo" id="site-title">Machine Learning from Scratch</h1>
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Introduction
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Table of Contents
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<a class="reference internal" href="content/conventions_notation.html">
Conventions and Notation
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<span class="caption-text">
1. Ordinary Linear Regression
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Concept
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Construction
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Implementation
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<span class="caption-text">
2. Linear Regression Extensions
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Concept
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Construction
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Implementation
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3. Discriminative Classifiers (Logistic Regression)
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Concept
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Construction
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Implementation
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4. Generative Classifiers (Naive Bayes)
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Concept
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Construction
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Implementation
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5. Decision Trees
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Concept
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Construction
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Implementation
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6. Tree Ensemble Methods
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Concept
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Construction
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Implementation
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7. Neural Networks
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Concept
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Construction
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Implementation
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Appendix
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Math
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Probability
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Common Methods
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Datasets
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