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[TOC]

# 1. 引言(Introduction)



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[TOC]

# 17 Large Scale Machine Learning

## 17.1 Learning With Large Datasets

## 17.2 Stochastic Gradient Descent


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[TOC]

# 18 Application Example:Photo OCR

## 18.1 Problem Description and Pipeline

## 18.2 Sliding Windows


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[TOC]

# 4 Linear Regression with Multiple Variables

## 4.1 Multiple Features

## 4.2 Gradient Descent for Multiple Variables


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[TOC]

# 6 Logistic Regression

## 6.1 Classification

## 6.2 Hypothesis Representation


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[TOC]

# 8 Neural Networks:Representation

## 8.1 Non-linear Hypotheses

## 8.2 Neurons and the Brain


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[TOC]

# 9 Neural Networks:Learning

## 9.1 Cost Function

## 9.2 Backpropagation Algorithm


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[TOC]

# 11 Machine Learning System Design

## 11.1 Prioritizing What to Work On

## 11.2 Error Analysis


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[TOC]

# 12 Support Vector Machines

## 12.1 Optimization Objective

## 12.2 Large Margin Intuition


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[TOC]

# 13 Unsupervised Learning

## 13.1 Unsupervised Learning_ Introduction

## 13.2 K-Means Algorithm


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[TOC]

# 15 Anomaly Detection

## 15.1 Problem Motivation

## 15.2 Gaussian Distribution


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