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Notes-ML-AndrewNg
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scruel
7 years ago
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[TOC]
# 1. 引言(Introduction)
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# 17 Large Scale Machine Learning
## 17.1 Learning With Large Datasets
## 17.2 Stochastic Gradient Descent
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# 18 Application Example:Photo OCR
## 18.1 Problem Description and Pipeline
## 18.2 Sliding Windows
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# 4 Linear Regression with Multiple Variables
## 4.1 Multiple Features
## 4.2 Gradient Descent for Multiple Variables
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# 6 Logistic Regression
## 6.1 Classification
## 6.2 Hypothesis Representation
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# 8 Neural Networks:Representation
## 8.1 Non-linear Hypotheses
## 8.2 Neurons and the Brain
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# 9 Neural Networks:Learning
## 9.1 Cost Function
## 9.2 Backpropagation Algorithm
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# 11 Machine Learning System Design
## 11.1 Prioritizing What to Work On
## 11.2 Error Analysis
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# 12 Support Vector Machines
## 12.1 Optimization Objective
## 12.2 Large Margin Intuition
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# 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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