Machine Learning - Andrew Ng

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Environment Setup Instructions

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  • Outline
  • Week 1
    • Welcome
    • Introduction
    • Review
    • Model and Cost Function
    • Parameter Learning
    • Review
    • Linear Algebra Review
    • Review
    • 补充资料
      • 梯度定义
      • 梯度下降原理
      • Week 1 白板推导
  • Week 2
    • Environment Setup Instructions
    • Multivariate Linear Regression
    • Computing Parameters Analytically
    • Review
    • Octave/Matlab Tutorial
    • Review
    • Programming Homework Answer
  • Week 3
    • Classification and Representation
    • Logistic Regression Model
    • Multiclass Classification
    • Review
    • Solving the Problem of Overfitting
    • Review
    • Programming Homework Answer
  • Week 4
    • Motivations
    • Neural Networks
    • Applications
    • Review
    • Programming Homework Answer
  • Week 5
    • Cost Function and Backpropagation
    • Backpropagation in Practice
    • Application of Neural Networks
    • Review
    • Programming Homework Answer
  • Week 6
    • Evaluating a Learning Algorithm
    • Bias vs. Variance
    • Review
    • Programming Homework Answer
    • Building a Spam Classifier
    • Handling Skewed Data
    • Using Large Data Sets
    • Review
  • Week 7
    • Large Margin Classification
    • Kernels
    • SVMs in Practice
    • Review
    • Programming Homework Answer
    • 补充资料
      • svm_notes-MIT
      • 零基础学SVM—Support Vector Machine
  • Week 8
    • Clustering
    • Review
    • Dimensionality Reduction
    • Principal Component Analysis
    • Applying PCA
    • Review
    • Programming Homework Answer
  • Week 9
    • Density Estimation
    • Building an Anomaly Detection System
    • Multivariate Gaussian Distribution(Optional)
    • Review
    • Predicting movie Ratings
    • Collaborative Filtering
    • Low Rank Matrix Factorization
    • Review
    • Programming Homework Answer
  • Week 10
    • Gradient Descent with Large Datasets
    • Advanced Topics
    • Review
  • Week 11
    • Photo OCR
    • Review
    • Conclusion
  • Octave使用手册
    • 官方文档
  • LaTex使用手册
    • LaTex符号大全
    • 一份（不太）简短的 LATEX 介绍
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