Machine Learning课程 by Andrew Ng

大名鼎鼎的机器学习大牛Andrew Ng的Machine Learning课程，在此mark一下：

一：Coursera：

https://www.coursera.org/learn/machine-learning/home/info



这门课是Andrew Ng在其开创的公开在线课程网站coursera上最初开设的几门课之一，assignment也有一定的难度。大纲如下：

Syllabus

第 1周
Introduction

Environment Setup InstructionsIntroductionReviewCourse Wiki Lecture Notes

Quiz: Introduction

第 2周
Linear Regression with One Variable

Model and Cost FunctionParameter LearningReview

Quiz: Linear Regression with One Variable

第 3周
Linear Algebra Review

Linear Algebra ReviewReview

第 4周
Linear Regression with Multiple Variables

Multivariate Linear RegressionComputing Parameters AnalyticallyReview

Quiz: Linear Regression with Multiple VariablesProgramming Assignment: Linear Regression

第 5周
Octave Tutorial

Octave TutorialSubmitting Programming AssignmentsReview

Quiz: Octave Tutorial

第 6周
Logistic Regression

Classification and RepresentationLogistic Regression ModelMulticlass ClassificationReview

Quiz: Logistic RegressionProgramming Assignment: Logistic Regression

第 7周
Regularization

Solving the Problem of OverfittingReview

Quiz: Regularization

第 8周
Neural Networks: Representation

MotivationsNeural NetworksApplicationsReview

Quiz: Neural Networks: RepresentationProgramming Assignment: Multi-class Classification and Neural Networks

第 9周
Neural Networks: Learning

Cost Function and BackpropagationBackpropagation in PracticeApplication of Neural NetworksReview

Quiz: Neural Networks: LearningProgramming Assignment: Neural Network Learning

第 10周
Advice for Applying Machine Learning

Evaluating a Learning AlgorithmBias vs. VarianceReview

Quiz: Advice for Applying Machine LearningProgramming Assignment: Regularized Linear Regression and Bias/Variance

第 11周
Machine Learning System Design

Building a Spam ClassifierHandling Skewed DataUsing Large Data SetsReview

Quiz: Machine Learning System Design

第 12周
Support Vector Machines

Large Margin ClassificationKernelsSVMs in PracticeReview

Quiz: Support Vector MachinesProgramming Assignment: Support Vector Machines

第 13周
Unsupervised Learning

ClusteringReview

Quiz: Unsupervised Learning

第 14周
Dimensionality Reduction

MotivationPrincipal Component AnalysisApplying PCAReview

Quiz: Principal Component AnalysisProgramming Assignment: K-Means Clustering and PCA

第 15周
Anomaly Detection

Density EstimationBuilding an Anomaly Detection SystemMultivariate Gaussian Distribution (Optional)Review

Quiz: Anomaly Detection

第 16周
Recommender Systems

Predicting Movie RatingsCollaborative FilteringLow Rank Matrix FactorizationReview

Quiz: Recommender SystemsProgramming Assignment: Anomaly Detection and Recommender Systems

第 17周
Large Scale Machine Learning

Gradient Descent with Large DatasetsAdvanced TopicsReview

Quiz: Large Scale Machine Learning

第 18周
Application Example: Photo OCR

Photo OCRReviewConclusion

Quiz: Application: Photo OCR

二：网易公开课（带中文翻译字幕、英文课件可打包下载）：

http://v.163.com/special/opencourse/machinelearning.html



三：MOOC学院（类似于coursera）：
http://mooc.guokr.com/course/16/Machine-Learning/



四：Stanford（斯坦福Machine Learning课程cs229.官网）：
http://cs229.stanford.edu/