autoliuweijie / MachineLearning

Some summary and code about Machine Learning, Reference: Li Hang《Statistic Learning Method》；Peter《Machine Learning in Action》

MachineLearning

@author: Liu Weije @date: 2015-04-05

##1. Preprocessing

###1.1 SVD

###1.2 PCA

###1.3 ICA

###1.3 FeatureSelection

##2. Classify

###2.1 KNN

###2.2 DecisionTree

###2.3 NaiveBayes

###2.4 LogisticRegression

###2.5 SVM

###2.6 EnsembleMethod

####2.6.1 AdaBoost

####2.6.2 RandomForest

####2.6.3 GBDT

##3. Regress

###3.1 LinearRegression

###3.2 TreeRegression

##4. Cluster

###4.1 k-mean

##5. DensityAnalysis

###5.1 Apriori

###5.2 FP-growth

##6. Tagging

###6.1 HMM

###6.2 CRFs

##7. Others

##8. Documents