├── AdaBoost └── Adaboost.ipynb ├── DecisonTree ├── DT.ipynb ├── dt.py └── mytree.pdf ├── EM └── em.ipynb ├── KNearestNeighbors └── KNN.ipynb ├── LeastSquaresMethod ├── README.md └── least_sqaure_method.ipynb ├── LogisticRegression └── LR.ipynb ├── NaiveBayes └── GaussianNB.ipynb ├── Perceptron ├── Iris_perceptron.ipynb └── README.md ├── README.md ├── SVM ├── .ipynb_checkpoints │ └── support-vector-machine-checkpoint.ipynb └── support-vector-machine.ipynb └── notebooks ├── 2-knn.ipynb ├── 3-naive_bayes.ipynb ├── 4-decision_tree.ipynb ├── 5-logistic_regression.ipynb ├── 6-svm.ipynb └── 7-adaboost.ipynb /AdaBoost/Adaboost.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BrambleXu/statistical-learning-method/HEAD/AdaBoost/Adaboost.ipynb -------------------------------------------------------------------------------- /DecisonTree/DT.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BrambleXu/statistical-learning-method/HEAD/DecisonTree/DT.ipynb -------------------------------------------------------------------------------- /DecisonTree/dt.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BrambleXu/statistical-learning-method/HEAD/DecisonTree/dt.py -------------------------------------------------------------------------------- /DecisonTree/mytree.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BrambleXu/statistical-learning-method/HEAD/DecisonTree/mytree.pdf -------------------------------------------------------------------------------- /EM/em.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BrambleXu/statistical-learning-method/HEAD/EM/em.ipynb -------------------------------------------------------------------------------- /KNearestNeighbors/KNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/BrambleXu/statistical-learning-method/HEAD/KNearestNeighbors/KNN.ipynb -------------------------------------------------------------------------------- /LeastSquaresMethod/README.md: -------------------------------------------------------------------------------- 1 | # 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