├── 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 /AdaBoost/Adaboost.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/AdaBoost/Adaboost.ipynb -------------------------------------------------------------------------------- /DecisonTree/DT.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/DecisonTree/DT.ipynb -------------------------------------------------------------------------------- /DecisonTree/dt.py: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/DecisonTree/dt.py -------------------------------------------------------------------------------- /DecisonTree/mytree.pdf: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/DecisonTree/mytree.pdf -------------------------------------------------------------------------------- /EM/em.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/EM/em.ipynb -------------------------------------------------------------------------------- /KNearestNeighbors/KNN.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/KNearestNeighbors/KNN.ipynb -------------------------------------------------------------------------------- /LeastSquaresMethod/README.md: -------------------------------------------------------------------------------- 1 | # Least Squares Method 2 | 3 | -------------------------------------------------------------------------------- /LeastSquaresMethod/least_sqaure_method.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/LeastSquaresMethod/least_sqaure_method.ipynb -------------------------------------------------------------------------------- /LogisticRegression/LR.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/LogisticRegression/LR.ipynb -------------------------------------------------------------------------------- /NaiveBayes/GaussianNB.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/NaiveBayes/GaussianNB.ipynb -------------------------------------------------------------------------------- /Perceptron/Iris_perceptron.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/Perceptron/Iris_perceptron.ipynb -------------------------------------------------------------------------------- /Perceptron/README.md: -------------------------------------------------------------------------------- 1 | # Perceptron 感知机 2 | 3 | 4 | 5 | -------------------------------------------------------------------------------- /README.md: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/README.md -------------------------------------------------------------------------------- /SVM/.ipynb_checkpoints/support-vector-machine-checkpoint.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/SVM/.ipynb_checkpoints/support-vector-machine-checkpoint.ipynb -------------------------------------------------------------------------------- /SVM/support-vector-machine.ipynb: -------------------------------------------------------------------------------- https://raw.githubusercontent.com/wzyonggege/statistical-learning-method/HEAD/SVM/support-vector-machine.ipynb --------------------------------------------------------------------------------