Name		Name	Last commit message	Last commit date
Latest commit History 35 Commits
.idea		.idea
.ipynb_checkpoints		.ipynb_checkpoints
MachineLearningHomeworkInXiDianUniversity/Homework1		MachineLearningHomeworkInXiDianUniversity/Homework1
__pycache__		__pycache__
CART Decision Tree and Parametres.ipynb		CART Decision Tree and Parametres.ipynb
Confusion Matrix in Multi-Classification.ipynb		Confusion Matrix in Multi-Classification.ipynb
Cross Validation的意义.ipynb		Cross Validation的意义.ipynb
Data projection (数据降维实例）.ipynb		Data projection (数据降维实例）.ipynb
Decision Tree Regressor.ipynb		Decision Tree Regressor.ipynb
Eigenfaces(特征脸）.ipynb		Eigenfaces(特征脸）.ipynb
Ensemble Learning 初步.ipynb		Ensemble Learning 初步.ipynb
Ensemble with Bagging (放回取样子模型).ipynb		Ensemble with Bagging (放回取样子模型).ipynb
Gass Kernel理解.ipynb		Gass Kernel理解.ipynb
Gradient Debug.ipynb		Gradient Debug.ipynb
Gradient Descent对比Normal Equation.ipynb		Gradient Descent对比Normal Equation.ipynb
Grident Descent 初步学习.ipynb		Grident Descent 初步学习.ipynb
KNN_learn.ipynb		KNN_learn.ipynb
KNN的其他细节.ipynb		KNN的其他细节.ipynb
LASSO Regression .ipynb		LASSO Regression .ipynb
Learning curve.ipynb		Learning curve.ipynb
LinearRegession-波士顿房价-MSE VS MAE and R Square.ipynb		LinearRegession-波士顿房价-MSE VS MAE and R Square.ipynb
LinearRegression-多元线性回归-波士顿房价-KNN回归.ipynb		LinearRegression-多元线性回归-波士顿房价-KNN回归.ipynb
LinearRegression.py		LinearRegression.py
Logistic Regress 初步.ipynb		Logistic Regress 初步.ipynb
Logistic Regression 多分类.ipynb		Logistic Regression 多分类.ipynb
Logistic Regression 实例及决策边界.ipynb		Logistic Regression 实例及决策边界.ipynb
LogisticRegression.py		LogisticRegression.py
Machine Learning.xmind		Machine Learning.xmind
Mnist 实例.ipynb		Mnist 实例.ipynb
Model Regularization and Ridge Regression.ipynb		Model Regularization and Ridge Regression.ipynb
Overfitting and Underfitting.ipynb		Overfitting and Underfitting.ipynb
PCA for data to reduce noise.ipynb		PCA for data to reduce noise.ipynb
PCA in Scikit learn.ipynb		PCA in Scikit learn.ipynb
PCA.py		PCA.py
Polynomial Logistic Regression in scikit learn.ipynb		Polynomial Logistic Regression in scikit learn.ipynb
Polynomial Logistic Regression.ipynb		Polynomial Logistic Regression.ipynb
Polynomial Regression with Pipeline.ipynb		Polynomial Regression with Pipeline.ipynb
Polynomial regression 初步.ipynb		Polynomial regression 初步.ipynb
Precision ,Recall Score ,AOC.ipynb		Precision ,Recall Score ,AOC.ipynb
Precision And Recall Score.ipynb		Precision And Recall Score.ipynb
Principal Component Analysis - 初步.ipynb		Principal Component Analysis - 初步.ipynb
README.md		README.md
SVM Gaussian Kernel.ipynb		SVM Gaussian Kernel.ipynb
SVM solve Regression Problem.ipynb		SVM solve Regression Problem.ipynb
SVM with simple linear classifier.ipynb		SVM with simple linear classifier.ipynb
SVM 非线性决策边界引入多项式特征.ipynb		SVM 非线性决策边界引入多项式特征.ipynb
SimpleLinearRegession.py		SimpleLinearRegession.py
SimpleLinearRegression学习.ipynb		SimpleLinearRegression学习.ipynb
Stochastic Gradient Descent Algorithm.ipynb		Stochastic Gradient Descent Algorithm.ipynb
Stochastic GridDescent 应用波士顿房价.ipynb		Stochastic GridDescent 应用波士顿房价.ipynb
Untitled.ipynb		Untitled.ipynb
knn_digits_regon.ipynb		knn_digits_regon.ipynb
metrics.py		metrics.py
model_selection.py		model_selection.py
my_knn_classifier.py		my_knn_classifier.py
my_preprocessing.py		my_preprocessing.py
my_train_test_split.py		my_train_test_split.py
stuNumpy.ipynb		stuNumpy.ipynb
决策树初步.ipynb		决策树初步.ipynb
数据归一化（Feature scaling and mean normalization）.ipynb		数据归一化（Feature scaling and mean normalization）.ipynb
网格搜索找寻最好的超参数 Grid Search.ipynb		网格搜索找寻最好的超参数 Grid Search.ipynb
评估一个算法 select_model_accuracy.ipynb		评估一个算法 select_model_accuracy.ipynb

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Machine-learning-with-Python

2018.8-9 用Python进行机器学习和数据分析

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