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Title: GitHub - loopzxl/Statistical-Learning-Method_Code: 手写实现李航《统计学习方法》书中全部算法

Open Graph Title: GitHub - loopzxl/Statistical-Learning-Method_Code: 手写实现李航《统计学习方法》书中全部算法

X Title: GitHub - loopzxl/Statistical-Learning-Method_Code: 手写实现李航《统计学习方法》书中全部算法

Description: 手写实现李航《统计学习方法》书中全部算法. Contribute to loopzxl/Statistical-Learning-Method_Code development by creating an account on GitHub.

Open Graph Description: 手写实现李航《统计学习方法》书中全部算法. Contribute to loopzxl/Statistical-Learning-Method_Code development by creating an account on GitHub.

X Description: 手写实现李航《统计学习方法》书中全部算法. Contribute to loopzxl/Statistical-Learning-Method_Code development by creating an account on GitHub.

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https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#前言
https://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/CodePic.png
传送门http://www.pkudodo.com/
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#注其中mnist数据集已转换为csv格式由于体积为107m超过限制改为压缩包形式下载后务必先将mnist文件内压缩包直接解压
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#实现
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第二章-感知机
统计学习方法|感知机原理剖析及实现http://www.pkudodo.com/2018/11/18/1-4/
perceptron/perceptron_dichotomy.pyhttps://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/perceptron/perceptron_dichotomy.py
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第三章-k近邻
统计学习方法|K近邻原理剖析及实现http://www.pkudodo.com/2018/11/19/1-2/
KNN/KNN.pyhttps://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/KNN/KNN.py
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第四章-朴素贝叶斯
统计学习方法|朴素贝叶斯原理剖析及实现http://www.pkudodo.com/2018/11/21/1-3/
NaiveBayes/NaiveBayes.pyhttps://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/NaiveBayes/NaiveBayes.py
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第五章-决策树
统计学习方法|决策树原理剖析及实现http://www.pkudodo.com/2018/11/30/1-5/
DecisionTree/DecisionTree.pyhttps://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/DecisionTree/DecisionTree.py
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第六章-逻辑斯蒂回归与最大熵模型
统计学习方法|逻辑斯蒂原理剖析及实现http://www.pkudodo.com/2018/12/03/1-6/
统计学习方法|最大熵原理剖析及实现http://www.pkudodo.com/2018/12/05/1-7/
Logistic_and_maximum_entropy_models/logisticRegression.pyhttps://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/Logistic_and_maximum_entropy_models/logisticRegression.py
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https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第七章-支持向量机
统计学习方法|支持向量机(SVM)原理剖析及实现http://www.pkudodo.com/2018/12/16/1-8/
SVM/SVM.pyhttps://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/SVM/SVM.py
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第八章-提升方法
AdaBoost/AdaBoost.pyhttps://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/AdaBoost/AdaBoost.py
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第九章-em算法及其推广
EM/EM.pyhttps://github.com/Dod-o/Statistical-Learning-Method_Code/blob/master/EM/EM.py
https://patch-diff.githubusercontent.com/loopzxl/Statistical-Learning-Method_Code#第十章-隐马尔可夫模型
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