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机器学习——周志华 (西瓜书)课后习题

习题解答中有大量Latex公式,为了方便阅读推荐安装MathJax

知乎上也有同步更新,如何不能科学上网可以去知乎上看看。


习题和涉及算法实现:

第二章 模型评估与选择

习题

第三章 线性模型

习题

LR-逻辑回归
LDA-线性判别分析

第四章 决策树

习题

决策树

第五章 神经网络

习题

BP神经网络
RBF-径向基神经网络

第六章 支持向量机

习题

SVM-支持向量机

第七章 贝叶斯分类

习题

朴素贝叶斯
半朴素贝叶斯-AODE

第八章 集成学习

习题

AdaBoost
决策树桩Bagging

第九章 聚类

习题

KMeans

第十章 降维与度量学习

习题

KNN
PCA

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Contributors

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