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demo's Introduction

Demo

主要放置一些自己实现的小Demo

elman_RNN: elman神经网络的实现Demo

viterbi: 隐马尔可夫模型中,预测算法中维特比算法的实现

hmm.py: 一阶隐马尔可夫模型的CLASS实现

test_for_hmm.py: class hmm 的测试代码

《机器学习实战》各种算法的基本实现(基于numpy等基础库):

DecisionTree_for_ID3:ID3方法的决策树基本算法的实现

KNN:K近邻算法的基本实现

Logistic regression:逻辑回归算法的基本实现

Regression Tree: 回归树的实现,以及后剪枝处理

Model Tree: 模型树的实现,即叶节点不再是所有值的均值,替代的是回归方程

LinearRegression: 基于正则方程的线性回归实现,包括局部加权线性回归的实现

KMeans: K均值聚类的实现,以及解决局部收敛问题的2分法实现

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