李小文知乎文章與Github代碼匯總

共建立了2個Github項目，實現了20個算法，寫了12篇知乎文章。

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【Github項目】

機器學習https://github.com/tushushu/imylu?github.com

2. 算法與數據結構https://github.com/tushushu/pads?github.com

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【文章及代碼鏈接】

線性回歸李小文：線性回歸的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/linear_regression_example.py?github.com

2. 邏輯回歸李小文：邏輯回歸的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/logistic_regression_example.py?github.com

3. Cart回歸樹李小文：回歸樹的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/regression_tree_example.py?github.com

4.1 GBDT回歸李小文：GBDT回歸的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/gbdt_regressor_example.py?github.com

4.2 GBDT分類李小文：GBDT分類的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/gbdt_classifier_example.py?github.com

5. 大頂堆李小文：大頂堆的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/max_heap_example.py?github.com

6. KD-Tree李小文：KD Tree的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/kd_tree_example.py?github.com

7. KNN李小文：KNN的原理及Python實現?zhuanlan.zhihu.com

7.1 KNN回歸https://github.com/tushushu/imylu/blob/master/examples/knn_regressor_example.py?github.com

7.2 KNN分類https://github.com/tushushu/imylu/blob/master/examples/knn_classifier_example.py?github.com

8. ALS李小文：協同過濾(ALS)的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/als_example.py?github.com

9. 樸素貝葉斯李小文：高斯樸素貝葉斯的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/gaussian_nb_example.py?github.com

10. 全連接神經網絡李小文：全連接神經網絡的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/imylu/blob/master/examples/mlp_example.py?github.com

11. 梯度下降李小文：梯度下降的原理及Python實現?zhuanlan.zhihu.comhttps://github.com/tushushu/pads/blob/master/examples/gradient_decent_example.py?github.com

12. 分類模型的評估李小文：分類模型評估的方法及Python實現?zhuanlan.zhihu.comtushushu/imylu?github.com

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13. 決策樹https://github.com/tushushu/imylu/blob/master/examples/decision_tree_example.py?github.com

14. 隨機森林https://github.com/tushushu/imylu/blob/master/examples/random_forest_example.py?github.com

15. K-meanshttps://github.com/tushushu/imylu/blob/master/examples/kmeans_example.py?github.com

16. HMMhttps://github.com/tushushu/imylu/blob/master/examples/hmm_example.py?github.com

17. PCAhttps://github.com/tushushu/imylu/blob/master/examples/pca_example.py?github.com

18. 孤立森林https://github.com/tushushu/imylu/blob/master/examples/isolation_forest_example.py?github.com

19. 嶺回歸https://github.com/tushushu/imylu/blob/master/examples/ridge_regressor_example.py?github.com

20. 模擬退火https://github.com/tushushu/pads/blob/master/examples/simulated_annealing_example.py?github.com

常見算法的python實現回歸樹的原理及Python實現

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