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Title: GitHub - wangxince/aialgorithm-Blog: Python机器学习算法技术博客，有原创干货！有code实践！

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资料https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E6%B5%85%E8%B0%88%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E6%B3%9B%E5%8C%96%E8%83%BD%E5%8A%9B
《一文速览机器学习的类别（Python代码）》https://github.com/aialgorithm/Blog/issues/20
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E9%80%9F%E8%A7%88%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E7%9A%84%E7%B1%BB%E5%88%AB%EF%BC%88Python%E4%BB%A3%E7%A0%81%EF%BC%89
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代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E5%85%A8%E8%A7%88%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%BB%BA%E6%A8%A1%E6%B5%81%E7%A8%8B%EF%BC%88Python%E4%BB%A3%E7%A0%81%EF%BC%89
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《神经网络拟合能力的提升之路（Pyhton）》https://github.com/aialgorithm/Blog/issues/25
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E6%8B%9F%E5%90%88%E8%83%BD%E5%8A%9B%E7%9A%84%E6%8F%90%E5%8D%87%E4%B9%8B%E8%B7%AF%EF%BC%88Pyhton%EF%BC%89
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《神经网络学习到的是什么？（Python）》https://github.com/aialgorithm/Blog/issues/27
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%AD%A6%E4%B9%A0%E5%88%B0%E7%9A%84%E6%98%AF%E4%BB%80%E4%B9%88%EF%BC%9F%EF%BC%88Python%EF%BC%89
《一文深层解决过拟合》https://github.com/aialgorithm/Blog/issues/29
《一文概览神经网络优化算法》https://github.com/aialgorithm/Blog/issues/30
《一文搞定深度学习建模预测全流程（Python）》https://github.com/aialgorithm/Blog/issues/31
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E6%90%9E%E5%AE%9A%E6%B7%B1%E5%BA%A6%E5%AD%A6%E4%B9%A0%E5%BB%BA%E6%A8%A1%E9%A2%84%E6%B5%8B%E5%85%A8%E6%B5%81%E7%A8%8B(Python)
《一文详解RNN及股票预测实战(Python)！》https://github.com/aialgorithm/Blog/issues/35
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E8%AF%A6%E8%A7%A3RNN%E5%8F%8A%E5%AE%9E%E6%88%98(Python)
《一文弄懂CNN及图像识别(Python)》https://github.com/aialgorithm/Blog/issues/37
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E5%BC%84%E6%87%82CNN%E5%8F%8A%E5%9B%BE%E5%83%8F%E8%AF%86%E5%88%AB(Python)
《LSTM原理及生成藏头诗（Python）》https://github.com/aialgorithm/Blog/issues/41
代码https://github.com/aialgorithm/Blog/tree/master/projects/LSTM
《一文概览NLP算法(Python)》https://github.com/aialgorithm/Blog/issues/52
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E6%A6%82%E8%A7%88NLP%E7%AE%97%E6%B3%95%EF%BC%88Python%EF%BC%89
https://github.com/wangxince/aialgorithm-Blog#机器学习
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https://github.com/wangxince/aialgorithm-Blog
《几经沉浮，人工智能(AI)前路何方？》https://github.com/aialgorithm/Blog/issues/16
《Python人工智能学习路线(长篇干货) 》https://github.com/aialgorithm/Blog/issues/22
资源https://github.com/aialgorithm/AiPy
《Python机器学习入门指南（全）》https://github.com/aialgorithm/Blog/issues/2
代码https://github.com/aialgorithm/Blog/tree/master/projects/Python%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%85%A5%E9%97%A8%E6%8C%87%E5%8D%97demo
《Python数据分析指南(全)》https://github.com/aialgorithm/Blog/issues/14
代码https://github.com/aialgorithm/Blog/tree/master/projects/Python%E6%95%B0%E6%8D%AE%E5%88%86%E6%9E%90%E6%8C%87%E5%8D%97(%E5%85%A8)
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《一文归纳Python特征生成方法(全)》https://github.com/aialgorithm/Blog/issues/11
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E5%BD%92%E7%BA%B3Python%E7%89%B9%E5%BE%81%E7%94%9F%E6%88%90%E6%96%B9%E6%B3%95
《Python特征选择(全)》https://github.com/aialgorithm/Blog/issues/10
代码https://github.com/aialgorithm/Blog/tree/master/projects/Python%E7%89%B9%E5%BE%81%E9%80%89%E6%8B%A9
《一文归纳Ai数据增强之法》https://github.com/aialgorithm/Blog/issues/13
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E5%BD%92%E7%BA%B3Ai%E6%95%B0%E6%8D%AE%E5%A2%9E%E5%BC%BA%E4%B9%8B%E6%B3%95
《一文归纳Ai调参炼丹之法》https://github.com/aialgorithm/Blog/issues/12
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E5%BD%92%E7%BA%B3Ai%E8%B0%83%E5%8F%82%E7%82%BC%E4%B8%B9%E4%B9%8B%E6%B3%95
《异常检测算法速览(Python)》https://github.com/aialgorithm/Blog/issues/18
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E5%BC%82%E5%B8%B8%E6%A3%80%E6%B5%8B%E7%AE%97%E6%B3%95%E9%80%9F%E8%A7%88(Python%E6%BA%90%E7%A0%81)
《一文囊括序列预测方法(Python)》https://github.com/aialgorithm/Blog/issues/7
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E5%9B%8A%E6%8B%AC%E5%BA%8F%E5%88%97%E9%A2%84%E6%B5%8B%E6%96%B9%E6%B3%95(Python)
《Python半监督算法概览》https://github.com/aialgorithm/Blog/issues/15
代码https://github.com/aialgorithm/Blog/tree/master/projects/Python%E5%8D%8A%E7%9B%91%E7%9D%A3%E7%AE%97%E6%B3%95%E6%A6%82%E8%A7%88
《一文道尽XGBOOST的前世今生》https://github.com/aialgorithm/Blog/issues/4
《数据挖掘概要(Python)》https://github.com/aialgorithm/datamining
代码https://github.com/aialgorithm/Blog/tree/master/projects/Python%E6%95%B0%E6%8D%AE%E6%8C%96%E6%8E%98%E6%A6%82%E8%A6%81
《分布式机器学习原理及实战(Pyspark)》https://github.com/aialgorithm/Blog/issues/17
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E5%88%86%E5%B8%83%E5%BC%8F%E6%9C%BA%E5%99%A8%E5%AD%A6%E4%B9%A0%E5%8E%9F%E7%90%86%E5%8F%8A%E5%AE%9E%E6%88%98(Pyspark)
《一文深度解读模型评估方法》https://github.com/aialgorithm/Blog/issues/32
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E6%B7%B1%E5%BA%A6%E8%A7%A3%E8%AF%BB%E6%A8%A1%E5%9E%8B%E8%AF%84%E4%BC%B0%E6%96%B9%E6%B3%95
《全面解析并实现逻辑回归(Python)》https://github.com/aialgorithm/Blog/issues/33
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E5%85%A8%E9%9D%A2%E8%A7%A3%E6%9E%90%E9%80%BB%E8%BE%91%E5%9B%9E%E5%BD%92%E6%A8%A1%E5%9E%8B%E5%8F%8A%E5%AE%9E%E7%8E%B0(Python)
《逻辑回归优化技巧总结(全)》https://github.com/aialgorithm/Blog/issues/34
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E9%80%BB%E8%BE%91%E5%9B%9E%E5%BD%92%E4%BC%98%E5%8C%96%E6%8A%80%E5%B7%A7%E6%80%BB%E7%BB%93(%E5%85%A8)
《全面归纳距离和相似度方法(7种)》https://github.com/aialgorithm/Blog/issues/36
《深入理解KNN扩展到ANN)》https://github.com/aialgorithm/Blog/issues/38
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E6%B7%B1%E5%85%A5%E7%90%86%E8%A7%A3KNN%E6%89%A9%E5%B1%95%E5%88%B0ANN
《从深度学习到深度森林方法（Python）》https://github.com/aialgorithm/Blog/issues/38
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E6%B7%B1%E5%BA%A6%E6%A3%AE%E6%9E%97%E9%A2%84%E6%B5%8B
《一文全面解决样本不均衡》https://github.com/aialgorithm/Blog/issues/40
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E8%A7%A3%E5%86%B3%E6%A0%B7%E6%9C%AC%E4%B8%8D%E5%9D%87%E8%A1%A1(%E5%85%A8)
《全面解析Kmeans聚类(Python)》https://github.com/aialgorithm/Blog/issues/42
代码https://github.com/wangxince/aialgorithm-Blog/blob/master/projects/kmeans++
《一文通俗讲透树模型》https://github.com/aialgorithm/Blog/issues/47
https://github.com/wangxince/aialgorithm-Blog/blob/master
《Pandas、Numpy性能优化秘籍（全）》https://github.com/aialgorithm/Blog/issues/48
https://github.com/wangxince/aialgorithm-Blog/blob/master
《树模型遇上类别型特征(Python)》https://github.com/aialgorithm/Blog/issues/49
https://github.com/wangxince/aialgorithm-Blog/blob/master
《TensorFlow决策森林构建GBDT（Python）》https://github.com/aialgorithm/Blog/issues/50
代码https://github.com/aialgorithm/Blog/tree/master/projects/TensorFlow%E5%86%B3%E7%AD%96%E6%A3%AE%E6%9E%97%E5%AE%9E%E8%B7%B5
《深入机器学习的梯度优化》https://github.com/aialgorithm/Blog/issues/51
《树+神经网络算法强强联手（Python）》https://github.com/aialgorithm/Blog/issues/57
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E6%A0%91%2B%E7%A5%9E%E7%BB%8F%E7%BD%91%E7%BB%9C%E5%BC%BA%E5%BC%BA%E8%81%94%E6%89%8B(Python)
https://github.com/wangxince/aialgorithm-Blog#金融科技
https://github.com/wangxince/aialgorithm-Blog
https://github.com/wangxince/aialgorithm-Blog
《一文梳理金融风控建模全流程(Python)》https://github.com/aialgorithm/Blog/issues/44
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E4%B8%80%E6%96%87%E6%A2%B3%E7%90%86%E9%A3%8E%E6%8E%A7%E5%BB%BA%E6%A8%A1%E5%85%A8%E6%B5%81%E7%A8%8B
《基于知识图谱的营销反欺诈全流程》https://github.com/aialgorithm/Blog/issues/6
《一文贯穿信贷反欺诈全流程》https://github.com/aialgorithm/Blog/issues/9
《客户流失预测及营销(Python)》https://github.com/aialgorithm/Blog/issues/8
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E5%AE%A2%E6%88%B7%E6%B5%81%E5%A4%B1%E9%A2%84%E6%B5%8B%E5%8F%8A%E8%90%A5%E9%94%80
《一窥推荐系统的原理》https://github.com/aialgorithm/Blog/issues/43
《推荐项目实战（双塔模型）》https://github.com/aialgorithm/Blog/issues/45
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E6%8E%A8%E8%8D%90%E7%AE%97%E6%B3%95%E5%AE%9E%E6%88%98
《金融科技的技术概览》https://github.com/aialgorithm/Blog/issues/56
《海外金融风控算法实践（Python）》https://github.com/aialgorithm/Blog/issues/55
代码https://github.com/aialgorithm/Blog/tree/master/projects/%E6%B5%B7%E5%A4%96%E9%87%91%E8%9E%8D%E9%A3%8E%E6%8E%A7%E5%AE%9E%E8%B7%B5
https://github.com/wangxince/aialgorithm-Blog#其他
【Python、机器学习算法学习资源汇总】https://github.com/aialgorithm/AiPy
《程序员面试完全指南》https://github.com/aialgorithm/Blog/issues/28
《TCP/IP--图解从URL到网页通信原理》https://github.com/aialgorithm/Blog/issues/1
《技术的未来是什么？（深度总结）》https://github.com/aialgorithm/Blog/issues/54
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