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机器学习资源汇总 #11

Open shniu opened 6 years ago

shniu commented 6 years ago

13 这里也有一部分，可以合到一起

scikit-learn

sklearn中文文档

awesome-python

orange Data Mining

shniu commented 6 years ago

各种大赛 题目及答案

用户贷款风险预测（算法竞赛）

金陵书生大数据竞赛专栏

https://github.com/wepe?tab=repositories

https://github.com/duxuhao/rong360-season2/blob/master/cadv-du-da-答辩.pdf

数据集

很多数据集

uci数据集

shniu commented 6 years ago

XGBoost + LR 就是加特征而已 CTR预估中GBDT与LR融合方案 【实践】CTR中xgboost/gbdt +lr

适合入门的8个趣味机器学习项目

shniu commented 6 years ago

优质资源

Gradient Boosting explained

可视化的神经网络

ROC曲线的解释

https://elitedatascience.com/machine-learning-interview-questions-answers

shniu commented 6 years ago

特征工程相关

Discover Feature Engineering, How to Engineer Features and How to Get Good at It

shniu commented 6 years ago

一步步实现神经网络算法

http://www.wildml.com/2015/09/implementing-a-neural-network-from-scratch/

http://iamtrask.github.io/2015/07/12/basic-python-network/

http://neuralnetworksanddeeplearning.com/chap1.html