dean1977a / collection-article

Collection-article

各种代码模板 donnemartin/data-science-ipython-notebooks

经验分享 https://www.kaggle.com/jamesdellinger/home-credit-putting-all-the-steps-together/log https://www.kaggle.com/yifanxie/porto-seguro-tutorial-simple-e2e-pipeline https://www.kaggle.com/c/home-credit-default-risk/discussion/64625 https://www.kaggle.com/c/home-credit-default-risk/discussion/58332

图表很棒 https://www.kaggle.com/kabure/exploring-the-consumer-patterns-ml-pipeline

处理缺失数据 https://www.kaggle.com/jpmiller/patterns-of-missing-data

数据探索&图表可视化教学 https://www.kaggle.com/vinothan/prefect-eda-for-house-credit-default-risk https://www.kaggle.com/pavanraj159/loan-repayers-v-s-loan-defaulters-home-credit/notebook

基础教学 https://www.kaggle.com/willkoehrsen/start-here-a-gentle-introduction

9种处理类别变量的方法 https://www.kaggle.com/mlisovyi/9-ways-to-treat-categorical-features-updated

各种函数收集 https://www.kaggle.com/aantonova/collection-of-useful-functions-and-simple-baseline/notebook

特征工程 https://www.kaggle.com/willkoehrsen/introduction-to-manual-feature-engineering

https://www.kaggle.com/willkoehrsen/tuning-automated-feature-engineering-exploratory

https://www.kaggle.com/wrosinski/featureaggregator-automated

https://www.kaggle.com/tsnarendran14/extensive-feature-engineering

不平衡数据处理 https://www.kaggle.com/tini9911/imbalance-in-data

文本处理 https://www.jianshu.com/p/7f61e11d8bfc

#转换时间序列为特征 https://machinelearningmastery.com/convert-time-series-supervised-learning-problem-python/?spm=a2c4e.11153940.blogcont174270.13.262d65ffQC9ka1

#时间序列样例 https://www.kaggle.com/scirpus/time-series-example

调参 https://www.kaggle.com/willkoehrsen/automated-model-tuning

https://towardsdatascience.com/machine-learning-kaggle-competition-part-two-improving-e5b4d61ab4b8

keras实现embedding https://www.kaggle.com/astrus/entity-embedding-neural-network-keras-lb-0-748

keras入门 https://www.kesci.com/home/project/5a5e0af01badff1e49557e47

K Flod LGB 输出 https://www.kaggle.com/mlisovyi/modular-good-fun-with-ligthgbm/code

XGB+CatB+LGB stack https://www.kaggle.com/sibmike/blender-xgb-catb-lgb/notebook

GBDT+LR融合方案实战代码（看看能不能改成GBDT+keras） https://www.jianshu.com/p/96173f2c2fb4

Stacking Code https://www.kaggle.com/sibmike/blender-xgb-catb-lgb

https://www.kaggle.com/arthurtok/introduction-to-ensembling-stacking-in-python

StackingClassifier https://blog.csdn.net/github_35965351/article/details/60763606