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kaggle-quora-pairs's Introduction

Kaggle Competition - Quora Pairs

Introduction

具体请参考文章《分分钟带你杀入Kaggle Top 1%》

File Struture

Every directory starts with "Stage" has three sub-directory, Code, Input and Output .

Stage0: data preprocessing  
	- Input: Contain two files, "train.csv" renamed by raw train file, "test.csv" renamed by raw test file.
	- Code: data_process.py for different process method.
	- Output: 
Stage1:
	- Input: Output from Stage0
	- Code: handcraft feature and deep learning feature extraction
	- Output:
Stage2:
	- Input: Output from Stage1
	- Code: unlinear ensemble, such as LightGBM, RandomForest.
	- Output:
Stage3:
	- Input: Output from Stage2
	- Code: Ensemble Selection
	- Output: final result.

Note

The code is dirty and leaky. Just for reading.

kaggle-quora-pairs's People

Contributors

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Watchers

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