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ud_quora's Introduction

使用的库:
	数据处理:
		pandas
		numpy
		scipy
	数据可视化:
		matplotlib
		IPython
	自然语言处理:
		gensim
		fuzzywuzzy
		nltk
		tqdm
		python-levenshtein
	模型训练:
		sklearn

上传代码说明:
	features.py: 特征提取生成相关代码
	data_check.ipynd: 模型训练,调优,筛选相关代码
	test_data_process.ipynd: quora测试数据处理以及最终结果生成相关代码

模型训练时间 (s):
	RandomForest: 72.870410
	GBDT: 224.975881
	LogsitcRegression: 96.735463
	SGD: 7.289494

模型训练验证数据量:
	训练数据集:251436
	测试数据集:78575
	验证数据集:62860

操作系统机器硬件:
	Windows: Windows 10 Enterprise
	Processor: 				Intel(R) Xeon(R) CPU E5-2620 v3 @ 2.40GHz 2.40 GHz (2 processors)
	Installed memory (RAM):	32.0GB
	System type: 			64-bit Operationg System, x64-based processor

操作系统机器硬件:
	OS X EI Capitan
	Processor: 2.8 GHz Intel Core i7
	Memory: 16 GB 1600 MHz DDR3

Kaggle账号:lumino
Quora Question Pairs Pulbic Score: 8.34470

ud_quora's People

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