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yangxudong/deeplearning

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yangxudong/deeplearning has 1,045 GitHub stars and 376 forks. GitHot measured 0 stars in 24 hours. Last checked 2026-11-09 11:34 UTC. Last push 2021-07-26.

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深度学习相关的模型训练、评估和预测相关代码

1,045 stars376 forks

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README.md

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介绍

常用的深度学习模型训练、评估和预测相关代码，基于Tensorflow高阶API（Estimator）实现；尽量做到可读性和通用性较好。

部分模型子目录下有较详细的文档介绍！

关于其中某些模型的介绍，请参考文章《主流CTR预估模型的演化及对比》！《深度CTR预估模型中的特征自动组合机制演化简史》

除非特殊说明，本项目的代码都是基于tensorflow 1.6.0开发。

推荐阅读：

  1. 基于Tensorflow高阶API构建大规模分布式深度学习模型系列: 开篇
  2. 基于Tensorflow高阶API构建大规模分布式深度学习模型系列：基于Dataset API处理Input pipeline
  3. 基于Tensorflow高阶API构建大规模分布式深度学习模型系列: 自定义Estimator（以文本分类CNN模型为例）
  4. 基于Tensorflow高阶API构建大规模分布式深度学习模型系列:特征工程 Feature Column
  5. 基于Tensorflow高阶API构建大规模分布式深度学习模型系列:CVR预估案例之ESMM模型

后记

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