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taas-examples's Introduction

TaaS 平台样例模型训练样例任务代码

本目录下提供了一些在 TaaS 平台（公有云平台）上训练深度学习模型的样例代码。这些代码也可以在 Caicloud 提供的本地开发环境上运行。运行以下命令可以安装本地开发环境：

sudo pip install caicloud.tensorflow

这里更加详细的介绍了如何配置本地环境，但运行本代码库中的代码只需要运行以上命令即可。

目录

  1. TaaS 基本操作样例代码
  2. 使用原生态 TensorFlow API实现深度学习算法
  3. 使用tf.contrib.learn API实现深度学习算法

TaaS 基本操作样例代码

样例名称 样例内容
half_plus_two 导出一个线性回归推理模型，以及在导出模型时如何添加附加的文件
two_inputs_three_outputs 包含两个输入和三个输出的模型的导出以及如何 Serving 中过滤模型输出

使用原生态 TensorFlow API实现深度学习算法

样例名称 样例内容
MNIST 分布式训练手写体识别模型、自定义模型初始化、导出模型等
PTB(Penn Tree Bank) 使用RNN训练自然语言模型
Stock Price Prediction 使用RNN预测SPY价格
Recommandation 使用embedding的**实现用户对电影评分的预测

使用tf.contrib.learn API实现深度学习算法

样例名称 样例内容
Boston House 使用tf.contrib.learn实现房价预测问题
Wide and Deep 使用tf.contrib.learn实现 Wide and Deep Model

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