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本项目是一套面向初学者的 TF 教程。 其中介绍了 TF 的基本用法、一点点 CNN,着重强调了 seq2seq 模型。 seq2seq 的 API 在 TF 中文档支持并不好,这也是本项目诞生的原因。 本项目展示了如何使用 seq2seq 中的 API 以及 AttentionWrapper,并从源码的角度来澄清一些重要概念。

This project is a TensorFlow Tutorial for beginners. It introduces basic usage in TF, very little CNN, and emphasizes seq2seq models. The seq2seq APIs in TF are not well documented, and this is why I made this project. It shows how to use seq2seq APIs and AttentionWrapper, and dive into the source code to make key concepts clear.

Roadmap/路线图

  • ABC: linear_regression.py, mnist_cnn.py
  • RNN: char_language_model.py
  • Debugging and Tensorboard: mnist_with_summaries.py, mnist_debug.py
  • seq2seq: seq2seq.py, att_seq2seq_delete_and_copy.py

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From basic linear regression, to CNN, to RNN, to seq2seq.

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