v1.0中 tensorflow渐渐废弃了老的非dynamic的seq2seq接口,已经放到 tf.contrib.legacy_seq2seq目录下面. tf.contrib.seq2seq下面的实现都是dynamic seq2seq接口. 按照google的rd说法下个月将会给出更加完善的接口和实现. 当前版本也可以使用这里尝试分析一下现有dynamic seq2seq的代码.     首先核心函数是seq2seq.py下面的 dynamic_rnn_decoder     这里首先看下dy…

新代码在contrib\seq2seq\python\ops\attention_decoder_fn.py 和之前代码相比 不再采用conv的方式来计算乘,直接使用乘法和linear 给出了两种attention的实现 传统的"bahdanau": additive (Bahdanau et al., ICLR'2015) Neural Machine Translation by Jointly Learning to Align and Translate 以及"luo…

Effective TensorFlow Table of Contents TensorFlow Basics Understanding static and dynamic shapes Scopes and when to use them Broadcasting the good and the ugly Feeding data to TensorFlow Take advantage of the overloaded operators Understanding order…

看过前面的例子,会发现实现深度神经网络需要使用 tensorflow.nn 这个核心模块.我们通过源码来一探究竟. # Copyright 2015 Google Inc. All Rights Reserved. # # Licensed under the Apache License, Version 2.0 (the "License"); # you may not use this file except in compliance with the License. #…

Control flow operations: conditionals and loops When building complex models such as recurrent neural networks you may need to control the flow of operations through conditionals and loops. In this section we introduce a number of commonly used contr…

转载并翻译Jay Alammar的一篇博文:Visualizing A Neural Machine Translation Model (Mechanics of Seq2seq Models With Attention) 原文链接:https://jalammar.github.io/visualizing-neural-machine-translation-mechanics-of-seq2seq-models-with-attention/ 神经机器翻译模型(基于注意力机制的Seq2…

作者:韩信子@ShowMeAI 教程地址:http://www.showmeai.tech/tutorials/37 本文地址:http://www.showmeai.tech/article-detail/267 声明:版权所有,转载请联系平台与作者并注明出处 收藏ShowMeAI查看更多精彩内容 本系列为 斯坦福CS231n <深度学习与计算机视觉(Deep Learning for Computer Vision)>的全套学习笔记,对应的课程视频可以在 这里 查看.更多资料获取方式见文末…

Tensorflow 实现 A Tensorflow implementation of CapsNet(Capsules Net) in Hinton's paper Dynamic Routing Between Capsules 项目地址:https://github.com/naturomics/CapsNet-Tensorflow Keras 实现 A Keras implementation of CapsNet in Hinton's paper Dynamic Routing B…

ChatGirl 一个基于 TensorFlow Seq2Seq 模型的聊天机器人[中文文档] 简介 简单地说就是该有的都有了,但是总体跑起来效果还不好. 还在开发中,它工作的效果还不好.但是你可以直接训练,并且运行. 包含预处理过的 twitter 英文数据集,训练,运行,工具代码,可以运行但是效果有待提高. 数据集 Twitter 数据集: https://github.com/suriyadeepan/datasets 训练 你需要新建一个 model 文件夹来保存训练完的模型 运行这个文…

Introduction [Under developing,it is not working well yet.But you can just train,and run it.] ChatGirl is an AI ChatBot based on TensorFlow Seq2Seq Model. TensorFlowNews TensorFlow CNN Model Project:https://github.com/fendouai/FaceRank TensorFlow LST…