Git Product home page Git Product logo

learning-tensorflow's Introduction

学习Tensorflow的内容

鄙人通过阅读Tensorflow的programmers_guide。我编写(抄)当中的代码和一些**,为日后回忆和记录做做准备。

Lesson1:

使用基本的创建模型、创建变量和保存模型

Lesson2:

在Tensorflow中使用队列,组织输入数据并转变为批量的格式化数据。这样是为了加快Tensorflow的吞吐数据量。

Lesson3 (CNN之图像人脸识别):

利用olivettifaces.gif数据训练“人脸识别”,准确来说仅仅是一个“人脸分类”。

olivetti faces

设计的网络是基于CNNs,

模型结构

最后的结果:

测试结果

红色框为错误识别

Lesson4 (RNN之LSTM实现):

使用Tensorflow重新实现一遍LSTM的结构

LSTM结构

利用自己的建立的LSTM模型训练并学习一小段英文文章,最后自己生成一段英文文字。完成基本的语言模型。

Lesson5 (RNN之生成唐诗):

给定一批唐诗,我们利用LSTM训练这些唐诗当中字之间的前后关系,建立简单的唐诗语言模型。

Lesson6 (DQN,失败之作):

利用DQN训练机器人学习玩智障的打球游戏,但是效果并不明显。正在寻找原因

Lesson7 (GANs,利用对抗神经网络):

利用EBGANs模型学习给定的明星照片并且生成一些伪明星照片。但可以跑起来,但是不能利用TF的共享变量来提升代码质量,待解决。

learning-tensorflow's People

Contributors

salon-sai avatar

Watchers

 avatar

Recommend Projects

  • React photo React

    A declarative, efficient, and flexible JavaScript library for building user interfaces.

  • Vue.js photo Vue.js

    🖖 Vue.js is a progressive, incrementally-adoptable JavaScript framework for building UI on the web.

  • Typescript photo Typescript

    TypeScript is a superset of JavaScript that compiles to clean JavaScript output.

  • TensorFlow photo TensorFlow

    An Open Source Machine Learning Framework for Everyone

  • Django photo Django

    The Web framework for perfectionists with deadlines.

  • D3 photo D3

    Bring data to life with SVG, Canvas and HTML. 📊📈🎉

Recommend Topics

  • javascript

    JavaScript (JS) is a lightweight interpreted programming language with first-class functions.

  • web

    Some thing interesting about web. New door for the world.

  • server

    A server is a program made to process requests and deliver data to clients.

  • Machine learning

    Machine learning is a way of modeling and interpreting data that allows a piece of software to respond intelligently.

  • Game

    Some thing interesting about game, make everyone happy.

Recommend Org

  • Facebook photo Facebook

    We are working to build community through open source technology. NB: members must have two-factor auth.

  • Microsoft photo Microsoft

    Open source projects and samples from Microsoft.

  • Google photo Google

    Google ❤️ Open Source for everyone.

  • D3 photo D3

    Data-Driven Documents codes.