GitHub|2017年 伦敦深度学习研讨会资料库

全球人工智能

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文章参考：Github  翻译：林一鸣

这个代码仓库提供了使用Python,keras 和TensorFlow的机器学习ipython notebook教程

Contents

1：Installation安装

https://github.com/telecombcn-dl/2017-persontyle?winzoom=1#installation

2：Setup设置

https://github.com/telecombcn-dl/2017-persontyle?winzoom=1#setup

3：Sessions例子

https://github.com/telecombcn-dl/2017-persontyle?winzoom=1#sessions

4：Usage应用

https://github.com/telecombcn-dl/2017-persontyle?winzoom=1#usage

Installation

• 代码在python 2.7和Mac OS 下通过测试。

• 根据官网教程利用pip安装TensorFlow1.0

https://github.com/tensorflow/tensorflow/blob/r0.10/tensorflow/g3doc/get_started/os_setup.md#pip-installation

• 安装其他依赖库pip install -r requirements.txt

Setup

使用命令python setup.py收集数据和模型，避免notebooks卡住。

实例

• 亚马逊服务器设置

• 逻辑回归

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/2-3_classify.ipynb

• 多类别分类

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/2-3_classify.ipynb

• Deep models深度模型

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/4_deep.ipynb

• Convolutional Neural Networks卷积网络

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/5_convnets.ipynb

• Visualization可视化

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/6_visualization.ipynb

• GAN生成对抗网络

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/7_gan.ipynb

• Deep Dream深度梦境

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/8_dream.ipynb

• Neural Style神经风格

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/8_style.ipynb

• Object Detection I目标检测1

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/detection/ssd_keras/testing.ipynb

• Object Detection II目标检测2

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/detection/ssd_keras/testing_video.ipynb

• Object Tracking I目标跟踪1

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/tracking/tracking_siamese.ipynb

• Object Tracking II目标跟踪2

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/tracking/tracking_kalman.ipynb

• LSTM char generationLSTM生成字符

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/13_lstm.ipynb

• Embeddings词嵌入

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/14_embeddings.ipynb

• 20news

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/15_news20.ipynb

• Question Answering

https://github.com/telecombcn-dl/2017-persontyle/blob/master/sessions/16_QA.ipynb

Usage

Run a notebook 如何运行一个notebook

jupyter notebook

 打开浏览器输入：

http://localhost:8888

就可以开始编辑了