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Windows安装anaconda 和 TensorFlow
anaconda : https://zhuanlan.zhihu.com/p/25198543 anaconda 使用与说明:http://python.jobbole.com/86236/
TensorFlow:https://zhuanlan.zhihu.com/p/24055668
安装过程中,需要升级pip
C:\Windows\system32>python -m pip install --upgrade pip --trusted-host pypi.douban.com -i http://pypi.douban.com/simple
出现pemission error ,原因是需要给予管理员权限,右键cmd,以管理员身份运行。
2.Python多版本切换工具-Pyenv\virtualenv及Anaconda科学计算环境的配置、pycharm安装
https://segmentfault.com/a/1190000004020387
pycharm 安装: http://blog.csdn.net/werm520/article/details/41249113/
解决Ubuntu下pycharm无法输入中文的问题 : http://blog.csdn.net/sinat_37623490/article/details/72991119
3.Ubuntu下tensorflow环境配置
http://blog.csdn.net/cxq234843654/article/details/70857562
pip不能用apt-get安装,因为安装之后,没有权限升级,直接下载安装包安装,参考博客http://blog.csdn.net/u013205877/article/details/73842542,不要参考它的镜像设置,有问题。
安装好pip后一条命令
amazing@amazing-pc:~$ pip install --upgrade --ignore-installed --trusted-host pypi.douban.com -i http://pypi.douban.com/simple tensorflow
可以加-H
安装pycharm http://www.cnblogs.com/chentq/p/4975794.html
4.tensorflow入门教程
https://yjango.gitbooks.io/superorganism/content/dai_ma_yan_shi_2.html
http://wiki.jikexueyuan.com/project/tensorflow-zh/tutorials/mnist_beginners.html
Python with的用法 https://www.ibm.com/developerworks/cn/opensource/os-cn-pythonwith/
5.tensorlayer入门教程
https://tensorlayercn.readthedocs.io/zh/latest/user/tutorial.html#id3
http://www.tensorfly.cn/tfdoc/api_docs/python/nn.html
6.编程库
numpy库:http://www.jb51.net/article/49397.htm
http://old.sebug.net/paper/books/scipydoc/numpy_intro.html
h5py 库 :http://blog.csdn.net/yudf2010/article/details/50353292
7.代码编写规范pep8
http://blog.csdn.net/lanchunhui/article/details/49797685
8.tensorflow中numpy库中的broadcasting
http://m.blog.csdn.net/hongxingabc/article/details/53149655
https://ericfu.me/tag/tensorflow/page/2/
9.tensorboard
服务器上tensorboard.py的位置:/usr/local/lib/python2.7/dist-packages/tensorflow/tensorboard
用法示例:wjg@ut:/usr/local/lib/python2.7/dist-packages/tensorflow/tensorboard$ tensorbod --logdir=/mnt/537G/xym/xymshare/pycharmProject/deepLV1/log
注意:在Ubuntu下文件夹的名字之间不要留空格,文件的访问和读写权限不够可能导致不能打开tensorboard。在windows下有空格没关系
公开文件夹权限: sudo chmod -R 700 /pycharmProject
10.深度学习资料与视频
知乎:https://zhuanlan.zhihu.com/p/25737992?utm_medium=social&utm_source=weibo
github: http://geek.csdn.net/news/detail/94963
视频:
斯坦福大学深度学习与tensorflow:http://blog.csdn.net/lqfarmer/article/details/72956283
cs224N自然语言处理:https://zhuanlan.zhihu.com/p/26259699
国内: http://www.bilibili.com/video/av12159434/#page=2
参考博客:http://www.jianshu.com/p/6766fbcd43b9
11.tensorflow中文社区
http://www.tensorfly.cn/tfdoc/api_docs/cc/ClassTensorBuffer.html
12 tf.cond :http://blog.csdn.net/m0_37041325/article/details/76908660
matplotlib :http://www.cnblogs.com/Frandy/archive/2012/09/17/python_pyplot_1.html
13.tensorflow tensorlayer and TFlearn官方教程
tensorflow:http://www.tensorfly.cn/tfdoc/api_docs/python/array_ops.html#gather
tensorlayer http://tensorlayer.readthedocs.io/en/latest/modules/layers.html
TFlearrn:http://tflearn.org/getting_started/
巧妙使用 tensorboarlayer https://zhuanlan.zhihu.com/p/25296966
14.resnet
神经网络之ResNet模型的实现(Python+TensorFlow):http://blog.csdn.net/index20001/article/details/76623964
TensorFlow实现ResNet(ResNet 152网络结构的forward耗时检测):http://blog.csdn.net/superman_xxx/article/details/65452735
15.pytorch
官方教程:http://pytorch.org/tutorials/beginner/deep_learning_60min_blitz.html