Cheng Guo entron

Setting Up CUDA Repository

sudo dpkg -i cuda-repo-ubuntu1404_6.5-14_amd64.deb

sudo apt-get update

A comparison of Theano with other deep learning frameworks, highlighting a series of low-level design choices in no particular order.

Overview

Differentiation

Differentiation

Symbolic: Theano, CGT; Automatic: Torch, MXNet

Symbolic and automatic differentiation are often confused or used interchangeably, although their implementations are significantly different.

Create the config file:

mkdir -p /etc/systemd/system/docker.service.d && \
vi /etc/systemd/system/docker.service.d/http-proxy.conf

Put up the configs:

中国移动在为用户安装宽带时，总会好心地“赠送”一个光猫(调制解调器)。这看似是个不错的促销手段，但通常情况下，这个“赠品”会给用户带来许多麻烦。

赠送的“光猫”安装了许多不必要的功能。光猫的本职工作是进行光电转换，然而中国移动的“光猫”不仅承担着光电转换的任务，还同时进行拨号上网、路由、地址转换(NAT)、端口映射、文件服务器(FTP)等等额外的功能。这些功能让本就廉价而算力低下的光猫运行缓慢，不堪重负。最可气的是，中国移动为了节约维护成本，将光猫的绝大多数设置项锁定，防止用户修改。为了重新“拥有”光猫，我决定夺回对光猫的控制权。

适用范围

中国移动产品
能够开启Telnet服务

我的型号是H2-2。下列操作理论上使用于其他型号。

	"""
	A deep neural network with or w/o dropout in one file.

	License: Do What The Fuck You Want to Public License http://www.wtfpl.net/
	"""

	import numpy, theano, sys, math
	from theano import tensor as T
	from theano import shared
	from theano.tensor.shared_randomstreams import RandomStreams

	from __future__ import print_function
	import imageio
	from PIL import Image
	import numpy as np
	import keras

	from keras.layers import Input, Dense, Conv2D, MaxPooling2D, AveragePooling2D, ZeroPadding2D, Dropout, Flatten, Concatenate, Reshape, Activation
	from keras.models import Model
	from keras.regularizers import l2
	from keras.optimizers import SGD