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Install new linux environment

When you want to install a brand new Ubuntu 16.04 system. You could try to follow this guidance. Open Software & Updates and choose the fastest source. Update the system: sudo sh -c 'echo "deb http://packages.ros.org/ros/ubuntu $(lsb_release -sc) main" > /etc/apt/sources.list.d/ros-latest.list' sudo apt-key adv --keyserver hkp://ha.pool.sks-keyservers.net:80 --recv-key 421C365BD9FF1F717815A3895523BAEEB01FA116 sudo add-apt-repository ppa:graphics-drivers/ppa sudo apt-get update sudo apt-get dist-upgrade sudo apt-get install build-essential git Install Nvidia driver sudo apt-get install nvidia-396 nvidia-settings Under cases you have Intel GPU also, please type:

Price and spec of cloud based GPU

I summarized several cloud based GPU services: Name of services Specification Price (US$) AWS P2 instance p2.xLarge 0.9 / hour Azure NC6 1xK80 0.9 / hour Lambda GPU cloud 8x AWS P2 instances 0.90 / GPU/ hour NTU HPCC 2 units of 1-P100 is scheduled to be ready by End of October 0.78 / core/ hour