![]() If you are planning to use CUDA for Data Science stuff, I suggest to use Ubuntu as it’s dominant platform on server side computing in a Cloud. In this article: How to install nvidia driver on Ubuntu, I’ll explain how to setup nvidia driver on Ubuntu to start your CUDA tuning journey.įirst decision you should make is about the operating system. ![]() To programming with CUDA, you need to know C, C++ or Python language (API is only available for those three languages). ![]() NVidia is one of the pioneers in exposing GPU power to developers, while other two manufacturers (AMD and Intel) are on the same path.Īlthough OpenCL (Open Computing Language) is an open, hardware agnostic approach (works on all – nVidia, AMD and Intel GPU while CUDA works only on nVidia GPU), mainly due to a maturity of nVidia drivers, developer tools, better support and performances, I’ll give a slight advantage to their CUDA technology. Mainly due to inertia, it is expected that the same trend will follow enterprises in their Data Centers. ![]() In addition, all top 10 Supercomputers are based on GPU processing power, and all Cloud vendors are offering GPU instances in their portfolio. With a boom in Data Science space, graphical cards are usual guest in all modern Data Centers around the world.Īll big names in a server/data center market have already certified their products with powerful graphical card manufacturers. The article on the following link (taken from the ZDNet) describes nVidia’s plans in detail: Today, on nVidia web you can barely find something about classical consumer video cards, as the whole site aim at Data Science (Artificial Intelligence / Machine Learning / Deep Learning) and High Performance Computing (e.g. Traditionally main consumers of graphical cards are: Main reason for that is a rise of Data Science, Artificial Intelligence and Deep Science, and many new technologies that relies on it like self driving cars, robotics etc. CUDA, OpenCL and GPU programming in general are hot topic in today’s IT world.
0 Comments
Leave a Reply. |