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Rent Gpu ServerThe reason why even rent a GPU server for deep learning?Deep learning can be an ever-accelerating field of machine learning. Major companies like Google, Microsoft, Facebook, among others are now developing their deep learning frameworks with constantly rising complexity and computational size of tasks which are highly optimized for parallel execution on multiple GPU and even multiple GPU servers . So even probably the most advanced CPU servers are no longer capable of making the critical computation, and this is where GPU server and cluster renting comes in. Why are GPUs faster than CPUs anyway?A typical central processing unit, or a CPU, is a versatile device, capable of handling many different tasks with limited parallelcan bem using tens of CPU cores. A graphical processing unit, or perhaps a GPU, is designed with a specific goal in mind - to render graphics as fast as possible, which means doing a large amount of floating point computations with huge parallelism making use of a large number of tiny GPU cores. This is why, because of a deliberately massive amount specialized and sophisticated optimizations, GPUs tend to run faster than traditional CPUs for particular tasks like Matrix multiplication that is clearly a base task for Deep Learning or 3D Rendering. |
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