Exactly 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 the most advanced CPU servers are no longer with the capacity of making the…