What is Caffe – Everything you need to know about the deep learning framework from Coding compiler. Caffe is a deep learning framework characterized by its speed, scalability, and modularity. Caffe works with CPUs and GPUs and is scalable across multiple processors. The Deep Learning Framework is suitable for industrial applications in the fields of machine vision, multimedia and speech.