Introduction - Session Recordings and References Approximate Computing Multiprocessing, multithreading and vectorization GPU architecture and optimizations Roofline model and arithmetic intensity Common optimizations Cache Blocking Four convolution strategies: Direct, GEMM, FFT and Winograd Model-size aware and system-aware pruning of CNNs