“PLASTER” encompasses seven major challenges for delivering AI-based services: Programmability, Latency, Accuracy, Size of Model, Throughput, Energy Efficiency, Rate of Learning. This paper explores each of these AI challenges in the context of NVIDIA’s deep learning (DL) solutions.