Platform as a service (PAAS) featuring a computer software platform for building, optimizing and serving artificial intelligence (AI) and machine learning (ML) models using quantization, pruning and other compression techniques to reduce latency, memory footprint, and compute cost and to optimize the deployment of highly accurate models in edge and server environments.