The breakthrough of producing a programming model for operations that can compose high levels of abstraction has enabled auto parallelizing compilers to emerge, providing powerful tools to solve problems in machine learning. This organic development of the community around machine learning is providing a high-level method to enable compilers to exploit such complexities.