ADABench - Towards an Industry Standard Benchmark for Advanced Analytics.

The digital revolution, rapidly decreasing storage cost, and remarkable results achieved by state of the art machine learning (ML) methods are driving widespread adoption of ML approaches. While notable recent efforts to benchmark ML methods for canonical tasks exist, none of them address the challenges arising with the increasing pervasiveness of end-to-end ML deployments. The challenges involved in successfully applying ML methods in diverse enterprise settings extend far beyond efficient model training.