Author: Heng-Tze Cheng, Google Research New York, Google, Inc. Abstract: Creating and maintaining a platform for reliably producing and deploying machine learning models requires careful orchestration of many components—-a learner for generating models based on training data, modules for analyzing and validating both data as well as models, and finally infrastructure for serving models in produ