9 Advanced Tips for Production Machine Learning

TLDR; Incorporating a new state of the art machine learning model into a production application is a rewarding yet often frustrating experience. The following post provides tips for production Machine Learning,with examples using the Azure Machine Learning Service. If you are new to Azure you can get a free subscription here. While the tips in the following post, transcend Azure, the Azure Machine Learning Service provides structured tooling for training, deploying, automating, and managing machine learning workflows at production scale. Before writing the first line of AI code ask whether the problem you are solving really needs a state of the art model?