PAPIs 2018

With the booming adoption of AI applications there is a need to better integrate the process of creating, updating and maintaining ML models in a standard Continuous Integration/Continuous Deployment (CI/CD) pipeline. A CI/CD pipeline in software development provides control of releasing the right version to the right environment, ability to rollback in case of an error and ability to manage the process. In this talk, we will walk over the process of automating model operationalization and deployment across different environments from our learnings from customers and internal products.