Machine Learning PipelineData PreprocessingTraining, Evaluating, and Registering a ModelDeploying a Model Serving EndpointServerless versus Classic Compute for Lakeflow JobsDatabricks Platform DesignHow Many Environments Do You Need?Platform Best PracticesAccess Control StrategyPromoting Code and Models to Higher EnvironmentsGit Branching ModelContinuous Integration PipelineContinuous Deployment PipelinePromoting Models to Higher EnvironmentsTestingML Model TestingSoftware TestingConclusion