How to Build an End-to-End Production Grade Machine Learning Pipeline with ZenML, Including Custom Materializers, Metadata Tracking, and Hyperparameter Optimization
In this tutorial, we stroll via an end-to-end implementation of an superior machine studying pipeline utilizing ZenML. We start by establishing the setting and initializing a ZenML challenge, then outline a customized materializer that allows seamless serialization and metadata extraction for a domain-specific dataset object. As we progress, we construct a modular pipeline that performs…
