SQLBits 2024

How to get started with MLOps in Azure Databricks

This entry-level session will introduce you to the machine learning life cycle, including data preparation, model training, selection, and how to operationalize your model with Databricks Machine Learning, and gain a deeper understanding of how to scale deployments using MLOps across your company.
The first portion of this entry-level session will introduce you to the machine learning life cycle, including data preparation, model training, selection, and deployment. The second portion of this session will cover how to use Azure Databricks for your Machine Learning project. We will try different algorithms, parameters, and track this information to reproduce our work. We will learn how to operationalize your model with Databricks Machine Learning, and gain a deeper understanding of how to scale deployments of models across your company.