Machine Learning in Production on Databricks - Deployment and Monitoring Best Practices
Explore the intricacies of deploying machine learning models in production environments through this 29-minute conference talk delivered at Data Science Conference Europe 2023 in Belgrade. Delve into the unique challenges that distinguish ML deployments from traditional applications, focusing on critical dependencies including training code, data management, and essential supporting infrastructure. Learn about effective monitoring strategies for ML models and discover how to implement robust CI/CD practices for streamlined deployment workflows. Gain practical insights into leveraging the Databricks platform for production ML deployments, with detailed guidance on implementing monitoring solutions and best practices for real-world applications.