Continuous Intelligence - Keeping Your AI Application in Production

Explore the challenges and solutions for maintaining AI applications in production through this comprehensive conference talk. Learn about Continuous Intelligence, an adaptation of Continuous Delivery practices for machine learning projects. Discover how to bridge the gap between software engineering and data science workflows, enabling faster release cycles for AI systems. Gain insights into handling code changes, model updates, data versioning, and schema modifications in ML pipelines. Examine the differences between developer and data scientist approaches, and understand how to build effective Continuous Intelligence pipelines. Through real-world examples and a demo application, acquire practical knowledge on implementing Continuous Delivery workflows for AI projects using various tools and technologies.