Move Data Science Beyond Experimentation with MLOps Platforms
Explore the transformative potential of MLOps platforms in a comprehensive workshop from Ubuntu Summit 2023. Discover how to overcome the challenges faced by data scientists, who currently spend 80% of their time on non-modeling tasks. Learn about MLOps, the DevOps equivalent for machine learning, and its role in deploying and maintaining models efficiently in production. Gain hands-on experience with MLOps tooling, navigating the machine learning lifecycle using a real-life dataset from the open-source world. Understand how AI can streamline the work of developers and contributors, and explore best practices for faster project delivery. Delve into the benefits of MLOps platforms, including improved collaboration, automated tasks, and reproducible workflows for data science solutions.