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Explore production-grade data and machine learning orchestration with Flyte in this 39-minute conference talk by Shivay Lamba and Ekansh Gupta. Delve into the challenges of MLOps and data processing, including scalability, compute management, repeatability, recoverability, maintainability, and auditability. Learn how Flyte, an open-source orchestration platform, addresses these issues by providing type-safe data processing and integrating data quality into the development of Machine Learning and Data Products. Gain comprehensive insights into solving complex data and ML orchestration problems using this powerful tool.
Syllabus
Flyte: Production-Grade Data and Machine Learning Orchestration - Shivay Lamba & Ekansh Gupta
Taught by
Linux Foundation