Explore the challenges and opportunities of integrating data science tools like notebooks into production environments in this 24-minute conference talk from Ubuntu Summit 2023. Delve into the historical parallels between spreadsheets and Jupyter notebooks, examining how both have democratized computing while introducing new complexities. Gain insights into why notebooks remain popular despite criticism, and discover practical strategies for bridging the gap between iterative data science workflows and the structured demands of production systems. Learn how to empower data scientists while addressing the limitations of current tools, ultimately improving the transition from experimental analysis to robust, production-ready solutions.
Overview
Syllabus
Data Science in production: Crossing the chasm
Taught by
Ubuntu OnAir