Overview
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Watch a 26-minute conference talk from SnorkelCon 2024 exploring how data has become the central programming interface in modern AI development. Discover the paradigm shift from algorithm-centric to data-centric approaches through insights shared by Snorkel AI co-founder and CEO Alex Ratner. Learn about specialized evaluation techniques, fine-grained data analysis methods, and scalable solutions for capturing human feedback throughout the AI lifecycle. Examine real-world applications and case studies demonstrating how organizations can harness data-driven approaches to transform AI innovations into tangible business value. Gain practical understanding of why data has become the cornerstone of AI system development, surpassing traditional algorithm-focused methodologies.
Syllabus
Data as the programming interface: the future of AI development
Taught by
Snorkel AI