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Free Lesson
Building Effective AI-Powered Data Pipelines
Part of Featured Lightning Lessons
60 min
Dec 4, 2025 1:00 PM
Virtual (Zoom)
In this video
What you'll learn
Architect Semantic Data Pipelines
Transform unstructured documents into structured data by chaining semantic operators and classifying data at scale.
Optimize via Semantic Rewrites
Improve accuracy by decomposing complex operators (e.g., converting a "Map" into "Split-Map-Reduce")
Slash Costs with Task Cascades
Learn how to route easy queries to cheaper models and hard ones to expensive models without sacrificing quality .
Why this topic matters
The true potential of LLMs isn't just in chatbots, but in reasoning over massive amounts of unstructured data like legal transcripts and reports. Shreya Shankar demonstrates how to architect pipelines that extract, classify, and aggregate structure from chaos accurately and efficiently.
You'll learn from
Shreya Shankar
ML Systems Researcher Making AI Evaluation Work in Practice