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YouTube

Curate Training Data via Labeling Functions - 10 to 100x Faster

Snorkel AI via YouTube

Overview

Discover how to accelerate data labeling for enterprise AI initiatives through programmatic techniques. Learn about the challenges of traditional data labeling methods and explore the solution of using labeling functions to capture expert knowledge and scale data annotation. Understand how this approach can significantly reduce model development time from months to days. Explore real-world use cases including classifying chatbot utterances for banking, extracting procedures from pharmaceutical documents, and identifying drugs and adverse events in medical notes. Gain insights into iterating, adapting, and improving label accuracy through AI data development techniques.

Syllabus

Curate training data via labeling functions— 10 to 100x faster

Taught by

Snorkel AI

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