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How to Improve Data Labeling Efficiency with Auto-Labeling, Uncertainty Estimates, and Active Learning

Superb AI
August 31, 2020

This whitepaper dives into the machine learning theory and techniques that were developed to evaluate Superb AI Suite's auto-labeling AI. More specifically, how the platform estimates the uncertainty of auto-labeled annotations and applies it to active learning. We also hope to effectively demonstrate the scalability of our particular uncertainty estimation method.

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