Superb AI Whitepapers

Expand your knowledge of labeling, automation, DataOps, and more with technical content authored by Superb AI and the ML community, including whitepapers, solution briefs, and other reference material.



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

Superb AI 

In this whitepaper, we dive into the machine learning theory and techniques that were developed to evaluate our auto-labeling AI. More specifically, how the platform estimates the uncertainty of auto-labeled annotations and applies it to active learning. This whitepaper will help you measure and evaluate how much you can trust the model output when utilizing auto labeling for data annotation.

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Picking the Right Training Data Platform

This whitepaper guides you through the initial process of building an ML data pipeline by  diving into the 4 pillars of an enterprise grade training data platform. How do experts evaluate the plethora of options available to them and pick an ML data platform that is right for their needs?