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How to Automate Data Labeling using Transfer, Few-Shot, and Self-Supervised Learning

Superb AI

In this paper, we dive into our Custom Auto-Label workflow and discuss the algorithmic components of the product and the corresponding user experience. We introduce how Custom Auto-Label builds upon cutting-edge transfer, few-shot, and self-supervised learning techniques and presents a novel structure for semi-automated data labeling. These techniques provide all users with easy-to-use labeling automation features and allow clients to customize/fine-tune models in an automated fashion.

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Cover image on Superb AI's whitepaper on choosing the right computer vision platform for training data.

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?