Blog posts

The latest on Masterful and tips on Machine Learning

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architecture

It's time to use Semi-Supervised Learning for your CV models

Image of Yaoshiang Ho
Yaoshiang Ho

Intro

Previously, we showed that throwing more training data at a deep learning model has rapidly diminishing returns. If doubling your labeling budget won’t move the needle, what next? Consider semi-supervised learning (SSL) to unlock the information in unlabeled data. 

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Four buckets of deep learning innovation: architecture, data, regularization, and optimization

Image of Yaoshiang Ho
Yaoshiang Ho

Intro

It’s hard to stay current and maintain competency in deep learning. It’s a young and fast growing field, which means that groundbreaking research and innovations are coming out really rapidly. But at Masterful, we don’t have a choice: we have to stay current because the promise we make to developers is that our platform automatically delivers state-of-the-art approaches for computer vision models (CV) in a robust and scalable way. 

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