Blog Posts | Joshua Berkowitz

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How Foundation Models Are Transforming Scientific Discovery

Foundation models such as large language models have made waves in language processing and computer vision, but their leap into scientific disciplines is both exciting and complex. Scientific fields d...

data efficiency deep learning foundation models machine learning physical constraints scientific discovery time series forecasting uncertainty quantification

Sep 29, 2025

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GenSeg For Medical Image Segmentation in Low-Data Environments

Medical image semantic segmentation is a fundamental process in modern healthcare, crucial for applications such as diagnosing diseases, tracking disease progression, planning treatments, and assistin...

AI segmentation data efficiency deep learning generative models healthcare AI medical imaging synthetic data

Jul 28, 2025

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