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Data-Centric AI

·78 words·1 min
Benjamin Sánchez-Lengeling
Author
Benjamin Sánchez-Lengeling
Research Scientist focusing on chemical machine learning, generative molecular design, and open science.

Modeling is rarely the hardest part anymore. More often the bottleneck is framing the right problem and finding the data to answer it. Data-centric AI starts from a simple observation: progress happens one dataset at a time. This matters more in chemistry than in images or text, because experimental data is scarce, expensive and scattered across labs. A large part of our work is curating, generating and releasing datasets and benchmarks that let the field measure real progress.