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David Dalmau

@daviddalmau.bsky.social
50 followers 128 following 1 posts

PhD in chemistry Data science & Automation (thealegregroup.com) ROBERT & AQME software developer (github.com/ddgunizar)

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Reposted by David Dalmau
Jorge Bravo Abad @bravo-abad.bsky.social · 15/04/2025
Dalmau et al. automate non-linear ML workflows for tiny chemical datasets. With robust hyperparameter tuning and an overfitting-aware metric, random forests, gradient boosting, and NNs rival or surpass linear regression, expanding chemists’ low-data modeling toolbox. pubs.rsc.org/en/Content/A...
pubs.rsc.org
Machine learning workflows beyond linear models in low-data regimes
Data-driven methodologies are transforming chemical research by providing chemists with digital tools that accelerate discovery and promote sustainability. In this context, non-linear machine learning...
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David Dalmau @daviddalmau.bsky.social · 15/04/2025
👉🏻 Are linear models the only/best choice for small databases in machine learning? Check out our work to implement nonlinear models in low-data regimes using ROBERT v2! @chemicalscience.rsc.org 📝 Read: pubs.rsc.org/en/content/a... | 🔧Install: robert.readthedocs.io/en/latest/
pubs.rsc.org
Machine learning workflows beyond linear models in low-data regimes
Data-driven methodologies are transforming chemical research by providing chemists with digital tools that accelerate discovery and promote sustainability. In this context, non-linear machine learning...
0103