Tag

Biology Research

All articles tagged with #biology research

Revolutionizing Biology Research: AI Speeds Up Material Modeling and Molecule Property Prediction
technology2 years ago

Revolutionizing Biology Research: AI Speeds Up Material Modeling and Molecule Property Prediction

MIT researchers have developed BioAutoMATED, an automated machine-learning system for biology research that can select and build an appropriate model for a given dataset, as well as handle data preprocessing tasks. This system significantly reduces the time required for these processes, making it more accessible for researchers in the field of biology.

"MIT Develops AI System for Predicting Molecular Properties with Minimal Data"
technology2 years ago

"MIT Develops AI System for Predicting Molecular Properties with Minimal Data"

Scientists at MIT have developed an automated machine-learning system called BioAutoMATED that can generate AI models for biology research. The system selects and builds an appropriate model for a given dataset, including handling the laborious task of data preprocessing, reducing the process from months to just a few hours. BioAutoMATED focuses on biological sequences and offers a larger search space by incorporating multiple tools under one umbrella tool. It includes supervised ML models for binary classification, multi-class classification, and regression. The open-source code is publicly available, and the researchers hope to collaborate with the biological research community to make it a widely used tool.