A Multi-Objective Active Learning Platform and Web App for Reaction Optimization
Oct 19, 2022·,
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0 min read
Jose Antonio Garrido Torres
Sii Hong Lau
Pranay Anchuri
Jason M. Stevens
Jose E. Tabora
Jun Li
Alina Borovika
Ryan P. Adams
Abigail G. Doyle
Abstract
We present a multi-objective active learning platform and web application for reaction optimization in synthetic chemistry. The platform enables simultaneous optimization of multiple competing objectives, guiding experimental campaigns more efficiently than traditional one-factor-at-a-time or grid-search approaches.
Type
Publication
Journal of the American Chemical Society, 144(43), 19999–20007
Authors
Senior Research Scientist
Pranay Anchuri is a Senior Research Scientist at Offchain Labs. His research spans
blockchain protocols, verifiable computation, and machine learning applied to
decentralized systems. He has published at top venues including KDD, JMLR, and ICDM,
and is an inventor on seven US patents. He holds a PhD in Computer
Science from Rensselaer Polytechnic Institute.