Search Results for author: Frances H. Arnold

Found 3 papers, 0 papers with code

Machine learning-assisted directed protein evolution with combinatorial libraries

no code implementations19 Feb 2019 Zachary Wu, S. B. Jennifer Kan, Russell D. Lewis, Bruce J. Wittmann, Frances H. Arnold

To reduce experimental effort associated with directed protein evolution and to explore the sequence space encoded by mutating multiple positions simultaneously, we incorporate machine learning in the directed evolution workflow.

Biomolecules

Machine learning-guided directed evolution for protein engineering

no code implementations27 Nov 2018 Kevin K. Yang, Zachary Wu, Frances H. Arnold

Machine learning (ML)-guided directed evolution is a new paradigm for biological design that enables optimization of complex functions.

BIG-bench Machine Learning

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