Strategies and Tools for Machine Learning-Assisted Protein Engineering

Bruce James Wittmann
Proteins perform critical roles in a growing list of human-devised applications, and as demands for new applications arise, new proteins must be engineered to meet them. Machine learning-assisted protein engineering (MLPE) has recently arisen as a new philosophy of protein engineering, promising to overcome many of the limitations of existing engineering strategies. Despite its promise, however, as a relatively new approach to protein engineering, MLPE faces many challenges that hinder its routine application. This thesis...
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