Fig. 1: Machine learning strategy.

A The objectives of Twist machine learning platform are to obtain a higher yield of hit clones with highest affinity, greatest sequence diversity, and the best biophysical properties. B KNN based classifier trained based on previous SPR binding data. C CNN based neural network used to train on previously identified leads and NGS data to predict binders.