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Probabilistic Protein Engineering

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Figure 1.1: Directed evolution with and without machine learning. (a) Directedevolution uses iterative cycles of diversity generation and screening to find improvedvariants
Figure 1.2: Examples of model interpretation.(a) Local approximation.in the k-mer. (d) Attention activations
Figure 2.5: Sequence and structural contact features important for prediction ofChR localization
Figure 2.6: GP regression model enables engineering of localization in CbChR1.(A) Block identities of the CsCbChR1 chimeras
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