Computational biology researcher working on AI, protein design, and structure-based drug discovery.
UWaterloo Biotech/Econ '26. Previously SickKids, OICR, and QDX Technologies.
75.0% accuracy across 14 CATH architectures, with whole superfamilies held out of training
Details in the Lab: PAC-MAPS: classifying protein architecture from contact maps Code for PAC-MAPS: classifying protein architecture from contact maps on GitHub
71 candidates pulled from the COCONUT library, docked with GNINA and ranked on CNN-VS
Read the write-up: Structure-based virtual screen to find 71 natural alternatives to acarbose Code for Structure-based virtual screen to find 71 natural alternatives to acarbose on GitHub
0.91 AUC predicting PPI disruption, from 47,000+ AlphaFold-Multimer jobs
Read the write-up: Predicting how missense variants disrupt protein–protein interactions with AI
4 models compared on per-residue binding-site prediction: RF, SVM, CNN and MLP
Read the write-up: Benchmarking four AI models on a custom peptide-binding dataset Code for Benchmarking four AI models on a custom peptide-binding dataset on GitHub