Building ML Tools Scientists Will Actually Use
Kemal The Gap Between Models and Tools I’ve seen a lot of impressive ML models in biopharma that never get used. Not because the science is wrong, but because the tool…
Medicine
What Makes an Antibody Hard to Manufacture? Data-Driven Insights
The Features That Matter After training the developability model on 100+ therapeutic antibodies, I looked at the feature importance rankings. The model had learned to weight certain properties more heavily…
Case Study: Predicting Trastuzumab Developability
Why Trastuzumab Is the Perfect Test Case When I built my antibody developability predictor, I knew I needed to validate it against a molecule where we actually know the manufacturing…