Drug Discovery

Why Perturbation Prediction Needs Much Better Metrics
Essay on evaluation metrics for single-cell perturbation prediction, mean-predictor baselines, and implications for benchmarking in computational biology.
Arian Amani
Mar 19, 2026 1 min read Blog Posts
Why Perturbation Prediction Needs Much Better Metrics
Leveraging Machine Learning to Predict Cellular Behavior in Drug Treatments
Why is ML important in Drug Discovery?
Arian Amani
Sep 2, 2024 1 min read Blog Posts
Leveraging Machine Learning to Predict Cellular Behavior in Drug Treatments