We Need Better Benchmarks for Machine Learning in Drug Discovery
Practical Cheminformatics
AUGUST 3, 2023
Initially, I would recommend aqueous solubility, membrane permeability, in vitro metabolic stability, and biochemical assays. Focus benchmarking efforts on simple, robust, relevant, clearly defined endpoints. These endpoints are reproducible, relatively inexpensive, and can provide reasonably large datasets.
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