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. Many have suggested that pharmaceutical companies should open more of their data to the community. Focus benchmarking efforts on simple, robust, relevant, clearly defined endpoints.
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