Question framing
Define the biological endpoint, cohort, confounders, and usable evidence standard before modeling starts.
Build practical computational biology workflows that connect biological questions, curated data, model design, and validation.
Scope an AI workflowDefine the biological endpoint, cohort, confounders, and usable evidence standard before modeling starts.
Transform omics, assay, literature, or clinical inputs into documented features and reproducible datasets.
Build interpretable workflows with QC, holdouts, sensitivity checks, and a plan for wet-lab or clinical validation.