at least one major conference per year (NeurIPS, ICML, KDD for researchers; Strata, MLConf for practitioners) - **Learning budgets** — $2,000 to $5,000 per person per year for courses, books, and certifications - **Research time** — 10 to 20 percent of time allocated to learning, experimentation, an