64. Careers and continued growth in machine learning
Choose among research, data, modeling, ML engineering, product, safety, and governance roles based on the work each actually performs. Build proof-of-skill projects, assess relevant certifications, contribute to open work, read papers critically, and maintain a reliable practice for staying current.