56. Navigating deep learning practice

Map the skills used in research, machine learning engineering, data work, applied science, safety, infrastructure, and product roles. Build proof-of-skill projects, assess optional certifications, contribute through open work or community problems, read papers critically, and maintain a practical system for staying current.