You’ve already trained and deployed machine learning models in production environments Proficient in Python, and familiar with its full-stack usage (packaging, logging, FastAPI, Flask) Strong autonomy: you can take a scoped project and drive it independently Solid understanding of software engineering best practices: versioning, code reviews, pair programming Product-oriented mindset: you care about UX, data value, and user outcomes