### Who you are Strong hands‑on experience developing and deploying machine learning models in production, ideally in large‑scale or cloud‑native environments Advanced Python skills, using libraries such as NumPy, Pandas, scikit‑learn, PyTorch or TensorFlow Solid understanding of the end‑to‑end ML l