5+ years of experience scaling machine learning models in production environments, ideally within a product-focused startup. Deep expertise in Python, SQL, and cloud platforms like AWS/GCP. Experience in containerization and big data technologies. Hands-on experience with Generative AI, prompt engineering, and time-series forecasting in high-availability systems.