5+ years of experience in software engineering, data engineering, or ML engineering Strong programming skills in Python Solid understanding of machine learning fundamentals Hands-on experience integrating APIs and automation workflows Interest and demonstrated learning in LLMs or applied AI Exposure to DevOps, CI/CD, or cloud platforms (AWS, GCP, or Azure)