6-10 years of experience Strong programming skills: Python, NumPy/Pandas, SQL Experience with ML/DL frameworks: scikit-learn, PyTorch, TensorFlow Knowledge of MLOps: Docker, CI/CD pipelines Experience with Cloud platforms: AWS, Azure Proficiency in AI application essentials: RAG with embeddings/vector databases, model serving/APIs, NLP/Transformers, evaluation/monitoring, responsible AI