Previous experience as a Data Scientist, Machine Learning Engineer, or Engineer working with ML models or GenAI applications in production Comfortable working in public Cloud environments (AWS, Azure, GCP) Knowledge of machine learning frameworks such as TensorFlow, PyTorch or Scikit-learn Knowledge of LLM / Agentic frameworks such as Llamaindex, LangGraph, and DSPy Understanding of ML/DS concepts, model evaluation strategies and lifecycle Understanding of GenAI concepts and application evaluation + development lifecycle Proficiency in a programming language (Python, JS/TS, Java, Go, etc.) Strong Communication Skills