Minimum (Required): Years Skills/Experience 2 Python and SQL skills 2 Data Visualization skills with tools like PowerBI, Tableau, Streamlit, R Shiny, Matpotlib 2 Knowledge of Object-oriented programming & design patterns 2 Unit testing, CI/CD, Git, containerization (Docker) 2 Data pipelines and ETL (Airflow, Prefect, or cloud-native equivalents) 2 Model deployment (REST APIs, gRPC, serverless), monitoring, and versioning 2 AWS / Azure / GCP / OCI AI services 2 Cloud-native training/inference environments (SageMaker, Bedrock, Vertex AI, Azure ML) 2 Kubernetes and Docker 2 Code assist tools (Claude code, Codex, Cursor, etc) . Design and build applications and AI/ML models tailored to specific use cases, including predictive analytics, natural language processing, and computer vision, prioritized for the AI Program.