Solid understanding and working experience with Azure cloud platform - fundamentals:Azure (e.g. Azure ML Functions Blob Storage ML Studio AI Foundry Azure Pipelines AKS Functions)Python environment setup dependency management (Ex. pip conda ) and API Integrations(API Keys OAuth)Exposure to NLP machine learning or data science projects. Awareness of prompt engineering principles and how LLMs (like GPT Claude or LLaMA) are used in real-world applications. Understanding of transformer architecture and how it powers modern NLP. Exposure to AI Code Assist tools