lifecycle management , snowflake , model development , Machine Learning, Data Modelling, Data Warehousing, Deep Learning, MLops, Docker, Kubernetes, AI ML solutions, embeddings, data pipelines, generative AI, RAG patterns, architecture scalability, prompt engineering, Azure AI Services, Security, inference optimization, Google Vertex AI, Deployment, LLM platform integration