Proven Expertise in Machine Learning, Language Models, and NLP.ML in production with practical depth in NLP, LLM workflows, embeddings, or retrieval augmented systems.Hands on and deep experience with transformer models, embedding based methods, and retrieval augmented techniques, prompt structured