Sohail Shaikh is an applied AI data scientist with nearly a decade of experience spanning machine learning, NLP, software engineering and growth analytics. His work focuses on building practical AI systems, including LLM applications, RAG pipelines, semantic search, evaluation frameworks and ML pipelines. He writes about applied AI, ML systems engineering and moving AI from prototype to real-world impact.