Hamel is a machine learning engineer with over 20 years of experience. He has worked with innovative companies such as Airbnb and GitHub, which included early LLM research used by OpenAI, for code understanding. Hamel also led and contributed to numerous popular open-source machine-learning tools. He is currently an independent consultant helping companies operationalize Large Language Models (LLMs) to accelerate their AI product journey.