Hands on experience in working with Marketing Domain datasets. 2+ years of applicable work experience in ML. 5+ years of hands-on experience in Snowflake. 2+ years of experience on Generative AI projects. Proficiency with the Python Machine Learning stack, e.g. Pandas, etc. Knowledge of experimental design and analysis of results. Demonstrate experience with applying Machine Learning, including both Deep Learning (PyTorch) and Classical ML (Scikit-Learn). Demonstrate experience with leading Machine Learning teams in deploying and improving ML features in production. Demonstrate experience working in cross-functional teams to deliver ML solutions at scale. Familiarity with Large Language Models, especially in the context of interactive dialog systems and chatbots (RAG, Generative AI, Conversational Agents). Experience deploying systems that use NLP such as Information Retrieval (IR), Recommender Systems (RecSys), or other NLP Applications