Degree in CS, Machine Learning, or equivalent industry experience Deep understanding of applied ML pipelines in production environments Experience across ML modeling techniques and frameworks (e.g., ranking, embeddings, neural networks, tree-based models) 5+ years building and shipping ML systems with measurable product impact Experience in recommender systems, video understanding, or human-in-the-loop learning (Bonus)