Proven experience leading teams and managing careers. General understanding of machine learning concepts. Good understanding of engineering challenges for deploying ML systems. Proficiency in Python or another major programming language. Experience with cloud-based services. Excellent written and verbal communication skills. Product-minded approach to guide ML Platform roadmap. Up-to-date knowledge of Machine Learning Engineering advances.