Define and implement a comprehensive machine learning services strategy aligned with business goals. Lead and grow the machine learning services team, including recruiting, mentoring, and training top talent in ML operations and implementations. Oversee the evaluation and other key operations like data cleaning, data annotation, dataset quality management, vendor collaboration on machine learning lifecycle. Collaborate with product teams to integrate machine learning capabilities into product offerings, enhancing functionality and user experience. Establish robust ML lifecycle management practices, including model development, testing, validation, deployment, and monitoring. Drive innovation in ML techniques and technologies, staying abreast of industry trends and advancements. Ensure adherence to ethical AI principles and compliance with data privacy regulations. Develop and manage the department’s budget, optimizing resource allocation and utilization.