Sam is an advocate for AI democratization, passionate about developing impactful AI initiatives with kindness and clarity. After earning her master's cum laude in AI & Robotics, she quickly grew from Machine Learning Engineer to Acting Head of AI Automation at a data & AI consultancy, driven by her sense of ownership, collaboration, and innovation. Now a freelance AI consultant, Sam focuses on purposeful projects for startups and thought leadership initiatives dedicated to bridging theory and practice for sustainable real-world AI applications.