Artificial Intelligence (AI) and Machine Learning (ML) are no longer “just hype” but foundational technologies that are woven into most of our modern-day processes. Steeped in over 40 years of rich history within the field of chemical engineering, AI/ML techniques will need to be deeply understood at all levels spanning from the lab intern to the executive leading a global fleet of industrial plants. This session presents a framework for reviewing foundational skills rooted in first principles, pathways to engagement, and use cases for a broad range of roles. Let’s build a long-term AI/ML skill map tailored for all chemical engineers.