I delivered a two-day AI/ML Essentials course in June 2026 focused on helping participants identify, plan, and execute successful AI/ML projects. Knowing that AI projects rarely fail because of the technology itself, I concentrated on the fundamentals that actually determine success: domain knowledge, data hygiene, selecting the right tools, and critical thinking. You can download the slides from the course (minus the active learning components) . The programme is built arou