Post 2 — What the Course Actually Taught Me By Martin Bergmann | AI Project Lab | July 2026 Six modules and one completed course later, three details changed how I think about generative AI projects. First: operationalization and data preparation took up more of the course than I expected. The volume of work in data preparation alone, cleaning, labeling, verifying quality, structuring for training and testing, is closer to what a data engineer does daily than what most PM tra

What Is the PMI-CPMAI Certification, Why Am I Doing It, and What to Expect By Martin Bergmann | AI Project Lab | April 2026 PMI's own pitch for this certification includes a quiet admission: you can "navigate fast-changing technologies without needing tool-specific training." Read between the lines: the tools are not the problem. The management layer is. That is the belief behind the AI Project Lab and the reason I am pursuing this certification. What Is the PMI-CPMAI Certifi