Machine Learning Basics for PMs — AI Product Management Roadmap
Enough ML literacy for real conversations
Steps in Machine Learning Basics for PMs
- Machine Learning Fundamentals for PMs — beginner · Enough ML literacy to have a real conversation with a data scientist
- Training, Inference and Fine-Tuning Explained — beginner · The vocabulary behind how models are built and adapted
- Understanding Model Performance Metrics — beginner · Precision, recall, accuracy and when each one matters
- Bias and Fairness in ML Systems — beginner · How bias enters models and why it's a product problem, not just a technical one
- Working with Data Scientists and ML Engineers — beginner · Collaborating effectively across a real skills gap
Part of
- AI Product Management roadmap — the full learning path