Bias and Fairness in ML Systems — Roadmap Step & Resources
How bias enters models and why it's a product problem, not just a technical one
- Level: beginner
- Estimated time: 1 days
- Roadmap: AI Product Management
Before this step
Study resources
- Mind the Product (Article) — A large global product management community and publication, including AI product management content. Background reading/viewing for: Bias and Fairness in ML Systems.
- Lenny's Podcast (Video) — Interviews explaining ML fundamentals for a product audience. Relevant to: Bias and Fairness in ML Systems.
Part of
- Machine Learning Basics for PMs — section
- AI Product Management roadmap — the full learning path