Topic
Artificial Intelligence (AI) & Machine Learning (ML)
AI and ML are no longer just buzzwords or hypotheticals; they are now practical tools shaping the way modern products are built and experienced. At their core, these technologies are about enabling systems to learn from data and make decisions with minimal human intervention. For product managers, this means knowing when to leverage AI/ML to solve real problems, deliver more personalised experiences, and unlock smarter automation. A solid grasp of the fundamentals helps you work effectively with technical teams, identify impactful use cases, and ensure these solutions support your product strategy.
A gentle introduction to AI in product by Rand Hindi
Eira Hayward
A guide to machine learning Part 2: Set yourself up for success
Eira Hayward
What you need to know about Spotify's search function – Jonny Brooks-Bartlett on The Product Experience
The Product Experience
A guide to machine learning Part 1: What's important
Eira Hayward
How behavior analytics can help with your product path
Sam Bowman
Metrics don't have all the answers: a human-centered approach to business strategy by Samihah Azim
Andres Phillips
How product managers should use competitive intelligence before launching a product
Hazel Raoult
How to build machine learning-based products
Olga Kuritsyna
SUNDAY REWIND: How calm technology can help us be more human by Amber Case
Louron Pratt
Should you really be using machine learning?
Chris Wade
Solving Ethical AI Problems, When Algorithms Go Wrong, and the Skills Needs To Work on AI Solutions: Insights From Kriti Sharma
Imogen Schels
Machine Learning for Product Managers – A Quick Primer
Alexey Kutsenko