How to: Product Management for ML/AI
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1. [What you need to know about product management for AI. A product manager for AI does everything a traditional PM does, and much more.](https://www.oreilly.com/radar/what-you-need-to-know-about-product-management-for-ai/)
1. [Bringing an AI Product to Market. Previous articles have gone through the basics of AI product management. Here we get to the meat: how do you bring a product to market?](https://www.oreilly.com/radar/bringing-an-ai-product-to-market/)
1. [The People + AI Guidebook](https://pair.withgoogle.com/guidebook/)
1. [User Needs + Defining Success](https://pair.withgoogle.com/chapter/user-needs/)
1. [Building machine learning products: a problem well-defined is a problem half-solved.](https://www.jeremyjordan.me/ml-requirements/)
1. [Talk: Designing Great ML Experiences (Apple)](https://developer.apple.com/videos/play/wwdc2019/803/) 
1. [Machine Learning for Product Managers](http://nlathia.github.io/2017/03/Machine-Learning-for-Product-Managers.html)
1. [Understanding the Data Landscape and Strategic Play Through Wardley Mapping](https://ergestx.com/data-landscape-wardley-mapping/)
1. [Techniques for prototyping machine learning systems across products and features](https://design.google/library/simulating-intelligence/)
1. [Machine Learning and User Experience: A Few Resources](https://medium.com/ml-ux/machine-learning-and-user-experience-a-few-resources-e7872f1d34ee)
1. [AI ideation canvas](https://idalab.de/wp-content/uploads/2021/02/idalab-AI-ideation-canvas-Feb21.pdf)
1. [Ideation in AI](https://idalab.de/ideation-in-ai-five-ways-to-make-the-workshops-work/)
1. [5 Steps for Building Machine Learning Models for Business. By shopify engineering](https://shopify.engineering/building-business-machine-learning-models)
1. [Metric Design for Data Scientists and Business Leaders](https://towardsdatascience.com/metric-design-for-data-scientists-and-business-leaders-b8adaf46c00)