Product Management


Proper design of machine learning systems that integrates people, data, processes and business systems.

Overview

People + AI Guidebook
The People + AI Guidebook was written to help user experience (UX) professionals and product managers follow a human-centered approach to AI.
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What You Need to Know About Product Management for AI
A product manager for AI does everything a traditional PM does, and much more.
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Building Machine Learning Products: A Problem Well-Defined
In this post, we'll dig deeper into how to develop the requirements for a machine learning project when you're given a vague problem to solve.
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Three Principles for Designing ML-Powered Products
Reflecting on a handful of projects at Spotify, we’ve come up with three principles we believe will help others design ML-powered experiences.
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Rules of Machine Learning: Best Practices for ML Engineering
A basic knowledge of machine learning get the benefit of best practices in machine learning from around Google.
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Machine Learning for Product Managers
A product-centric overview of machine learning.
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Libraries

General
Data Project Checklist
There’s a lot more to creating useful data projects than just training an accurate model!
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Guidelines for Human-AI Interaction
Recommend best practices for how AI systems should behave upon initial interaction, during regular interaction, when they’re inevitably wrong, and over ...
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ML Code Completeness Checklist
Tips for releasing research code in Machine Learning (with official NeurIPS 2020 recommendations).
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Table of Contents
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