Human-Centered Machine Learning

A fantastic overview of design process for products that use machine learning from Josh Lovejoy and Jess Holbrook. Here's a case study that applies these principles to Google Clips camera.

Applications Of Machine Learning For Designers

Lassi Liikkanen shows 3 key applications: detection, prediction, and generation.

Artificial intelligence and the future of design

Jon Bruner gives a good example: A genetic algorithm starts with a fundamental description of the desired outcome — say, an airline’s timetable that is optimized for fuel savings and passenger convenience.

Experience Design in the Machine Learning Era

A terrific article by Fabien Girardin. He shows how designers can work together with big data analysts to benefit from machine learning.

A Visual Introduction to Machine Learning

A great visual overview of machine learning basics by Stephanie Yee and Tony Chu.

Machine Learning for Designers

O’Reilly published a great mini-book by Patrick Hebron with machine learning basics and design examples. He also has a great vision about new design tools.

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