Microsoft Guidelines for Human-AI Interaction (PDF)

These 18 guidelines can help you design AI systems and features that are more human-centered. How to use them in a creative process.

AI is Your New Design Material

A talk by Josh Clark on using machine-generated content, insight, and interaction as design material in your everyday work.

Smarter Patterns

A pattern gallery for algorithm-driven designs. How to make them transparent and predictable.

What is the role of an AI designer at Meta?

How AI designers are bridging the gap between user needs and technological capabilities at Meta.

AI Meets Design

A framework for designers who work with products based on AI, by Nadia Pret. It contains patterns and methods to design them.

Can Users Control and Understand a UI Driven by Machine Learning?

In a study of people interacting with systems built on machine-learning algorithms, users had weak mental models and difficulties making the UI do what they want.

Applications Of Machine Learning For Designers

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

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.

The Best Machine Learning Courses

Class Central analyzed online courses on machine learning and selected the best.

Machine Learning for Creativity and Design

This one-day workshop explores several issues in the domain of generative models for creativity and design. 32 papers were published.

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