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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.

Everyday Ethics of AI

IBM designers created a practical guide for designers & developers for building and using AI systems.

Adobe is using AI to catch Photoshopped images

The AI looks for three types of manipulation: cloning, splicing and removal. See also their new research and a checklist by Kyle McDonald.

Untold AI

Christopher Noessel analyzed sci-fi movies to understand how they portray AI. He published a comparison table.

Awful AI

David Dao made a curated list to track current scary usages of AI — hoping to raise awareness to its misuses in society.

AI UX: 7 Principles of Designing Good AI Products

Dávid Pásztor aims to create useful, easy-to-understand products in order to bring clarity to this shady new world of machine learning. Most importantly, we want to use the power of AI to make people’s lives easier and more joyful.

The Real Story Behind Microsoft’s Quietly Brilliant AI Design

The company studied personal assistants — human ones — to understand how to make a great machine assistant for PowerPoint Designer feature (it makes good slide design for users).

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.

The Best Machine Learning Courses

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

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.

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