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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.

There is no difference between computer art and human art

Oliver Roeder says that “computer art” isn’t any more provocative than “paint art” or “piano art.” The algorithmic software is written by humans, after all, using theories thought up by humans, using a computer built by humans, using specifications written by humans, using materials gathered by humans, in a company staffed by humans, using tools built by humans, and so on. Computer art is human art — a subset, rather than a distinction.Robert Hart looks for legal precedents.

Where machines could replace humans — and where they can’t (yet)

McKinsey analyzed 800 jobs to find how easily they can be automated. Lots of interesting insights. Here's a website to check your job. It started to happen with creative jobs in 2023 (see examples: IBM, Axel Springer, Bluefocus Intelligent Communications Group Co.).

AI and the future of design: Will machines take your job?

A good article series by Rob Girling from Artefact. He looks at skills that can be automated and tries to predict the future of design as s profession.

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.

A Visual Introduction to Machine Learning

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

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.

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