Machine Learning and User Experience: A Few Resources

Michelle Carney
Sep 10 · 4 min read

In the past couple years, we’ve seen a huge increase in folks working in the intersection of machine learning and user experience (or data science and design, ai and art, and a ton of different other names!)

It has been a little bit of a challenge to keep track of who is doing what, so I have been keeping a running list of great resources that I’d recommend folks checking out if they are interested in this field.

This medium article will serve as a snapshot in time to some of my favorite resources as of Summer 2019, and organized roughly by the group they came from. These are rough notes and I am trying my best to get these resources out into the community, so apologies for not sharing more detail and going into depth! (And super apologies if I left something out — happy to include it in future iterations!) Let’s get started!

Machine Learning and UX (MLUX) Meetup Resources

Companies publishing resources and case studies in the field of ML+UX

Google

Microsoft

Salesforce

Facebook

Spotify

Apple

IDEO

Stanford d.school

UX Research for ML and AI

Other Algorithms/AI + Design

Data Science + Machine Learning Resources

Data Driven Personas: Personas informed by Unsupervised Learning (k-means or hierarchical clustering, PCA, etc)

Machine Learning Prototyping

Data Visualization + Exploring your data/examining bias/etc

AI Ethics + Future of AI/Automation

There is so much out there! But here are a few of my favorites :)

UC Berkeley-affiliated groups in AI Ethics, Policy, Data Science accessibility for all space

*= Fellowship sponsor of the Machine Learning and User Experience Meetup

Machine Learning and UX

We’re a mix of {UX, ML, Data Science, PM, more} excited about the future of ML+UX! Join us — http://eepurl.com/dA_7oH + http://meetup.com/mluxsf! support @ http://patreon.com/mluxsf

Michelle Carney

Written by

Founder, Organizer Machine Learning and UX. UXR at @GoogleAI. Lecturer @Stanforddschool. MIMS @BerkeleyISchool, Former Fellow @CTSPBerkeley @AFOGBerkeley

Machine Learning and UX

We’re a mix of {UX, ML, Data Science, PM, more} excited about the future of ML+UX! Join us — http://eepurl.com/dA_7oH + http://meetup.com/mluxsf! support @ http://patreon.com/mluxsf

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