RESOURCES
Machine Learning for Kids
Kids: K-12
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Source/Author:
Dale Lane/
Developer
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Type: Online Learning Website
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Expertise: Introductory
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Description: Hands-on learning for building M/L models
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AI + 1: Shaping our Integrated Future
Adults
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Source/Author:
Rockefeller Foundation
Type: Paper
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Expertise: Introductory
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Description: Insightful essays from multi-disciplinary authors on the governance of AI's future
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www.rockefellerfoundation.org/report/ai1-shaping-our-integrated-future/
Weapons of Math Destruction
Adults
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Source/Author:
Cathy O'Neill
Type: Book
Expertise: Introductory
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Description: Must-read to understand algorithmic biases impacting life today
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www./weaponsofmathdestructionbook.com/
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Consequential
Adults
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Source/Author:
Eugene Leventhal & Lauren Prestian
Type: Podcast
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Expertise: Introductory
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Description: Human side of technological change/Human AI interaction
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www.cmu.edu/block-center/podcast-consequential/index.html
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Reading Guide for the Global Politics of AI
Adults
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Source/Author:
Allan Dafoe
Type: Reading Repository
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Expertise: Introductory to Expert
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Description: Long list of essential readings
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AI for Good Global Summit
Adults
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Source/Author:
International Telecommunica-tion Union
Type: Online Learning Website
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Expertise: Introductory to Expert
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Description: Central UN platform for AI for Good discussions, now available in free year-long webinar format.
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Principled AI
Adults
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Source/Author:
Berkman Klein Center
Type: Paper
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Expertise: Introductory to Expert
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Description: Review of AI principles documents
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www.cyber.harvard.edu/publication/2020/principled-ai
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Fast.ai AI Ethics Resources
Adults
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Source/Author:
Fast.AI
Type: Online Learning Website
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Expertise: Introductory
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Description:
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www.fast.ai/2018/09/24/ai-ethics-resources/
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AIQ: How People and Machines are Smarter Together
Adults
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Source/Author:
Nick Polson and James Scott
Type: Book
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Expertise: Intermediate
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Description:
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www.barnesandnoble.com/w/aiq-nick-polson/1126974730
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Human+Machine: Re-imagining work in the age of AI
Adults
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Source/Author:
Paul Daugherty & James H. Wilson
Type: Book
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Expertise: Introductory
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Description:
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www.barnesandnoble.com/w/human-machine-paul-r-daugherty/1127120568?ean=9781633693869
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The Big Nine
Adults
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Source/Author:
Amy Webb
Type: Book
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Expertise: Introductory
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Description:
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www.barnesandnoble.com/w/the-big-nine-amy-webb/1129710773?ean=9781541773738
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AI Superpowers
Adults
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Source/Author:
Kai-Fu Le
Superintelligence
Adults
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Source/Author:
Nick Bostrom
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/superintelligence-nick-bostrom/1117941299?ean=9780198739838
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Technically Wrong
Adults
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Source/Author:
Sara Wachter-Boettcher
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/technically-wrong-sara-wachter-boettcher/1126829950?ean=9780393356045​
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Invisible Women
Adults
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Source/Author:
Caroline Criado Perez
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/invisible-women-caroline-criado-perez/1129490658?ean=9781419729072
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Race After Technology
Adults
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Source/Author:
Ruha Benjamin
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/race-after-technology-ruha-benjamin/1130411395?ean=9781509526406
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The Master Algorithm
Adults
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Source/Author:
Pedro Domingos
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/the-master-algorithm-pedro-domingos/1121141247?ean=9780465094271
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Automating Inequality
Adults
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Source/Author:
Virginia Eubanks
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/automating-inequality-virginia-eubanks/1126273096?ean=9781250215789
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Algorithms of Oppression
Adults
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Source/Author:
Safiya Umoja Noble
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/algorithms-of-oppression-safiya-umoja-noble/1131090044?ean=9781479837243
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Human Compatible
Adults
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Source/Author:
Stuart Russell
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/human-compatible-stuart-russell/1131266843
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A Human’s Guide to Machine Intelligence
Adults
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Source/Author:
Kartik Hosanagar
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/a-humans-guide-to-machine-intelligence-kartik-hosanagar/1129615959
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Architectural Intelligence
Adults
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Source/Author:
Molly Wright Steenson
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/architectural-intelligence-molly-wright-steenson/1126193605
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Artificial Intelligence: A Guide for Thinking Humans
Adults
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Source/Author:
Melanie Mitchell
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/artificial-intelligence-melanie-mitchell/1130203084
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Responsible Artificial Intelligence
Adults
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Source/Author:
Virginia Dignum
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/responsible-artificial-intelligence-virginia-dignum/1133197895
The Black Box Society
Adults
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Source/Author:
Frank Pasquale
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/the-black-box-society-frank-pasquale/1119132749
Rebooting AI
Adults
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Source/Author:
Gary Marcus & Ernest Davis
Artificial Unintelligence
Adults
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Source/Author:
Meredith Broussard
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/artificial-unintelligence-meredith-broussard/1127035638?ean=9780262537018
Mindware: An Introduction to the Philosophy of Cognitive Science
Adults
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Source/Author:
Andy Clark
Type: Book
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Expertise: Introductory
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Description:
www.amazon.com/Mindware-Introduction-Philosophy-Cognitive-Science/dp/0195138570
Mind Design II: Philosophy, Psychology, Artificial Intelligence
Adults
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Source/Author:
John Haugeland
Type: Book
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Expertise: Introductory
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Description:
www.amazon.com/Mind-Design-Philosophy-Psychology-Intelligence/dp/0262581531
Artificial Intelligence: A Modern Approach
Adults
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Source/Author:
Peter Norvig & Stuart Russell
Type: Book
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Expertise: Intermediate
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Description:
www.amazon.com/Artificial-Intelligence-Modern-Approach-3rd/dp/0136042597
AI Ethics
Adults
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Source/Author:
Mark Coeckelbergh
Type: Book
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Expertise: Introductory
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Description:
www.barnesandnoble.com/w/ai-ethics-mark-coeckelbergh/1133420104?ean=9780262538190
TWIMLAI
Adults
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Source/Author:
Sam Charrington
RadicalAI
Adults
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Source/Author:
Dylan Burke & Jess Smith
Future Grind
Adults
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Source/Author:
Ryan O'Shea
Data and Society
Adults
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Source/Author:
Data and Society
AI with Lex Fridman
Adults
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Source/Author:
Lex Fridman
Eye on AI
Adults
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Source/Author:
Craig Smith
In Machines We Trust
Adults
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Source/Author:
MIT Media Lab
Type: Podcast
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Expertise: Introductory
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Description:
Ethics Canvas
Adults
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Source/Author:
ADAPT Centre
AI Ethical Compass
Adults
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Source/Author:
IDEO
Type: Design Tool
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Expertise: Intermediate
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Description:
www.ideo.com/blog/ai-needs-an-ethical-compass-this-tool-can-help
Technology Ethics Toolkit
Adults
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Source/Author:
Santa Clara University
Type: Online Learning Website
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Expertise: Intermediate
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Description:
AI Ethics Framework and Principles
Adults
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Source/Author:
Harvard University
Type: Online Learning Website
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Expertise: Intermediate
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Description:
AI Ethics Guidelines Global Inventory
Adults
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Source/Author:
Algorithm Watch
Type: Online Learning Website
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Expertise: Intermediate
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Description:
Montreal AI Ethics Institute
Adults
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Source/Author:
Montreal AI Ethics Institute
Partnership on AI
Adults
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Source/Author:
Partnership on AI
World Economic Forum
Adults
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Source/Author:
World Economic Forum
Type: Organization
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Expertise: Intermediate
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Description:
www.intelligence.weforum.org/topics/a1Gb0000000pTDREA2?tab=publications
AI For Good
Adults
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Source/Author:
AI For Good Foundation
AI For Everyone
Adults
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Source/Author:
Coursera
DeepLearning
Adults
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Source/Author:
Coursera
Type: Course
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Expertise: Intermediate
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Description:
DataScience and Computing
Adults
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Source/Author:
CognitiveClass
Practical Data Ethics
Adults
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Source/Author:
Fast.AI and USF Data Institute
Data Ethics, AI and Responsible Innovation
Adults
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Source/Author:
EdinburghX
Type: Course
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Expertise: Introductory
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Description:
www.edx.org/course/Data-Ethics-AI-and-Responsible-Innovation
Udemy Artificial Intelligence
Adults
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Source/Author:
Udemy
Type: Academic Hub
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Expertise: Varies
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Description:
CMU Block Center
Adults
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Source/Author:
CMU
Stanford Human and AI
Adults
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Source/Author:
Stanford
Harvard Berkman Klein Center
Adults
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Source/Author:
Harvard
NYU AINow Institute
Adults
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Source/Author:
NYU
MIT AI Education
Kids: K-12
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Source/Author:
MIT
ISTE AI Education
Kids: K-12
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Source/Author:
ISTE
Type: K-12 Education Org
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Expertise: Introductory
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Description:
AI4K12 Educators Hub
Kids: K-12
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Source/Author:
AAAI/CSTA
AI4ALL
Kids: K-12
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Source/Author:
AI4ALL
ReadyAI (Pittsburgh)
Kids: K-12
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Source/Author:
ReadyAI
CreateLab (Pittsburgh)
Kids: K-12
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Source/Author:
CMU
O'Reilly AI
Adults
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Source/Author:
O'Reily Media
Type: Online Learning Website
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Expertise: Introductory
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Description:
Design Ethically
Adults
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Source/Author:
Kat Zhou
IBM Design Thinking for AI
Adults
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Source/Author:
IBM
Type: Online Learning Website
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Expertise: Introductory
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Description:
Project Sherpa
Adults
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Source/Author:
EU
DeepLearning for Coders
Adults
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Source/Author:
Fast.AI