RESOURCES

Machine Learning for Kids

Kids: K-12

Source/Author:

Dale Lane/

Developer

Type: Online Learning Website

Expertise: Introductory

Description: Hands-on learning for building M/L models

www.machinelearningforkids.co.uk/

AI + 1: Shaping our Integrated Future

Adults

Source/Author:

Rockefeller Foundation

Type: Paper

Expertise: Introductory

Description: Insightful essays from multi-disciplinary authors on the governance of AI's future

www.rockefellerfoundation.org/report/ai1-shaping-our-integrated-future/

Weapons of Math Destruction

Adults

Source/Author:

Cathy O'Neill

Type: Book
 

Expertise: Introductory

Description: Must-read to understand algorithmic biases impacting life today

www./weaponsofmathdestructionbook.com/

Consequential

Adults

Source/Author:

Eugene Leventhal & Lauren Prestian

Type: Podcast

Expertise: Introductory

Description: Human side of technological change/Human AI interaction

www.cmu.edu/block-center/podcast-consequential/index.html

Reading Guide for the Global Politics of AI

Adults

Source/Author: 

Allan Dafoe

Type: Reading Repository

Expertise: Introductory to Expert

Description: Long list of essential readings

www.allandafoe.com/aireadings

AI for Good Global Summit

Adults

Source/Author:

International Telecommunica-tion Union

Type: Online Learning Website

Expertise: Introductory to Expert

Description: Central UN platform for AI for Good discussions, now available in free year-long webinar format.

 

www.aiforgood.itu.int/

Principled AI

Adults

Source/Author:

Berkman Klein Center

Type: Paper

Expertise: Introductory to Expert

Description: Review of AI principles documents

www.cyber.harvard.edu/publication/2020/principled-ai

Fast.ai AI Ethics Resources

Adults

Source/Author:

Fast.AI

Type: Online Learning Website

Expertise: Introductory

Description:

www.fast.ai/2018/09/24/ai-ethics-resources/

AIQ: How People and Machines are Smarter Together

Adults

Source/Author:

Nick Polson and James Scott

Type: Book

Expertise: Intermediate

Description:

www.barnesandnoble.com/w/aiq-nick-polson/1126974730

Human+Machine: Re-imagining work in the age of AI

Adults

Source/Author:

Paul Daugherty & James H. Wilson

Type: Book

Expertise: Introductory

Description:

www.barnesandnoble.com/w/human-machine-paul-r-daugherty/1127120568?ean=9781633693869

The Big Nine

Adults

Source/Author: 

Amy Webb

Type: Book

Expertise: Introductory

Description:

www.barnesandnoble.com/w/the-big-nine-amy-webb/1129710773?ean=9781541773738

AI Superpowers

Adults

Source/Author:

Kai-Fu Le

Type: Book

Expertise: Introductory

Description:

www.aisuperpowers.com/

Superintelligence

Adults

Source/Author:

Nick Bostrom

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/superintelligence-nick-bostrom/1117941299?ean=9780198739838

Technically Wrong

Adults

Source/Author:

Sara Wachter-Boettcher

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/technically-wrong-sara-wachter-boettcher/1126829950?ean=9780393356045

Invisible Women

Adults

Source/Author:

Caroline Criado Perez

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/invisible-women-caroline-criado-perez/1129490658?ean=9781419729072

Race After Technology

Adults

Source/Author:

Ruha Benjamin

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/race-after-technology-ruha-benjamin/1130411395?ean=9781509526406

The Master Algorithm

Adults

Source/Author:

Pedro Domingos

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/the-master-algorithm-pedro-domingos/1121141247?ean=9780465094271

Automating Inequality

Adults

Source/Author:

Virginia Eubanks

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/automating-inequality-virginia-eubanks/1126273096?ean=9781250215789

Algorithms of Oppression

Adults

Source/Author:

Safiya Umoja Noble

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/algorithms-of-oppression-safiya-umoja-noble/1131090044?ean=9781479837243

Human Compatible

Adults

Source/Author:

Stuart Russell

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/human-compatible-stuart-russell/1131266843

A Human’s Guide to Machine Intelligence

Adults

Source/Author:

Kartik Hosanagar

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/a-humans-guide-to-machine-intelligence-kartik-hosanagar/1129615959

Architectural Intelligence

Adults

Source/Author:

Molly Wright Steenson

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/architectural-intelligence-molly-wright-steenson/1126193605

Artificial Intelligence: A Guide for Thinking Humans

Adults

Source/Author:

Melanie Mitchell

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/artificial-intelligence-melanie-mitchell/1130203084

Responsible Artificial Intelligence

Adults

Source/Author:

Virginia Dignum

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/responsible-artificial-intelligence-virginia-dignum/1133197895

The Black Box Society

Adults

Source/Author:

Frank Pasquale

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/the-black-box-society-frank-pasquale/1119132749

Rebooting AI

Adults

Source/Author:

Gary Marcus & Ernest Davis

Type: Book

Expertise: Introductory

Description: 

 

www.rebooting.ai/

Artificial Unintelligence

Adults

Source/Author:

Meredith Broussard

Mindware: An Introduction to the Philosophy of Cognitive Science

Adults

Source/Author:

Andy Clark

Type: Book

Expertise: Introductory

Description: 

 

www.amazon.com/Mindware-Introduction-Philosophy-Cognitive-Science/dp/0195138570

Mind Design II: Philosophy, Psychology, Artificial Intelligence

Adults

Source/Author:

John Haugeland

Type: Book

Expertise: Introductory

Description: 

 

www.amazon.com/Mind-Design-Philosophy-Psychology-Intelligence/dp/0262581531

Artificial Intelligence: A Modern Approach

Adults

Source/Author:

Peter Norvig & Stuart Russell

Type: Book

Expertise: Intermediate

Description: 

 

www.amazon.com/Artificial-Intelligence-Modern-Approach-3rd/dp/0136042597

AI Ethics

Adults

Source/Author:

Mark Coeckelbergh

Type: Book

Expertise: Introductory

Description: 

 

www.barnesandnoble.com/w/ai-ethics-mark-coeckelbergh/1133420104?ean=9780262538190

TWIMLAI

Adults

Source/Author:

Sam Charrington

Type: Podcast

Expertise: Intermediate

Description: 

 

www.twimlai.com/

RadicalAI

Adults

Source/Author:

Dylan Burke & Jess Smith

Type: Podcast

Expertise: Introductory

Description: 

 

www.radicalai.org/

Future Grind

Adults

Source/Author:

Ryan O'Shea

Type: Podcast

Expertise: Introductory

Description: 

 

www.futuregrind.org/podcast/

Data and Society

Adults

Source/Author:

Data and Society

Type: Podcast

Expertise: Intermediate

Description: 

 

www.listen.datasociety.net/

AI with Lex Fridman

Adults

Source/Author:

Lex Fridman

Type: Podcast

Expertise: Intermediate

Description: 

 

www./lexfridman.com/ai/

Eye on AI

Adults

Source/Author:

Craig Smith

Type: Podcast

Expertise: Introductory

Description: 

 

www.eye-on.ai/podcast-archive

In Machines We Trust

Adults

Source/Author:

MIT Media Lab

Type: Podcast

Expertise: Introductory

Description: 

 

www.forms.technologyreview.com/in-machines-we-trust/

Ethics Canvas

Adults

Source/Author:

ADAPT Centre

Type: Design Tool

Expertise: Intermediate

Description: 

 

www.ethicscanvas.org

AI Ethical Compass

Adults

Source/Author:

IDEO

Type: Design Tool

Expertise: Intermediate

Description: 

 

www.ideo.com/blog/ai-needs-an-ethical-compass-this-tool-can-help

Technology Ethics Toolkit

Adults

Source/Author:

Santa Clara University

Type: Online Learning Website

Expertise: Intermediate

Description: 

 

www.scu.edu/ethics-in-technology-practice/ethical-toolkit/

AI Ethics Framework and Principles

Adults

Source/Author:

Harvard University

Type: Online Learning Website

Expertise: Intermediate

Description: 

 

www.cyber.harvard.edu/topics/ethics-and-governance-ai

AI Ethics Guidelines Global Inventory

Adults

Source/Author:

Algorithm Watch

Type: Online Learning Website

Expertise: Intermediate

Description: 

 

www.inventory.algorithmwatch.org/database

Montreal AI Ethics Institute

Adults

Source/Author:

Montreal AI Ethics Institute

Type: Organization

Expertise: Intermediate

Description: 

 

www.montrealethics.ai/

Partnership on AI

Adults

Source/Author:

Partnership on AI

Type: Organization

Expertise: Intermediate

Description: 

 

www.partnershiponai.org/

World Economic Forum

Adults

Source/Author:

World Economic Forum

Type: Organization

Expertise: Intermediate

Description: 

 

www.intelligence.weforum.org/topics/a1Gb0000000pTDREA2?tab=publications

AI For Good

Adults

Source/Author:

AI For Good Foundation

Type: Organization

Expertise: Introductory

Description: 

 

www.ai4good.org/

AI For Everyone

Adults

Source/Author:

Coursera

Type: Course

Expertise: Introductory

Description: 

 

www.coursera.org/learn/ai-for-everyone

DeepLearning

Adults

Source/Author:

Coursera

Type: Course

Expertise: Intermediate

Description: 

 

/www.coursera.org/specializations/deep-learning

DataScience and Computing

Adults

Source/Author:

CognitiveClass

Type: Course

Expertise: Introductory

Description: 

 

www.cognitiveclass.ai/

Practical Data Ethics

Adults

Source/Author:

Fast.AI and USF Data Institute

Type: Course

Expertise: Intermediate

Description: 

 

www.ethics.fast.ai/

Data Ethics, AI and Responsible Innovation

Adults

Source/Author:

EdinburghX

Type: Course

Expertise: Introductory

Description: 

 

www.edx.org/course/Data-Ethics-AI-and-Responsible-Innovation

Udemy Artificial Intelligence

Adults

Source/Author:

Udemy

Type: Academic Hub

Expertise: Varies

Description: 

 

www.udemy.com/courses/search/?q=artificial+intelligence

CMU Block Center

Adults

Source/Author:

CMU

Type: Academic Hub

Expertise: Introductory

Description: 

 

www.cmu.edu/block-center/

Stanford Human and AI

Adults

Source/Author:

Stanford

Type: Academic Hub

Expertise: Introductory

Description: 

 

www.hai.stanford.edu/

Harvard Berkman Klein Center

Adults

Source/Author:

Harvard

Type: Academic Hub

Expertise: Intermediate

Description: 

 

www.cyber.harvard.edu/

NYU AINow Institute

Adults

Source/Author:

NYU

Type: Academic Hub

Expertise: Intermediate

Description: 

 

www.ainowinstitute.org/

MIT AI Education

Kids: K-12

Source/Author:

MIT

Type: Online Learning Website

Expertise: Introductory

Description: 

 

www.aieducation.mit.edu/

ISTE AI Education

Kids: K-12

Source/Author:

ISTE

Type: K-12 Education Org

Expertise: Introductory

Description: 

 

www.iste.org/learn/AI-in-education

AI4K12 Educators Hub

Kids: K-12

Source/Author:

AAAI/CSTA

Type: Online Learning Website

Expertise: Introductory

Description: 

 

www.AI4K12.org

AI4ALL

Kids: K-12

Source/Author:

AI4ALL

Type: K-12 Education Org

Expertise: Introductory

Description: 

 

www.ai-4-all.org/

ReadyAI (Pittsburgh)

Kids: K-12

Source/Author:

ReadyAI

Type: K-12 Education Org

Expertise: Introductory

Description: 

 

www.readyai.org/

CreateLab (Pittsburgh)

Kids: K-12

Source/Author:

CMU

Type: K-12 Education Org

Expertise: Introductory

Description: 

 

www.cmucreatelab.org/about

O'Reilly AI

Adults

Source/Author:

O'Reily Media

Type: Online Learning Website

Expertise: Introductory

Description: 

 

www.oreilly.com/radar/topics/ai-ml/

Design Ethically

Adults

Source/Author:

Kat Zhou

Type: Design Tool

Expertise: Intermediate

Description: 

 

www.designethically.com/framework

IBM Design Thinking for AI

Adults

Source/Author:

IBM

Type: Online Learning Website

Expertise: Introductory

Description: 

 

www.ibm.com/design/thinking/page/badges/ai

Project Sherpa

Adults

Source/Author:

EU

Type: Organization

Expertise: Introductory

Description: 

 

www.project-sherpa.eu/

DeepLearning for Coders

Adults

Source/Author:

Fast.AI

Type: Course

Expertise: Intermediate

Description: 

 

www.course.fast.ai/

CONTACT

PGH.AI

218 Oakland Ave

Pittsburgh, PA 15213

 

team@pgh.ai

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