The Ethics of AI & Machine Learning [Full Course]

By freeCodeCamp.org
Published: Oct 06, 2023

“
Should AI systems have personhood? Is AI biased? Go from 0 to 1 in AI ethics in 90 minutes!

In this video, you will learn about the foundations of AI, its applications, and the ethical considerations that shape this transformative field.

✏️ Course created by Seth Goldin – https://twitter.com/seth_goldin

⭐️ Course Contents ⭐️
✨ (00:42) Opening Remarks
📝 (02:08) Intro to AI Ethics
🤖 (10:52) Basics of AI/ML
🧠 (18:37) Neural Networks
🐶 (25:56) Datasets
⬛ (28:54) Limitations of AI & Black Boxes
⚖️ (38:48) Intro to Ethics
💭 (45:38) Thought Experiments
☣️ (52:06) The Singularity and AI Risk
🫀 (01:02:16) AI in Healthcare
✏️ (01:08:45) AI in Education
📈 (01:13:29) AI in Finance
🫂 (01:18:37) AI in Employment
🌏 (01:27:00) AI and Policy
🌱 (01:37:49) Future of Ethical AI

This course also showcases segments from guest speakers Sneha Revanur (https://twitter.com/sneharevanur) from Encode Justice, Okezue Bell (https://twitter.com/okezuebell) from Fidutam, and Emilia Javorsky (https://futureoflife.org/person/emilia-javorsky-md-mph/) from the Future of Life Institute.

Mostly unaffiliated links to dive deeper into topics discussed in this course:

🔗Deep Reinforcement Learning Visualized: https://www.youtube.com/watch?v=2tamH76Tjvw
🔗Deep Learning Crash Course: https://www.youtube.com/watch?v=VyWAvY2CF9c
🔗The Rise of the Machines – Why Automation is Different this Time: https://youtube.com/watch?v=WSKi8HfcxEk
🔗Do Robots Deserve Rights? What if Machines Become Conscious?: https://www.youtube.com/watch?v=DHyUYg8X31c
🔗​​The big debate about the future of work, explained: https://www.youtube.com/watch?v=TUmyygCMMGA
🔗A Collection of Lectures on the Ethical implications of Data and Artificial Intelligence from Different Perspectives: https://aiethicscourse.org/
🔗Predictive Policing: https://www.youtube.com/watch?v=A-PrLbawdgg
🔗Elections and Disinformation: https://www.goodreads.com/en/book/show/28186015
🔗AI Safety – Full Course on Machine Learning & Ethics (Center for AI Safety): https://www.youtube.com/watch?v=agEPmYdbQLs
🔗How AI Could Save (Not Destroy) Education | Sal Khan: https://www.youtube.com/watch?v=hJP5GqnTrNo
🔗ProPublica Study on Recidivism: https://www.propublica.org/article/how-we-analyzed-the-compas-recidivism-algorithm
🔗Course on AI Safety: https://aisafetyfundamentals.com/

YouTube videos with brief clips utilized in this course:

📼The Trolley Problem | The Good Place: https://www.youtube.com/watch?v=DtRhrfhP5b4
📼AlphaFold: The making of a scientific breakthrough: https://www.youtube.com/watch?v=gg7WjuFs8F4
📼Stock Market Crash – Flash Crash May 6, 2010: https://www.youtube.com/watch?v=E1xqSZy9_4I
📼Taylor Swift – Starboy (AI) and Barack Obama Deepfake supplied by Encode Justice

🎉 Thanks to our Champion and Sponsor supporters:
👾 davthecoder
👾 jedi-or-sith
👾 南宮千影
👾 Agustín Kussrow
👾 Nattira Maneerat
👾 Heather Wcislo
👾 Serhiy Kalinets
👾 Justin Hual
👾 Otis Morgan
👾 Oscar Rahnama

—

Learn to code for free and get a developer job: https://www.freecodecamp.org

Read hundreds of articles on programming: https://freecodecamp.org/news

[READ MORE]

”