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The Ethics of AI & Machine Learning [Full Course]

freeCodeCamp.org 44,980 2 years ago
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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 ❤️ Try interactive AI courses we love, right in your browser: https://scrimba.com/freeCodeCamp-AI (Made possible by a grant from our friends at Scrimba) ⭐️ Course Contents ⭐️ ✨ (00:00) 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

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