Harper Carroll: How Machine Learning Works, What AI Engineering is, the Future of AI

Links- Codecrafters (sponsor): https://tej.as/codecrafters- React Africa (partner): https://react-africa.com/- Harper Carroll: https://harpercarrollai.com/- 10 Days of AI Basics Course: https://www.youtube.com/watch?v=Ie7qxG9os1U&list=PL-ocKywdn6lE9l4LIPL4gMY4nNRfjEswG&pp=iAQB- Harper on X: https://x.com/harperscarroll- Isabelle Boemeke on X: https://x.com/isabelleboemeke- Tejas on X: https://x.com/tejaskumar_SummaryIn this enlightening conversation with Harper Carroll, we dove deep into the world of AI, covering everything from the basics of neural networks to the cutting-edge concepts of AI agents. Harper's expertise, stemming from her 10 years of Stanford education, provided invaluable insights into the inner workings of machine learning models. We explored the environmental impact of AI and the potential role of nuclear energy in sustaining AI development. Harper's balanced view on AI's future was refreshing, emphasizing its potential for optimization rather than doom-and-gloom scenarios. The discussion concluded with thought-provoking reflections on AI's potential to free humanity for more creative pursuits and its possible connection to fundamental universal principles of peace and love.Chapters00:00:00 Intro00:06:09 What is AI?00:11:34 Machine Learning Deep Dive00:17:08 Impostor Syndrome00:22:11 Machine Learning Deep Dive Continued00:28:04 What are Hidden Layers?00:34:29 Model Architectures00:37:04 How do embeddings models work?00:40:23 AI Engineering Deep Dive00:48:06 Smaller specialized models vs. LLMs (Large Language Models)00:49:57 Hallucinations and RAG00:52:16 Fine-tuning a model and blends00:55:24 RAG vs. Fine-tuning01:00:31 RAG Explained01:04:15 Machine Learning Evals01:10:28 Backpropagation01:12:44 AI Agents01:16:25 Agentic RAG01:17:51 AI and Energy: The rise of nuclear power01:25:06 AI Optimism vs. Doomerism01:31:27 AGI and Superintelligence01:36:22 Hope for the future with AI01:41:03 Conclusion Hosted on Acast. See acast.com/privacy for more information.