Transformers Eat Reinforcement Learning for Breakfast скачать в хорошем качестве

Transformers Eat Reinforcement Learning for Breakfast

In this spicy episode of Data Science at Home, we tackle a bold claim: Is Reinforcement Learning (RL) becoming obsolete in the face of Transformers? Join me, Francesco Gad, as I break down why RL, once the golden child of AI, is losing ground to the revolutionary architecture powering models like ChatGPT and Bard. We'll explore: 🔹 A brief eulogy for RL and its struggles in real-world applications. 🔹 The rise of Decision Transformers: How they simplify and outperform RL in many tasks. 🔹 A head-to-head comparison of RL vs. Decision Transformers. 🔹 Challenges and the future of these groundbreaking approaches in AI. LISTEN / SUBSCRIBE TO THE PODCAST Apple Podcasts: https://podcasts.apple.com/us/podcast... Podbean Podcasts: https://datascienceathome.podbean.com/ Player Fm: https://player.fm/series/data-science... Chapters 00:00 - Intro 00:43 - Reinforcement Learning Is Dead 04:14 - Transformers vs. Reinforcement Learning 07:24 - Decision Transformers 09:00 - Traditional Reinforcement Learning vs Decision Transformers 13:46 - Flexibility And Simplicity Of The Models 16:45 - Real World Use Cases 19:00 - Conclusion 20:01 - Outro Whether you're a seasoned AI researcher, a tech enthusiast, or just curious about the latest trends in machine learning, this video is packed with insights, fun analogies, and practical takeaways. 🎯 Don’t miss: Why Decision Transformers might be the next big thing in AI. How they turn complex RL problems into straightforward sequence modeling. Where RL still holds its ground. 👉 Dive into the debate and let us know: Are you Team RL, Team Transformer, or just here for the memes? 💡 Resources Mentioned: Decision Transformer Paper (OpenReview) AlphaGo Documentary ✨ Connect with us! 📩 Newsletter: https://datascienceathome.substack.com 🎙 Podcast: Available on Spotify, Apple Podcasts, and more. 🐦 Twitter: @DataScienceAtHome 📘 LinkedIn: Francesco Gad Instagram:   / datascienceathome   Facebook:   / datascienceah   LinkedIn:   / data-science-at-home-podcast   Discord Channel:   / discord   NEW TO DATA SCIENCE AT HOME? Welcome! Data Science at Home explores the latest in AI, data science, and machine learning. Whether you’re a data professional, tech enthusiast, or just curious about the field, our podcast delivers insights, interviews, and discussions. Learn more at https://datascienceathome.com SEND US MAIL! We love hearing from you! Send us mail at: hello@datascienceathome.com Don’t forget to like, subscribe, and hit the 🔔 for updates on the latest in AI and data science! #DataScienceAtHome #ReinforcementLearning #Transformers #AI #MachineLearning