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Physics of AI: Unlocking the Laws Behind Next-Token Prediction

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Manage episode 457078592 series 3351512
内容由IVANCAST PODCAST提供。所有播客内容(包括剧集、图形和播客描述)均由 IVANCAST PODCAST 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal

Welcome to another episode of the SHIFTERLABS Podcast, where we transform cutting-edge research into accessible insights using Google Notebook LM. This time, we explore the fascinating intersection of physics and AI through the groundbreaking paper Physics in Next-Token Prediction.

What if intelligence in auto-regressive models like ChatGPT was simply a transfer of information governed by physical laws? Discover the First and Second Laws of Information Capacity, which reveal how data compression, entropy, and energy consumption shape the emergence of intelligence. We’ll also dive into the practical implications of these laws, from optimizing AI training to understanding the limits of energy efficiency in computing.

Join us as we demystify the principles that connect physics and AI, bringing clarity to the science behind next-token prediction. Get ready for a thought-provoking journey into the mechanics of intelligence itself!

  continue reading

100集单集

Artwork
icon分享
 
Manage episode 457078592 series 3351512
内容由IVANCAST PODCAST提供。所有播客内容(包括剧集、图形和播客描述)均由 IVANCAST PODCAST 或其播客平台合作伙伴直接上传和提供。如果您认为有人在未经您许可的情况下使用您的受版权保护的作品,您可以按照此处概述的流程进行操作https://zh.player.fm/legal

Welcome to another episode of the SHIFTERLABS Podcast, where we transform cutting-edge research into accessible insights using Google Notebook LM. This time, we explore the fascinating intersection of physics and AI through the groundbreaking paper Physics in Next-Token Prediction.

What if intelligence in auto-regressive models like ChatGPT was simply a transfer of information governed by physical laws? Discover the First and Second Laws of Information Capacity, which reveal how data compression, entropy, and energy consumption shape the emergence of intelligence. We’ll also dive into the practical implications of these laws, from optimizing AI training to understanding the limits of energy efficiency in computing.

Join us as we demystify the principles that connect physics and AI, bringing clarity to the science behind next-token prediction. Get ready for a thought-provoking journey into the mechanics of intelligence itself!

  continue reading

100集单集

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