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Scaling AI: Unlocking the Hidden Power of Data and Compute

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Manage episode 457078588 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

In this SHIFTERLABS Podcast episode, part of our ongoing experiment to demystify AI research through Google Notebook LM, we unpack The Unreasonable Effectiveness of Data and Compute in AI, a fascinating exploration of the scaling hypothesis in artificial intelligence.

Using OpenAI’s GPT-3 as a prime example, we delve into how simply increasing the size of neural networks and the amount of training data can lead to unexpected emergent capabilities, like meta-learning. Why has the AI community underestimated the transformative potential of scaling? What are the risks and rewards of this approach? And could scaling unlock agency in AI systems, pushing us closer to artificial general intelligence?

Join us as we explore the surprising implications of this hypothesis, its critique of skepticism in the field, and what it all means for the future of AI development.

  continue reading

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Manage episode 457078588 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

In this SHIFTERLABS Podcast episode, part of our ongoing experiment to demystify AI research through Google Notebook LM, we unpack The Unreasonable Effectiveness of Data and Compute in AI, a fascinating exploration of the scaling hypothesis in artificial intelligence.

Using OpenAI’s GPT-3 as a prime example, we delve into how simply increasing the size of neural networks and the amount of training data can lead to unexpected emergent capabilities, like meta-learning. Why has the AI community underestimated the transformative potential of scaling? What are the risks and rewards of this approach? And could scaling unlock agency in AI systems, pushing us closer to artificial general intelligence?

Join us as we explore the surprising implications of this hypothesis, its critique of skepticism in the field, and what it all means for the future of AI development.

  continue reading

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