From Silicon Valley to DC, the tech world is suddenly obsessed with one concept in AI: Distillation

From Silicon Valley to DC, the tech world is suddenly obsessed with one concept in AI: Distillation - CNBC
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From Silicon Valley to DC, the tech world is suddenly obsessed with one concept in AI: Distillation

- 6 min read - Source: CNBC
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In talking about the development of Google's AI models, Dean said that he and colleagues discovered artificial intelligence distillation techniques...

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Key points

  • In talking about the development of Google's AI models, Dean said that he and colleagues discovered artificial intelligence distillation techniques because Google was looking to improve performance on its systems without relying on one large image recognition model.
  • "Through distillation, which is a key technique for making the smaller models more capable, you have to have the frontier model in order to then distill it into your smaller model," Dean said in February.
  • After a series of social media posts throughout the week, tech giants Nvidia, Microsoft, Meta, Palantir joined with more than 20 other companies to release a letter urging policymakers to avoid "premature restrictions" on open-weight AI models that would "stifle competition or drive innovation overseas." "Distillation, or the practice of using one model's outputs to help train or improve another, is a widely used technique for model improvement, evolution, and validation," they wrote.
  • The government could argue that Chinese and Russian companies "have used the outputs of hardworking American models to make themselves more performant, and so they have an unfair advantage there," Shea-Blymyer said.

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From Silicon Valley to DC, the tech world is suddenly obsessed with one concept in AI: Distillation
From Silicon Valley to DC, the tech world is suddenly obsessed with one concept in AI: Distillation

In talking about the development of Google's AI models, Dean said that he and colleagues discovered artificial intelligence distillation techniques because Google was looking to improve performance on its systems without relying on one large image recognition model. "Through distillation, which is a key technique for making the smaller models more capable, you have to have the frontier model in order to then distill it into your smaller model," Dean said in February. After a series of social media posts throughout the week, tech giants Nvidia, Microsoft, Meta, Palantir joined with more than 20 other companies to release a letter urging policymakers to avoid "premature restrictions" on open-weight AI models that would "stifle competition or drive innovation overseas." "Distillation, or the practice of using one model's outputs to help train or improve another, is a widely used technique for model improvement, evolution, and validation," they wrote. The government could argue that Chinese and Russian companies "have used the outputs of hardworking American models to make themselves more performant, and so they have an unfair advantage there," Shea-Blymyer said. Although much of the...

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