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English(EN) Build efficient agents with knowledge distillation on Amazon SageMaker AI

AWS SageMaker AI 使用知识蒸馏创建高效的智能体

AWS 正在使开发人员能够使用 Amazon SageMaker AI 上的知识蒸馏来构建更具成本效益的智能体。该技术允许较小的“学生”模型通过学习较大、成本较高的“教师”模型的输出来复制其性能。该过程,特别是序列级知识蒸馏 (SeqKD),在由前沿教师模型生成的​​多步推理轨迹上训练学生模型,从而使智能体应用在生产中更高效、更具可扩展性。 AI

影响 通过降低推理成本,实现更具成本效益的复杂 AI 智能体部署。

排序理由 博客文章,详细介绍了在云平台上实现 AI 技术的具体方法。

在 AWS Machine Learning Blog 阅读 →

AI 生成摘要 · Google Gemini · 来自 3 个来源。 我们如何撰写摘要 →

AWS SageMaker AI 使用知识蒸馏创建高效的智能体

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报道来源 [3]

  1. AWS Machine Learning Blog TIER_1 English(EN) · Giuseppe Zappia ·

    Build efficient agents with knowledge distillation on Amazon SageMaker AI

    Agentic assistants built on frontier models run a multi-step tool loop, and paying frontier prices on every step is hard to sustain at production scale. This post shows how to use sequence-level knowledge distillation (SeqKD) to transfer a frontier teacher's agentic behavior into…

  2. Mastodon — mastodon.social TIER_1 English(EN) · Tokenmaxradar ·

    Big AI's smarts are now fitting into smaller models thanks to distillation! AWS is using it on SageMaker AI to build efficient agents. # AWS # Amazon # HuggingF

    Big AI's smarts are now fitting into smaller models thanks to distillation! AWS is using it on SageMaker AI to build efficient agents. # AWS # Amazon # HuggingFace # Distillation # AI https:// tokenmaxradar.com via AWS Machine Learning blog, Impress AI Watch, Hugging Face dataset…

  3. Mastodon — mastodon.social TIER_1 English(EN) · [email protected] ·

    🤖 Build efficient agents with knowledge distillation on Amazon SageMaker AI Agentic assistants built on frontier models run a multi-step tool loop, and paying f

    🤖 Build efficient agents with knowledge distillation on Amazon SageMaker AI Agentic assistants built on frontier models run a multi-step tool loop, and paying frontier prices on every step is hard to sustain at production scale. This post shows how to use sequence-level kn... 📰 S…