基本信息
- 来源: blogs_podcasts
- 原始来源: https://aws.amazon.com/blogs/machine-learning/aws-generative-ai-model-agility-solution-a-comprehensive-guide-to-migrating-llms-for-generative-ai-production
来源摘要/节选
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Maintaining model agility is crucial for organizations to adapt to technological advancements and optimize their artificial intelligence (AI) solutions. Whether transitioning between different large language model (LLM) families or upgrading to newer versions within the same family, a structured migration approach and a standardized process are essential for facilitating continuous performance improvement while minimizing operational disruptions. However, developing such a solution is challenging in both technical and non-technical aspects because the solution needs to:
Be generic to cover a variety of use cases
Be specific so that a new user can apply it to the target use case
Provide comprehensive and fair comparison between LLMs
Be automated and scalable…
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