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建筑行业缺数据?看ONESTRUCTION怎么用AWS的合成数据和三阶段训练搞出个专用模型,挺有参考价值。
ONESTRUCTION在AWS Generative AI Innovation Center的技术支持下,构建了专为建筑和BIM工作流设计的基础模型Ishigaki-IDS。该模型通过合成数据、三阶段训练流程和可验证奖励机制,在Amazon EC2上完成训练。案例展示了在数据稀缺领域如何利用AWS工具链构建领域专用模型。
原文 · AWS Machine Learning Blog
How ONESTRUCTION built the Ishigaki-IDS foundation model with AWS GenAIIC
ONESTRUCTION, with technical advisory from the AWS Generative AI Innovation Center, built Ishigaki-IDS, a foundation model specialized for construction and BIM workflows. This architectural case study shows how they combined synthetic data, a three-stage training pipeline, and verifiable rewards on Amazon EC2 to build a domain model in a data-scarce field.