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Application of Large Language Models in the context of Smart Manufacturing
Projektleiter:
Prof. Dr. Klaus Turowski , Maria Chernigovskaya
Finanzierung:
Industrie;
Large Language Models (LLMs) have emerged as game changers in artificial intelligence. To take advantage of their remarkable natural language processing capabilities, enterprises have started exploring new ways to incorporate powerful technology into their IT landscapes and existing manufacturing processes. However, the successful integration of LLMs into the manufacturing ecosystem presents numerous challenges (both technological and regulatory) and necessitates the adoption of LLMOps (Large Language Model Operations). LLMOps combines a set of tools and practices required to efficiently manage and implement LLMs in real-world settings. Standardization of LLMOPs may provide significant advantages to industries seeking to manage the LLM lifecycle by guaranteeing consistency in model development, testing, deployment, and maintenance across various teams and projects. Furthermore, standardization challenges may be minimized by leveraging innovative solutions such as SAP Business Technology Platform (BTP), which offers a wide range of cloud-based services and tools, including database services, analytics services, and development toolkits. Achieving this level of integration, supported by robust infrastructure, facilitates harnessing the capabilities of LLMs in manufacturing processes.
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