从提示到微调：利用人工智能和LLM技术服务于公用事业领域 [LRN1133].pdf

1、 From Prompts to Fine Tuning(LRN1133)Harnessing AI&LLMs for the Utility SectorAshish AgarwalSr.Director,Oracle Utilities Research LabOctober 2025About Me30 years of industry experienceTelecommunication&Utility industryLeading the Industry Innovation labApplying AI to Industry domainsMulti-Modal AI S

2、oftware DeveloperHow about you?Copyright 2025,Oracle and/or its affiliates|Confidential:Internal/Restricted/Highly Restricted3Agenda4Copyright 2025,Oracle and/or its affiliates|Confidential:Internal/Restricted/Highly Restricted1.Prompt Engineering2.Retrieval Augmented Generation(RAG)3.Agents4.Fine T

3、uning5.Demos 6.Quiz5Copyright 2025,Oracle and/or its affiliates|Confidential:Internal/Restricted/Highly RestrictedProcedural.Programs for algorithms.What.Not how.Structured dataMultimodal unstructured dataSpecialized programming skillsDemocratizedPredictableCan be“creative”(temperature)Automation of

4、 routine menial tasksBetter then average human at complex cognitive tasksTask Oriented Mastery of all human knowledgeTraditional ComputingGenerative AI Generative AI What makes it different?Copyright 2025,Oracle and/or its affiliates|Confidential:Internal/Restricted/Highly Restricted6RAGAnswer Quest

5、ionse.g:Chatbot answering FAQsAgentsAction/Reasoninge.g:Recommend Best ActionTuningAdapt LLM to a specific domaine.g:Chatbot with a personalityLLM Interaction PatternsAuthor Contente.g:Summarize this call transcriptPrompt EngineeringLLMTextTextLLMTextTextDataLLMTextTextDataDB ToolApp ToolWeb ToolLLM

6、TextTextPrompt EngineeringPrompt Engineering8Copyright 2025,Oracle and/or its affiliates|Confidential:Internal/Restricted/Highly Restricted Large Language Models=Smart internsLet us explain.The best team possible provides the best solutions for real problems9Copyright 2025,Oracle and/or its affiliat