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MySQL如今更加智能:原生AI、GenAI和向量创新 [SHO2983].pdf

上传人: Fl****zo 编号:970918 2025-11-08 21页 2.11MB

1、 MySQL:Now More IntelligentMySQL AI showcaseSindhuja BankaMySQL Product ManagementJayant SharmaMySQL Product ManagementCopyright 2025,Oracle and/or its affiliates.All rights reserved.Challenges of Modern Data Needs Organizations will need to modernize their infrastructure to fully benefit from gen A

2、IUnstructured DataStructured DataSocialPhoneImages Videos Medical Records Orders FormsInvoicesResolve customer issues faster Personalized recommendations Improved healthcare outcomes MySQL AI3Copyright 2025,Oracle and/or its affiliates|In-database LLMsDocuments in file systemGenAIMySQL StudioSimilar

3、ity searchAutoMLRedefining Built-In IntelligenceMySQL AI functionalityGenerative AI:inference with in-database LLM,RAG on vector storeAutoML:ML training,inference,explanationsVector creation:vector creation on documents on the file server.Vector processing:semantic search on documents.Documents can

4、be in multiple languagesNL2SQL:Interact with your data in natural languageStudio:provides chat capabilities in natural language,SQL worksheet,an ML development environmentPrototype and develop on-premise and deploy in OCI for better price-performance,OCI AI services,and scaleCopyright 2025,Oracle an

5、d/or its affiliates,Confidential:RestrictedMySQL AI componentsCopyright 2025,Oracle and/or its affiliates|5MySQL ServerAI Engine(New)Generative AI(Generation,Summarization,Translation,)Text to SQL(aka NL2SQL)Vector Engine(Vector creation and processing)AutoML(Regression,classification,forecasting,)V

6、ector StoreInnoDB Storage EngineSQL InterfaceOptimizerParserAI Engine:Python processes for ML,GenAI processing&embedding generationVector Engine:vector processing of similarity functionsWhy it MattersMySQL can query documents MySQL can query content from a file systemMany features of MySQL AI are di

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MySQL AI展示了一系列创新功能,旨在帮助组织应对现代数据需求挑战。关键点如下: 1. MySQL AI支持处理非结构化和结构化数据,包括图片、视频、医疗记录等。 2. 功能包括:在数据库中运行LLM、自动机器学习(AutoML)、向量存储和相似性搜索。 3. MySQL AI组件:AI引擎、生成式AI、文本到SQL(NL2SQL)、向量引擎、AutoML和向量存储。 4. MySQL AI的优势:在CPU上运行LLM(安全)、集成向量存储、本地原型和部署。 5. 生成式AI应用:内容生成、摘要、翻译、检索增强生成(RAG)。 6. AutoML应用:预测分析、分类、异常检测、回归等。 7. NL2SQL功能:使用自然语言与数据库交互。 8. MySQL AI演示和活动:MySQL Studio演示、AI World会议、MySQL AI发布等。
解锁数据新智慧?" 企业数据处理的未来?" AI赋能,数据驱动决策!"
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