鱼哲-生成式AI落地对架构带来的挑战与机遇.pdf

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1、鱼哲 Lepton AI 产品负责人Lepton AI 创始成员，曾在阿里云担任高性能 AI 平台产品负责人，专注于 AI 在多个行业的落地及应用。Lepton AI 致力于建立高效可用的AI 基础设施，让团队更关注于应用构建及落地。演讲主题：生成式AI落地对架构带来的挑战与机遇生成式AI落地对架构带来的挑战与机遇Yuze Ma 鱼哲Lepton AI 产品负责人Define AIGranularity vs.AccountabilityBeyond Infra,what MattersQ&ADefine AIPART1PART1Define AIhttps:/ AI LandscapeApp

2、lication SideDefine AIArtificial intelligence(AI)/rdfiSH()l ntelj()ns/The intelligence exhibited by machines,particularly computer systems.It is a field of research in computer science that develops and studies methods and software that enable machines to perceive their environment and use learning

3、and intelligence totake actions that maximize their chances of achieving defined goals.Such machines may be called AIs.Define AIArtificial intelligence(AI)/rdfiSH()l ntelj()ns/Enable machines to maximize their chances of achieving defined goals.The Chinese Room experiment by John Searle(with Alan Tu

4、ring in the house)Define AIMaximize the chancesRAG,Finetune,Prompt Engineering,CoT,etc.Eg.Making sure the dictionary in the room can be used effectively Choose the goalFind a suitable use case based on your domain knowhowEg.Choosing the translation as the use caseGranularityAccountability Granularit

5、y vs.AccountabilityPART2PART2GranularityLevels of control to navigate with AIHigh Low Code GenerationGeneral Search EngineSearch Engine:Find a house to rent/subleaseGranularity vs.AccountabilityLepton AIAccountabilityIf it gets bad,its really badHigh Low Financial Investment Clinical InstructionMusi

6、c GenerationStory WritingGranularity vs.AccountabilityGranularity vs.AccountabilityAccountabilityGranularityGranularity vs.AccountabilityAccountabilityGranularityTo BusinessGranularity vs.AccountabilityAccountabilityGranularityTo ConsumerGranularity vs.AccountabilityAccountabilityGranularityTo Busin