平臺：AI 如何實現新功能.pdf

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1、Platform:How AI is Enabling New Capabilities and FeaturesMike Shchelkonogov,Gabriel Michaud2Presented byMike ShchelkonogovCTOGabriel MichaudFounder&CEOAI Today4History of LLM1967Eliza1997LSTM2010StanfordCoreNLP2011Google Brain2020Google Transformer Architecture2017Open AI GPT-35Raise of LLM1967Eliza

2、1997LSTM2010StanfordCoreNLP2011Google Brain2020Google Transformer Architecture2017Open AI GPT-3What enables LLMNLPTransformers ArchitectureAttention EmbeddingWhat distinguishes LLMPre trained on huge data setsExceptionally large number of parametersWhere LLM can be appliedConversational AIUnderstand

3、ing SentimentsMachine TranslationText Content Generation6What Are LLM Challenges And LimitationsLack of Real UnderstandingGenerative Errors and Unreliable InformationLack of ExplainabilityFine Tuning ChallengesDifficulty in Handling Long-Term ContextNeed for Massive Amounts of DataComputational Reso

4、urcesEthical Concerns7What To ExpectLLM is just a one sample of transformers architectureTransformers have a wide application outside of NLP Speech and Video recognitionSpeech and Video generationPhysical modelingPhysical process analysisDNA analysismany moreLLM and other types of transforms will be

5、come a commodity as a technologyWe can expect all major vendors to focus on providing transformers as a serviceAcumatica Realities9How Do We Use LLMKnowledge Base and Support AutomationSearch and EducationContent generationTranslation to foreign languagesCoding as another form of content generationP

6、latform codeApplication codeQA Automation10Scenario We Work For ApplicationCopilotEmail ComposingSentiment AnalysisBuilt in Content GenerationConverting text or speech to actions(chat functionality)CustomizationScript GenerationCode GenerationCommon Tasks Automation11Beyond TransformersTraditional M

7、L methods are here to stayCost is the main prohibitive factorNeed for commodity approachQ&A13Keep in touch!No Reliance This document is subject to change without notice.Acumatica cannot guarantee completion of any future products or program features/enhancements described in this document,and no rel

8、iance should be placed on their availability.Confidentiality:This document,including any files contained herein,is confidential information of Acumatica and should not be disclosed to third parties.Kwiat 18K Diamond Pendant NecklaceSaddleback Leather Flight Bag BriefcaseWe want your feedback.Q&AEvery survey completed=an entry to win!Clive Coffee Lucca A53 Mini V2Espresso MachineComplete a survey in the Summit app for an entry to win one of these awesome customer prizes!Mike S