3137 - 以正确的方式构建您的第一代人工智能应用（自带设备办公）.pdf

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1、Orlando,FLOctober 69IBM TechXchange 2025Session 3137Tenzin Migmar,Faranak Heidari,Daniel RudnitskiData Scientist,AI Developer,Software DeveloperIBM Skills NetworkBuild your first GenAI application the right way1Agenda010203Key Concept OverviewHands-On LabTakeawaysIBM TechXchange|2025 IBM Corporation

2、2What you will learn in this session010203040506Introduction to LLMsVariety of ModelsCommunicating with ModelsSimplifying with LangChainImportance of JSON OutputLeveraging JSON OutputsIBM TechXchange|2025 IBM Corporation3The cat sat on the.Please press the.The capital of France is IBM TechXchange|20

3、25 IBM Corporation4The cat sat on the mat.Please press the button.The capital of France is Paris.IBM TechXchange|2024 IBM Corporation5What Are Large Language Models(LLMs)?LLMs are AI models trained on vast amounts of text data.Can understand and generate human-like text.“Coding in English”you give i

4、nstructions in natural language.Used for tasks like chatbots,content creation,translation,and more.IBM TechXchange|2025 IBM Corporation106LLMs justPredict the next wordIBM TechXchange|2025 IBM Corporation7IBM TechXchange|2025 IBM CorporationThe cat is 8IBM TechXchange|2025 IBM Corporationsleepingonc

5、hasingThe cat is 9IBM TechXchange|2025 IBM Corporation10sleepingonchasingThe cat is a birda mousea toyIBM TechXchange|2024 IBM Corporation11What you will learn in this session010203040506Introduction to LLMsVariety of ModelsCommunicating with ModelsSimplifying with LangChainImportance of JSON Output

6、Leveraging JSON OutputsIBM TechXchange|2025 IBM Corporation12Many Models with Different StrengthsIBM TechXchange|2025 IBM Corporation13ProsConsBut SlowBut less detailedBut ExpensiveBut prone to factual inaccuraciesMay produce inconsistent resultsSensitive to prompt phrasingMay generate biased or off