赞助商：Neo4j-使用 Neo4j 和 Databricks 加速 GenAI 投入生产.pdf

1、2024 Databricks Inc.All rights reservedStu Moore Snr Product ManagerStu Moore Snr Product Manager1ACCELERATING GENAI ACCELERATING GENAI INTO PRODUCTION WITH INTO PRODUCTION WITH NEO4J AND DATABRICKSNEO4J AND DATABRICKS2024 Databricks Inc.All rights reserved2GENAI BREAKTHROUGHSGENAI BREAKTHROUGHSWHY

2、WE ARE ALL HEREWHY WE ARE ALL HEREGenAIBreakthroughsPersonalization at ScaleEnhance Decision-MakingProcess OptimizationBoost CreativityPredictive AnalyticsImprove Data Retrieval&AutomationGenerate Content&CodeImprove Customer Experiences2024 Databricks Inc.All rights reservedChatbot gave Traveller i

3、ncorrect advice British Columbia Civil Resolution Tribunal ruled payout of$812.02 Emon sense principal your business is responsible if you use AI3LACK OF ENTERPRISE DOMAIN KNOWLEDGELACK OF ENTERPRISE DOMAIN KNOWLEDGEAI Chatbot misinformed a traveller AI Chatbot misinformed a traveller-who was left o

4、ut of pocketwho was left out of pocket2024 Databricks Inc.All rights reservedIn UK,individual lost case against HMRC because AI made up case law In NZ,ChatGPT incorrectly described the property dispute between Honey Bees Preschool and the landlord as a problem with beehivesEU starting to regulate4PR

5、OBLEMS IN THE LEGAL PROFESSIONPROBLEMS IN THE LEGAL PROFESSIONBecome problems for you!Become problems for you!2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved5RETRIEVAL RETRIEVAL AUGMENTED AUGMENTED GENERATION(RAG)GENERATION(RAG)2024 Databricks Inc.All rights reservedE.

6、g.ChatGPT6GENERATIVE AI APPLICATION GENERATIVE AI APPLICATION uses an LLM to provide responses to user promptsuses an LLM to provide responses to user prompts2024 Databricks Inc.All rights reservedBusiness Context DataCompleteResponseLLM Question+Relevant InfoGenAI ApplicationUser Prompt7RAG augment