分层智能：生成式人工智能与经典决策科学的结合.pdf

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1、2024 Databricks Inc.All rights reserved1Layered Intelligence:Layered Intelligence:Generative AI Meets Generative AI Meets Classical Decision Classical Decision SciencesSciencesDanielle HeymannDanielle Heymann1 1June 12,2024June 12,2024Contributors:Sheran Law1,Nancy Zhou11National Institutes of Healt

2、h2024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reserved2CONTENTSCONTENTSIntroductionBeyond Conversational AIGenerative AI in Topic ModelingPredictive Analytics in ActionEnhanced Classification Algorithms with AI AgentsConclusion and Discussion2024 Databricks Inc.All rights re

3、served2024 Databricks Inc.All rights reservedWhile LLM-based chatbots have been revolutionary in changing how we interact with information daily,their true potential is far beyond.In decision sciences and analytics,generative AI agents can go beyond answering questions;they can process data,predict

4、trends,and develop into sophisticated analytical engines3INTRODUCTIONINTRODUCTIONThe Evolution Beyond ChatThe Evolution Beyond Chat32024 Databricks Inc.All rights reserved2024 Databricks Inc.All rights reservedDissect complex dataReveal underlying patterns and forecast future scenariosTransform lang

5、uage to logicScale ability to interpret vast datasetsHandle challenging edge casesProvide review and quality assurance(QA)4INTRODUCTIONINTRODUCTIONWhy AI Agents are Essential in Modern AnalyticsWhy AI Agents are Essential in Modern Analytics42024 Databricks Inc.All rights reserved2024 Databricks Inc

6、.All rights reservedVolumeOverwhelmed by volume of data and required preprocessing and cleaningStreamline data handling,enhancing speed and efficiencySurface InsightsConventional analytics usually provide insights that lack depth in data interpretation and contextDelve deeper to uncover more challen