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EY 保险和精算中的生成式人工智能.pdf

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1、SINGAPORE ACTUARIAL CONFERENCE 202426-29 August 2024Avoid filling this space with text,will not be seen by audienceGenerative AI in Insurance and ActuarialNitin Datta,Partner,FSO Consulting Technology Leadernitin-Jeremy Lin,FIA,Senior Manager,FSO Consulting ASINGAPORE ACTUARIAL CONFERENCE 202426-29

2、August 2024Presentation Disclaimer This presentation is intended for educational purposes only and does not replace independent professional judgment.Statements of fact and opinions expressed are those of the presenter individually and,unless expressly stated to the contrary,are not the opinion or p

3、osition of the Singapore Actuarial Society,its cosponsors or its committees,and not of EY.EY does not endorse or approve,and assumes no responsibility for,the content,accuracy or completeness of the information presented.SINGAPORE ACTUARIAL CONFERENCE 202426-29 August 2024What is GenerativeAI,or“Gen

4、 AI”?GenerativeAIDeepLearningMachineLearningArtificialIntelligenceArtificial IntelligenceAI,or artificial intelligence,is a field of computer science that focuses on creating intelligent machines capable of tasks requiring human intelligence.Machine LearningMachine learning is a subfield of artifici

5、al intelligence,which is broadly defined as the capability of a machine to imitate intelligent human behaviour.Deep LearningDeep learning is a subset of machine learning,which is essentially a neural network with three or more layers.Generative AIGenerative AI is a type of artificial intelligence th

6、at can create new content such as images,text,audio,or video based on the data it has been trained on,using techniques like large language models,transformer neural networks,and generative adversarial networks1943195920062017Technology Appearanceof financial services leaders reported that GenAItools

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本文主要介绍了生成性人工智能(Gen AI)在保险和精算领域的应用。主要内容包括: 1. Gen AI是一种能够基于训练数据生成新内容的人工智能,如文本、图像、音频或视频。 2. Gen AI在金融服务领域的应用包括风险和欺诈准备、自动处理索赔、投资过程自动化等。 3. Gen AI可以提高精算和财务生产力,包括生成内容、任务执行、机器智能、输入识别和流程自动化。 4. 精算师可以利用Gen AI生成数据和表格、自动化报告生成、经验分析和数据对账等。 5. 调查显示,大多数金融服务领导者认为Gen AI工具具有潜在利益而非风险。 6. 文章还介绍了Gen AI在保险、财富管理、银行和资本市场等领域的应用案例。
生成式AI在保险和精算领域有哪些应用案例? 如何利用生成式AI提高精算和财务生产力? 生成式AI在数据对账和经验分析方面有哪些具体应用?
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