Gartner Research

AI模拟领域最酷厂商

Published: 17 April 2023

Summary

模拟技术可以帮助人工智能(AI)从业者扩展AI模型的生产数量和种类,同时减少风险和技术债务。AI模拟领域的最酷厂商展示了AI与模拟技术相结合的益处,指明了AI架构和设计的未来方向。

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概述

主要发现
  • 许多买家和AI从业者不熟悉模拟技术及其与AI的关系。

  • 强化学习方法日趋成熟,而模拟平台是一种重要工具,可用于托管AI模型赖以训练和学习的可复用环境。

  • 模拟平台将物联网(IoT)、软件工程和AI开发连接起来,可创建支持多领域协作的共享环境模型。

建议

负责AI战略与规划的数据和分析领导者,应:

  • 审视企业机构目前与模拟相关的工作(包括预测模型、IoT、合成数据和优化工作),明确AI模拟用例,探索如何将其作为可复用资产来进行AI模拟开发。

  • 与IoT团队、软件工程团队,物流和企业资源规划(ERP)等特定职能合作,共同开发可复用环境(包括经济计量、物流和行为要素),以支持“假设”场景和模型开发。

  • 选择供应商,重点关注AI和模拟能力融合度日益提高的平台。

  • 扩大采购讨论的参与范围,将AI团队之外的其他工程职能和科学领域也纳入其中。

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Analysts:

Anthony Mullen

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