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cover of episode Bonus Episode: How Is Artificial Intelligence Transforming Manufacturing?

Bonus Episode: How Is Artificial Intelligence Transforming Manufacturing?

2024/2/20
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Me, Myself, and AI
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M
Matthew Wilding
N
Ness Shroff
S
Shervin Khodabandeh
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Ness Shroff: 人工智能在设计下一代无线网络和实现分布式智能方面具有巨大潜力，目标是开发人工智能技术，用于设计未来几代无线网络，并实现分布式智能，使人工智能民主化。这其中也包括对数据质量的把控，需要谨慎地进行数据采样，避免出现垃圾进垃圾出的情况，尤其是在处理罕见事件或非典型环境时，需要确保对足够的数据进行采样，并将其用于模型中，而不是仅仅使用常规数据。此外，还需要开发适合现有数据和所需动态的解决方案，有时需要开发新的基础人工智能技术才能获得显著的改进，例如在线学习和离线学习。 Matthew Wilding：人工智能在制造业中具有广泛的应用，可以优化现有流程并引入新的流程，尤其是在数据丰富的环境中。制造业流程中存在大量数据，这些数据可以用于人工智能模型的训练和优化，从而提高生产效率和产品质量。人工智能可以帮助不同团队成员之间更好地沟通和理解，从而提高工作效率。通过生成式人工智能可以数字化生产和维修手册，提高技术人员的工作效率和设备的正常运行时间，从而提高生产效率，降低资源消耗，最终实现更环保和可持续的生产方式。人工智能的应用可以帮助企业提高创新能力，并通过改进流程来满足客户需求。 Shervin Khodabandeh：制造业并非与人工智能无关，人工智能可以优化制造流程中的各种参数，提高效率和产量。人工智能可以超越传统的工程公式和经验，利用大量数据更精确地优化制造过程中的参数设置，提高效率和产量。在将人工智能应用于制造业时，应重视与操作人员的合作，充分利用他们的经验和专业知识，逐步推进人工智能的应用。在将人工智能应用于制造业时，应从小规模项目开始，逐步扩展，并重视与操作人员的合作和沟通，人工智能在制造业中的应用不应仅仅追求取代人工，而应关注如何提升人机协作效率，实现1+1>2的效果。

Deep Dive

Chapters
The panel discusses the integration of AI in manufacturing, highlighting the importance of data, process reimagination, and the role of AI in optimizing manufacturing processes.

Shownotes Transcript

On this bonus episode, we head to the World Bank offices in Washington, D.C., where hosts Sam and Shervin joined organizers Jonathan Timmis) and Timothy DeStefano) from the World Bank and Georgetown University’s McDonough School of Business for the day-long conference, “How is Artificial Intelligence Transforming Firms?)” in December 2023.

In our second of three bonus episodes derived from this event, we explore how AI is used in manufacturing. Sam hosts this panel featuring Shervin alongside Ness Shroff, director of the AI Edge Institute at Ohio State University, and Matthew Wilding, colead of U.S. Steel’s Digital & Artificial Intelligence Program. This episode offers an abridged listen to the panel discussion; for the full session video, please visit the conference’s website).

Guest Bios

Ness Shroff is director of the AI Edge Institute at Ohio State University.

Matthew Wilding is colead of U.S. Steel’s Digital & Artificial Intelligence Program.

Shervin Khodabandeh is cohost of Me, Myself, and AI and a senior partner at Boston Consulting Group.

Sam Ransbotham is cohost of Me, Myself, and AI and a professor of analytics at Boston College.

Me, Myself, and AI is a collaborative podcast from MIT Sloan Management Review and Boston Consulting Group and is hosted by Sam Ransbotham and Shervin Khodabandeh. Our engineer is David Lishansky, and the coordinating producers are Allison Ryder and Sophie Rüdinger.

Stay in touch with us by joining our LinkedIn group, AI for Leaders at mitsmr.com/AIforLeaders) or by following Me, Myself, and AI) on LinkedIn.

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