Chuck Byers with OMG
Manage episode 451497586 series 2854272
Action Items
- [ ] Explore ways to detect when AI results are not as trustworthy as they need to be, and develop methods to validate AI outputs
- [ ] Investigate the use of small modular nuclear reactors to power data centers for AI model training
- [ ] Promote the work of OMG and the Digital Twin Consortium in addressing the challenges of AI and the Internet of Things
Outline
Introduction and Welcome
- Scott MacKenzie introduces the podcast and its focus on industry innovations and trends.
- Scott welcomes listeners and mentions the broadcasting location at the OMG SQ1 meeting in Reston, Virginia.
- Scott introduces Chuck Byers, highlighting his extensive background in electrical engineering and his contributions to Bell Labs and Cisco.
- Chuck Byers joins the conversation, expressing his pleasure in being invited and his admiration for Scott's hosting style.
Chuck Byers' Background and Contributions
- Chuck Byers shares his educational background, including a Master's degree in electrical engineering and teaching at the University of Wisconsin.
- He discusses his work at Bell Labs and his invention of a US patent for a device that alerts users to approaching badness.
- Chuck talks about his tenure at Cisco, where he worked on computer control, IoT, edge computing, and drone technology.
- He mentions his current role as Chief Technical Officer of the Industry IoT Consortium and its recent integration into the Digital Twin Consortium.
Digital Twin Consortium and Industry IoT Consortium
- Chuck explains the Digital Twin Consortium's focus on pairing simulation models with real-time physical systems.
- He describes the Industry IoT Consortium's focus on sensors, actuators, and the computation necessary for IoT systems.
- Chuck highlights the synergy between the two consortiums, emphasizing their combined potential to sense, network, and actuate the physical world into the digital world.
- He provides an example of using simulation models to optimize oil refinery processes without physical experimentation.
Challenges and Opportunities in AI
- Scott MacKenzie and Chuck Byers discuss the challenges of AI, particularly the lack of standards and trustworthiness.
- Chuck explains the different types of AI, including machine vision and generative AI, and the unique challenges of generative AI.
- He describes the use of large language models in generative AI and their applications in tools like ChatGPT and Microsoft 365.
- Chuck emphasizes the importance of prompt engineering and fact-checking to ensure the accuracy of AI-generated outputs.
Meta AI and AI Trustworthiness
- Chuck introduces the concept of meta AI, which involves using multiple independent AI systems to cross-validate results.
- He explains how meta AI can help filter out biases and hallucinations by comparing results from different AI models.
- Scott mentions a platform called h2o.ai that queries multiple AI engines and displays results, though it still requires human oversight.
- Chuck discusses the potential of automating this process to achieve real-time, trustworthy AI results.
Computational Power and Energy Efficiency
- Chuck delves into the computational power required to train generative AI models, citing the example of the ChatGPT 3.5 model.
- He explains the role of GPUs in handling the massive computational requirements and the efficiency of NVIDIA's GPGPU technology.
- Chuck calculates the cost and energy consumption of training a generative AI model using NVIDIA DGX servers.
- He highlights the importance of sustainable energy sources and efficient cooling solutions for data centers.
Future of Data Centers and AI
- Chuck outlines the future of data centers, including the use of renewable energy, small modular reactors, and immersion cooling.
- He discusses the compact, fiber-optic interconnected data centers of the future and their potential cost.
- Chuck emphasizes the need for efficient energy use and cooling solutions to support the growing demand for AI computational power.
- He predicts that these advancements will make data centers more sustainable and cost-effective.
Conclusion and Contact Information
- Scott MacKenzie expresses his hope for the success of AI and the role of organizations like OMG in defining standards.
- Chuck Byers reiterates the importance of trustworthiness, sustainability, and affordability in AI development.
- Scott invites listeners to engage with OMG and contact Chuck for more information on AI and the consortium.
- The conversation concludes with Scott encouraging listeners to educate themselves and get involved in the industry.
CHUCK BYERS' CONTACT INFORMATION:
Personal LinkedIn: https://www.linkedin.com/in/charlesbyers/ Company LinkedIn: https://www.linkedin.com/company/industry-iot-consortium/posts/?feedView=all Company Website: https://www.omg.org/PODCAST VIDEO:
https://youtu.be/2r_800a109gOTHER GREAT INDUSTRIAL RESOURCES:
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