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Harnessing Edge AI: Transforming Industries with Advanced Transformer Models with Dave McCarthy of IDC and Pete Bernard of tinyML Foundation
Manage episode 448944530 series 3574631
Unlock the transformative potential of edge computing with the insights of industry experts Dave McCarthy from IDC and Pete Bernard. Ever wondered how advanced transformer models are catalyzing technological leaps at the edge? This episode promises to enlighten you on the nuances of AI-ready infrastructure, pushing the boundaries of autonomous operations in multi-cloud and multi-edge environments. With an emphasis on trust, security, and sustainability, our guests illuminate the strategic importance of optimizing edge designs and the benefits of hybrid and multi-cloud strategies.
Explore the dynamic world of Edge AI as we dissect the complexities of heavy and light edge scenarios, particularly within industrial contexts. Dave and Pete help navigate the shift from centralized systems to the cutting-edge distributed frameworks necessary for processing the explosion of data generated outside traditional data centers. Discover how Edge AI and TinyML are reshaping industries by empowering smarter devices and solutions, pushing AI workloads from the cloud to resource-constrained environments for improved efficiency and real-time data processing.
Dive into the fascinating migration of AI workloads from the cloud to the edge, driven by the demands of smart cities and critical infrastructure. Our experts share insights from global surveys, examining how inference is increasingly shifting to the edge, while training remains cloud-based. Listen in as we explore the evolving edge AI hardware landscape, cost-effective solutions, and the burgeoning interest in specialized models. Uncover emerging generative AI use cases poised to revolutionize various sectors, and gain a glimpse into the future opportunities and challenges in the ever-evolving landscape of edge AI. Join us for a riveting discussion that promises to leave you informed and inspired.
Learn more about the EDGE AI FOUNDATION - edgeaifoundation.org
Kapitler
1. Harnessing Edge AI: Transforming Industries with Advanced Transformer Models with Dave McCarthy of IDC and Pete Bernard of tinyML Foundation (00:00:00)
2. Accelerating Edge Computing With Transformer Models (00:00:24)
3. Defining and Implementing Edge AI (00:06:57)
4. Edge AI Workload Migration Analysis (00:16:14)
5. Evolving Edge AI Hardware Landscape (00:24:15)
6. Identifying Emerging Edge AI Use Cases (00:32:20)
24 episoder
Manage episode 448944530 series 3574631
Unlock the transformative potential of edge computing with the insights of industry experts Dave McCarthy from IDC and Pete Bernard. Ever wondered how advanced transformer models are catalyzing technological leaps at the edge? This episode promises to enlighten you on the nuances of AI-ready infrastructure, pushing the boundaries of autonomous operations in multi-cloud and multi-edge environments. With an emphasis on trust, security, and sustainability, our guests illuminate the strategic importance of optimizing edge designs and the benefits of hybrid and multi-cloud strategies.
Explore the dynamic world of Edge AI as we dissect the complexities of heavy and light edge scenarios, particularly within industrial contexts. Dave and Pete help navigate the shift from centralized systems to the cutting-edge distributed frameworks necessary for processing the explosion of data generated outside traditional data centers. Discover how Edge AI and TinyML are reshaping industries by empowering smarter devices and solutions, pushing AI workloads from the cloud to resource-constrained environments for improved efficiency and real-time data processing.
Dive into the fascinating migration of AI workloads from the cloud to the edge, driven by the demands of smart cities and critical infrastructure. Our experts share insights from global surveys, examining how inference is increasingly shifting to the edge, while training remains cloud-based. Listen in as we explore the evolving edge AI hardware landscape, cost-effective solutions, and the burgeoning interest in specialized models. Uncover emerging generative AI use cases poised to revolutionize various sectors, and gain a glimpse into the future opportunities and challenges in the ever-evolving landscape of edge AI. Join us for a riveting discussion that promises to leave you informed and inspired.
Learn more about the EDGE AI FOUNDATION - edgeaifoundation.org
Kapitler
1. Harnessing Edge AI: Transforming Industries with Advanced Transformer Models with Dave McCarthy of IDC and Pete Bernard of tinyML Foundation (00:00:00)
2. Accelerating Edge Computing With Transformer Models (00:00:24)
3. Defining and Implementing Edge AI (00:06:57)
4. Edge AI Workload Migration Analysis (00:16:14)
5. Evolving Edge AI Hardware Landscape (00:24:15)
6. Identifying Emerging Edge AI Use Cases (00:32:20)
24 episoder
Alle episoder
×1 EDGE AI BLUEPRINTS: Enhancing Urban Safety with Edge AI Approaches to Pedestrian and Traffic Management 1:00:29
1 Panel Discussion - EDGE AI TAIPEI - Revolutionizing Edge Computing with AI-Driven Innovations 58:42
1 Revolutionizing Edge Devices with Energy-Efficient Generative AI Techniques 50:19
1 Transforming Edge AI Education: Insights from Harvard's Dr. Vijay Janapa Reddi 59:56
1 Recap of the "Beyond Chatbots - The Journey of Generative AI to the Edge" 8:31
1 Crafting Artistic Images with Embedded AI with Alberto Ancilotto of FBK 31:30
1 Revolutionizing Software Development with GenAI-Powered Edge Solutions with Anirban Bhattacharjee of Wipro 28:43
1 Tomorrow's Edge AI: Cutting-Edge Memory Optimization for Large Language Models with Seonyeong Heo of Kyung Hee University 30:29
1 Revolutionizing Automotive AI with Small Language Models with Alok Ranjan of BOSCH 31:59
1 From tinyML to the edge of AI: Introducing the EDGE AI FOUNDATION 14:09
1 Unveiling the Technological Breakthroughs of ExecuTorch with Meta's Chen Lai 31:24
1 Revolutionizing TinyML: Integrating Large Language Models for Enhanced Efficiency 27:06
1 Harnessing Edge AI: Transforming Industries with Advanced Transformer Models with Dave McCarthy of IDC and Pete Bernard of tinyML Foundation 33:53
1 Transforming the Edge with Generative AI: Unraveling Innovations Beyond Chatbots with Danilo Pau, IEEE Fellow from STMicroelectronics 6:47
1 Revolutionizing Weather Forecasting with Acoustic Smart Technology 25:04
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