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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
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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 tinyML Foundation - tinyml.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)
12 episoder
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