tag: edge

Maximizing Edge Intelligence Requires More Than Computing
By Toshikazu Nishida - 16 Nov, 2023 - Comments: 0

By Toshi Nishida, Avik W. Ghosh, Swaminathan Rajaraman, and Mircea Stan Commercial-off-the-shelf (COTS) components have enabled a commodity market for Wi-Fi-connected appliances, consumer products, infrastructure, manufacturing, vehicles, and wearables. However, the vast majority of connected systems today are deployed at the edge of the network, near the end user or end application, opening... » read more

Unlocking The Power Of Edge Computing With Large Language Models
By Paul Karazuba - 30 Oct, 2023 - Comments: 0

In recent years, Large Language Models (LLMs) have revolutionized the field of artificial intelligence, transforming how we interact with devices and the possibilities of what machines can achieve. These models have demonstrated remarkable natural language understanding and generation abilities, making them indispensable for various applications. However, LLMs are incredibly resource-intensi... » read more

Software Stack For Edge AI Performance
By Suhas Mitra - 05 Oct, 2023 - Comments: 0

Developing an agile software stack is important for successful AI deployment on the edge. We regularly encounter new machine learning models created from multiple AI frameworks that leverage the latest primitives and state-of-the-art ML model topologies. This Cambrian explosion has resulted from a fertile open-source community that has embraced AI and is now fueling a wide proliferation of ML m... » read more

Network-on-Chips Enabling Artificial Intelligence/Machine Learning Everywhere
By Frank Schirrmeister - 28 Sep, 2023 - Comments: 0

Recently, I attended the AI HW Summit in Santa Clara and Autosens in Brussels. Artificial intelligence and machine learning (AI/ML) were critical themes for both events, albeit from different angles. While AI/ML as a buzzword is very popular these days in all its good and bad ways, in discussions with customers and prospects, it became clear that we need to be precise in defining what type of A... » read more

Generative AI: Transforming Inference At The Edge
By Paul Karazuba - 24 Aug, 2023 - Comments: 0

The world is witnessing a revolutionary advancement in artificial intelligence with the emergence of generative AI. Generative AI generates text, images, or other media responding to prompts. We are in the early stages of this new technology; still, the depth and accuracy of its results are impressive, and its potential is mind-blowing. Generative AI uses transformers, a class of neural network... » read more

Developing Energy-Efficient AI Accelerators For Intelligent Edge Computing And Data Centers
By William Ruby - 10 Aug, 2023 - Comments: 0

Artificial intelligence (AI) accelerators are deployed in data centers and at the edge to overcome conventional von Neumann bottlenecks by rapidly processing petabytes of information. Even as Moore’s law slows, AI accelerators continue to efficiently enable key applications that many of us increasingly rely on, from ChatGPT and advanced driver assistance systems (ADAS) to smart edge device... » read more

Semiconductor Industry Is Pulling AI Across A Diversity Of End Uses And Applications
By Sailesh Chittipeddi - 03 Aug, 2023 - Comments: 0

Earlier this month, I had the pleasure of joining a group of industry peers during SEMICON West and the Design Automation Conference in San Francisco for an enlightening panel discussion that we organized titled, “How AI Is Reinventing the Semiconductor Industry Inside and Out.” Moderated by Gartner, I was joined on the panel by senior executives from Advantest, Synopsys and the TinyML Foun... » read more

A Packet-Based Architecture For Edge AI Inference
By Pat Donnelly - 27 Jul, 2023 - Comments: 0

Despite significant improvements in throughput, edge AI accelerators (Neural Processing Units, or NPUs) are still often underutilized. Inefficient management of weights and activations leads to fewer available cores utilized for multiply-accumulate (MAC) operations. Edge AI applications frequently need to run on small, low-power devices, limiting the area and power allocated for memory and comp... » read more

Edge Computing: Four Smart Strategies For Safeguarding Security And User Experience
By Keysight - 21 Jun, 2023 - Comments: 0

It is a brave new world for enterprise networks. Smart devices are getting smarter, and edge computing is emerging as a viable way to reduce latency and improve performance. But as network architectures grow increasingly amorphous, what kind of impact will this have on security and performance? Download this white paper to discover how you can boost security, ensure quality of service, and futu... » read more

How eMRAM Addresses The Power Dilemma In Advanced-Node SoCs
By Rahul Thukral - 13 Apr, 2023 - Comments: 0

By Rahul Thukral and Bhavana Chaurasia Our intelligent, interconnected, data-driven world demands more computation and capacity. Consider the variety of smart applications we now have. Cars can transport passengers to their destinations using local and remote AI decision-making. Robot vacuum cleaners keep our homes tidy, and smartwatches can detect a fall and call emergency services. With hi... » read more

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