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Running AI models efficiently at the edge is about more than hardware TOPS. In this session, we’ll walk through the end-to-end process of porting, analysing and optimising modern AI models for edge GPUs, using Qwen 3.5 as a practical example. Learn how to take a model from framework to deployment, identify performance bottlenecks,… Read More
Tell us a little bit about yourself and your company.
I founded TekStart Group in Ontario, Canada, in 1998 with a very clear objective: to help innovators turn breakthrough technology concepts into real, market-ready products. Over the past 25-plus years, we have worked across the full lifecycle of technology development, from… Read More
One aspect of received wisdom on AI has been that all the innovation starts in the big machine learning/training engines in the cloud. Some of that innovation might eventually migrate in a reduced/ limited form to the edge. In part this reflected the newness of the field. Perhaps also in part it reflected need for prepackaged one-size-fits-many… Read More
Many of the most compelling applications for Artificial Intelligence (AI) and Machine Learning (ML) are found on mobile devices and when looking at the market size in that arena, it is clear that this is an attractive segment. Because of this, we can expect to see many consumer devices having low power requirements at the edge with… Read More
Before the advent of RISC-V, designers looking for embedded processors were effectively limited to a handful of proprietary processors using ISAs from decades ago. While the major ISAs are being updated and enhanced, they also are facing limitations from many decisions made over many years. RISC-V was conceived with a clean… Read More
Machine Learning (ML) has become extremely important for many computing applications, especially ones that involve interacting with the physical world. Along with this trend has come the development of many specialized ML processors for cloud and mobile applications. These chips work fine in the cloud or even in cars or phones,… Read More
One of the great pleasures in what I do is to work with people who are working with people in some of the hottest design areas today. A second-level indirect to be sure but that gives me the luxury of taking a broad view. A recent discussion I had with Kurt Shuler (VP Marketing at Arteris IP) is in this class. As a conscientious marketing… Read More
Many startups set out with the goal of accomplishing a technical feat that was previously considered impossible. Quite frankly most do not succeed. Yet, occasionally a company comes along that succeeds with a game changing breakthrough. ETA Compute has done just this. Yet, even more impressively, this 3-year-old company has… Read More
I don’t know if it was just me but I left TechCon 2017 feeling, well, uninspired. Not that they didn’t put on a good show with lots of announcements, but it felt workman-like. From anyone else it would have been a great show, but this is TechCon. I expect to leave with my mind blown in some manner and it wasn’t. I wondered if the SoftBank … Read More
Recently there has been a lot of buzz about 5G networks. Aside from the talk about it possibly being nationalized, 5G will be a lot different than its predecessors. Rather than a single data link in a predetermined band, 5G will consist of a web of connections all working together to support existing types of data traffic and many new… Read More
