This talk provides a high-level introduction to artificial intelligence and deep learning, covering the basics of machine learning and the key concepts of deep learning. We will explore the different types of deep learning architectures, including fully connected networks, convolutional […]
In this session we delve into the latest version of OpenCV, the world’s most popular open-source computer vision library. We will highlight the major innovations and improvements in OpenCV 5.0, including a revamped DNN inference engine with integrated format parsers, […]
Imagine a world where AI systems automatically detect thefts in grocery stores, ensure construction site safety and identify patient falls in hospitals. This is no longer science fiction, as companies today are building powerful applications that integrate visual content with […]
Artificial Intelligence is rapidly integrating into every aspect of technology. While the neural processing unit (NPU) often receives the majority of the spotlight as the ultimate AI problem solver, it is essential to recognize that not all AI workloads can […]
Multimodal LLMs promise to bring exciting new abilities to devices! As we see foundational models become more capable, we see compute requirements grow as well. It is not uncommon to see LLMs grow to tens of billions of parameters, at […]
Large language models (LLMs) often demand hand-coded conversion scripts for deployment on each distinct processor-specific software stack—a process that’s time-consuming and prone to error. In this session, we introduce a model-agnostic approach designed to streamline LLM deployment, especially for the […]
At the embedded edge, choices of language model architectures have profound implications on the ability to meet demanding performance, latency and energy efficiency requirements. In this presentation, we contrast state-space models (SSMs) with transformers for use in this constrained regime. […]
Imagine a busy car dealership: customers arrive and wait to talk to sales or service people; vehicles enter and depart; safety checks need to be made; electric vehicles need to be charged. How long has that customer been waiting? Did […]
The 3D sensing market is projected to more than double by 2030, surpassing $18B. Key drivers include automotive and industrial applications, with significant advancements in ADAS, infrastructure monitoring, security and robotics. While the mobile sector remains dominant, 3D sensing has […]
In this talk we’ll present Moonshine, a speech-to-text model that outperforms OpenAI’s Whisper by a factor of five in terms of speed. Leveraging this efficiency, we’ll show how to build a voice interface on a low-cost, resource-constrained Cortex-A SoC using […]
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