In this talk, we explore how vision LLMs can be used in multi-agent collaborative systems to enable new levels of capability and autonomy. We’ll explain the architecture of these systems, including how vision LLMs and agents can be integrated. And […]
In this presentation we’ll show how developers new to AI can quickly and easily create embedded vision solutions that extract valuable information from camera streams. We’ll begin by explaining how to set up the Network Optix server, client and AI […]
In this talk, we’ll explore the complete machine learning model building process, providing data scientists and ML engineers with practical insights and strategies for success. We will examine each phase of the model life cycle, from data ingestion and pre-processing […]
Embedded vision applications, with their demand for ever more processing power, have been driving up the size and complexity of edge SoCs. Heterogeneous architectures that bring together CPUs, GPUs and specialized NPUs have become the standard approach to achieving high-performance […]
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 […]
Many computer vision projects reach proof of concept but stall before production due to high costs, deployment challenges and infrastructure complexity. This session explores the path from prototype to production, focusing on how to reduce the cost of vision workloads […]
Training a model is a crucial step in machine learning, but it can be overwhelming for beginners. In this talk, we provide a comprehensive introduction to the fundamentals of model training. We will introduce the different types of training, such […]
Designing a camera system requires a deep understanding of the fundamental principles of image formation and the physical characteristics of its components. Translating computer vision-based system requirements into camera system parameters is a crucial step. In this talk, we will […]
More and more of the supply chain needs to be, and can be, automated. Demographics, particularly in the developed world, are driving labor scarcity. Additionally, in manual material handling turnover, injury rates and absenteeism are rampant. Fortunately, modern warehouse robotic […]
In the fast-changing world of artificial intelligence, the industry is deploying more AI compute at the edge. But the growing diversity and data footprint of transformers and models such as large language models and large multimodal models puts a spotlight […]
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