Edge AI provides benefits for cost, latency, privacy, and connectivity. Developing and deploying optimized, accurate and effect AI on edge-based systems is a time-consuming, challenging and complex process. In this session, you will learn how NVIDIA makes it easier for […]
In this talk, we’ll explain why we targeted autonomous valet parking (AVP) with our newest APACHE6 SoC, and how we tailored the chip design for this application. Our sister company, VADAS, will share insights from their development of camera-based AVP […]
Recent progress in machine learning algorithms has been meteoric. Yet their implementation in real-world embedded applications crawls at a snail’s pace, in large part due to inconsistent and inefficient software architectures. In this session, we will introduce the concept of […]
In image classification tasks, the evaluation of models’ robustness to increased dataset shifts with a probabilistic framework is very well studied. However, object detection (OD) tasks pose other challenges for uncertainty estimation and evaluation. For example, one needs to evaluate […]
