Increasingly, machine learning models are being deployed at the edge, and these models are getting bigger. As a result, we are hitting the constraints of edge devices – bandwidth, performance and power. One way to reduce ML computation demands and […]
Advances in imaging quality and features are accelerating, thanks to hybrid approaches that combine classical computer vision and deep learning algorithms and that take advantage of the powerful heterogeneous computing capability of Qualcomm Snapdragon mobile platforms. Qualcomm’s dedicated computer vision […]
In many IoT architectures, sensor data must be passed to cloud services for further processing. Traditionally, trusted third parties have been used to secure this data. In this talk we explore an alternative approach: the use of a blockchain network […]
Recent years have seen an explosion in machine learning/AI algorithms with a corresponding need to use custom hardware for best performance and power efficiency. However, there is still a wide gap between algorithm creation and experimentation (using deep learning frameworks […]
In this presentation, we will describe methods and tools for developing, profiling and optimizing neural network solutions for deployment on Arm MCUs, CPUs and GPUs using Au-Zone’s DeepView ML Toolkit. We’ll introduce the need for optimization to enable efficient deployment […]
Learn how to bring the power of deep neural networks to memory- and power-constrained devices like those used in robotics and automated driving. The workflow starts with an algorithm design in MATLAB, which enjoys universal appeal among engineers and scientists […]
In this talk, we’ll show why Lattice’s low-power FPGA devices, coupled with the sensAI software stack, are a compelling solution for implementation of sophisticated AI capabilities in edge devices. The latest release of the senseAI stack provides a performance increase […]
Whether it’s called “Industry 4.0,” “industrial internet of things” (IIOT) or “smart factories,” a fundamental shift is underway in manufacturing: factories are becoming smarter. This is enabled by networks of connected devices forming systems that collect, monitor, exchange and analyze […]
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