As technologies go, neural network processing is still in its infancy. As such, there are still high-level questions that need to be answered. For instance, ?How do you actually execute a neural network graph??

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VocalZoom (VZ), a provider of vibration sensors for industry 4.0, launched its Autonomous Sensors for the Industrial Internet of Things (IIoT).
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Wibu-Systems has extended the reach of its CodeMeter software protection and licensing platform into MVTec's product portfolio. MVTec's HALCON and MERLIC software products enable users to build sophisticated machine vision solutions across multiple applications.
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Radiflow, a provider of cybersecurity solutions for industrial automation networks, and the Fraunhofer Institute of Optronics, System Technologies, and Image Exploitation (IOSB) launched a joint research project for applying advanced machine learning and artificial intelligence to cybersecurity for industrial automation networks.
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Machine learning (ML) algorithms are moving processing to the IoT device due to challenges with latency, power consumption, cost, network, bandwidth, reliability, security, and more.
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To illustrate the most basic advantages of analog computing, consider processing analog signals that are described by a set of differential equations. Because continuous time doesn?t exist in a digital computing paradigm, a digital computer must sample the input every clock cycle to develop a sample signal. This can result in many, many computations, which has the cascading effect of higher latency, increased power consumption, and so on.

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