This three part series of articles explains convolutional neural networks (CNNs) and their significance in machine learning within AI systems. CNNs are powerful tools for extracting features from complex data. Part 2 puts the focus on the training process for neural networks.

Previously, AI applications required massive energy consumption. Now, microcontrollers with a dedicated CNN accelerator make it possible to power AI applications from a single battery for extended periods. This breakthrough is making edge-AI accessible and unlocking the potential for exciting edge-AI applications.

OPC UA solutions provide platform independence, secure data exchange, and scalability for industrial environments. Key advantages include standardized communication protocols and interoperable data models that simplify system integration. New cloud initiatives enhance the ability to aggregate and analyze data.

Learn how to correctly configure Quality of Service (QoS) on managed industrial managed switches. By following the steps outlined in this article, you will be able to configure QoS in a way that ensures more reliable, higher performance connectivity on business networks.

Future industrial IoT solutions will rely on an ecosystem of industrial intelligence to marry sensor data and insight with actionable improvement and optimization of operations. Sensors in industrial robotics are streamlining manufacturing and logistics industries through greater automation.

Industrial Wireless enables secure and reliable wireless connections for industrial applications. Depending on requirements, Wi-Fi 6E and Wi-Fi 7 are continuing to provide excellent solutions. Industrial 5G is also making an impact by enabling smarter, responsive, and more efficient factory operations.

Artificial intelligence (AI), edge computing and industrial cybersecurity are just some of the technology megatrends that are driving the latest innovations in Industrial Ethernet solutions. Read how industry experts view the newest trends, unique capabilities and the latest solutions for smart manufacturing.

An overview of wireless standards assesses the suitability of BLE, SmartMesh (6LoWPAN over IEEE 802.15.4e), and Thread/Zigbee (IEEE 802.15.4) for use in industrial harsh RF environments. SmartMesh has superior reliability and low power operation compared to BLE and Thread/Zigbee.

Concurrent Connections do not solve all the problems of systems that require high availability, but they are an important building block of such systems. Concurrent Connections provides a standardized communication protocol that helps enable high availability systems.

Data science is still a young field, but it is being incorporated into systems more each day. The goal is to maximize value by enabling data scientists as many capabilities as possible, and not frustrating them with limited capabilities.