Bench Talk

Data at the Edge: Why Computing Is Coming Home from the Cloud

On May 28, 2025 in All, Computing, Industrial, IoT, Low Power by Mike Parks

Edge computing is transforming how we process data, shifting intelligence from the cloud to local devices. Explore how edge computing has evolved, from its underlying technologies to how it empowers engineers to build responsive, efficient, and intelligent systems at the edge.

Tagged With: ai, data processing, edge computing, embedded, iot, latency reduction, machine learning, real-time data analytics

Planning for Machine Learning Success

On April 25, 2025 in All, Computing, General, Open Source by Mouser Technical Content Staff

Unlock the potential of machine learning by transforming ideas into impactful solutions. This blog introduces the roadmap for moving from proof of concept to production, exploring essential steps like data quality, robust experimentation, and post-production monitoring for lasting success.

Tagged With: data quality, machine learning, ml, ml deployment, ml metrics, ml observability, open source ml, poc, post-production monitoring, proof of concept

Three Ways to Build a More Resilient IoT

On March 5, 2025 in All, Computing, General, IoT, Security by Steven Keeping

The complexity of the IoT means that breakdowns are inevitable. Engineers are implementing enhancements to the network to make it more resilient, such as multipath networking, redundancy, and system degradation. These help ensure that faults are isolated, preventing widespread communication failure.

Tagged With: draas, intrusion detection and prevention, iot, iot resilience, machine learning, multipath networking, network protection, preventative maintenance, security, system redundancy, wireless engineering

New Tech Tuesdays: This MPU Could Revolutionize Edge AI and Industry 5.0

On December 17, 2024 in All, Automation, Computing, Industrial, IoT, New Tech Tuesdays, Robotics, Sensors by Rudy Ramos

STMicroelectronics’ STM32MP25x series represents a leap forward in edge AI and IIoT technology. By integrating powerful processing, advanced multimedia capabilities, extensive connectivity, and hardened security, it delivers superior performance and security to IIoT applications.

Tagged With: neural processing unit, cpu, edge ai accelerator, edge computing, gpu, iiot, industrial iot, industry 5.0, machine learning, npu, psa certified level 1, real-time data processing, sesip3, stm32mp2, stm32mp25x, stmicroelectronics

How Connectors Enable the AI Revolution

On December 16, 2024 in All, Computing, Connectors, General by David Pike

Artificial intelligence and machine learning rely on advanced computing and massive data processing. This reliance underscores the critical role connectors play in maintaining signal integrity and efficient power management.

Tagged With: ai, artificial intelligence, computing power, connectors, data center, data processing, electrical signals, high-speed signals, infrastructure, machine learning, ml, power integrity, signal integrity, thermal management

Extending the ML Proof of Concept for Production

On November 1, 2024 in All, Computing, General by Becks Simpson

Our series on building a machine learning proof of concept continues with a focus on software development and deployment. Transfer the model into production by using robust software development techniques and available deployment solutions.

Tagged With: machine learning, ml in production, mlops, model serving, poc, proof of concept, software development

RF Connectors for Autonomous Mobile Robots

On September 27, 2024 in All, Connectors, General, Industrial, RF, Robotics, Sensors by David Pike

Autonomous mobile robots (AMRs) rely on advanced RF connectors to process data, communicate wirelessly, and function in harsh conditions. Whether on factories or streets, these connectors allow AMRs to perform necessary tasks and navigate with precision.

Tagged With: 5g network, amrs, autonomous mobile robots, coaxial cables, factory automation, gnss, gps, industrial environments, industrial robots, machine learning, rf connectors, rf signals, robotics technology, sensor communication, smart factory, uavs, wireless communication

Open Source for ML Modeling

On August 30, 2024 in All, Computing, General, Open Source by Becks Simpson

With the help of existing resources, implementing the machine learning models required for a proof of concept isn’t as difficult as it seems.

Tagged With: free ml resources, machine learning, ml, open source models, poc, proof of concept

A Robust Experimentation Environment for Success

On August 9, 2024 in All, Computing, General by Becks Simpson

Ensuring that an experimentation environment is structured to allow quick iteration on ML models and data is crucial for successful projects that produce robust and trustworthy results.

Tagged With: data for ml, data quality, experimentation environment, machine learning, machine learning model, poc, proof of concept

Predictive Maintenance vs. Predictive Resolution

On August 5, 2024 in All, Computing, General, Industrial, Robotics, Sensors by Poornima Apte

Predictive maintenance prevents equipment failures using data-driven insights. The evolution to predictive resolution goes further by suggesting real-time fixes for inefficiencies across business operations, from supply chains to worker scheduling, ensuring smoother manufacturing processes.

Tagged With: ai in manufacturing, digital transformation, equipment health, iiot sensors, industry 4.0, machine learning, manufacturing efficiency, predictive analytics, predictive maintenance, predictive resolution, process improvement, real-time monitoring

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