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Home » machine learning

Articles Tagged with ''machine learning''

GMM model created to show a simple classification of fruit.
Vision & Sensors | Machine Learning

Traditional Machine Learning for Practical Machine Vision: It’s Been There All Along

We’ll look at its practical implementation for machine vision inspection in industrial automation use cases.
David L. Dechow
June 5, 2025

We define machine learning and explain how it works within machine vision, with a focus on where machine learning can be effectively applied to enhance inspection reliability and capability.


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Male Industrial Engineer And Female Manager Using Laptop And Talking At Electronics Factory. The man is using a soldering jet printer.
Management

Part 2: Federal Oversight and AI

Combating fake job postings with advanced detection and reporting systems.
Maria DiBari
April 26, 2025

The job market is struggling with fake job postings that mislead American job seekers and distort employment data. These listings, created to collect résumés or inflate company statistics, erode trust in online job platforms and create inefficiencies in the hiring process, worsening challenges for job seekers and the unemployed.


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Robot holding glue syringe Injection with robotic machine vision system.
Machine Vision

Do I Need a System Integrator for My Machine Vision Application?

How to choose between in-house development and system integration
Astrid Sommerkamp
March 27, 2025

Companies face a pivotal decision when choosing a machine vision system: develop in-house or partner with a system integrator. Balancing control and expertise against potential challenges is essential, and key factors like expertise, time, budget, and complexity must be evaluated.


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Illustration of a girl conducting industrial maintenance of the mechanized arm.
Automation

Leveraging AI-Powered Anomaly Detection to Transform Quality Inspection

AI-powered quality control relies on multiple advanced technologies to enhance anomaly detection in manufacturing environments.
Debbie Baldwin
March 23, 2025
A recent MIT Technology Review survey revealed that 64% of manufacturers are exploring AI to enhance product quality. With rising consumer demands and regulatory challenges, improving efficiency in quality control is crucial. Traditional inspection methods struggle with human error and scalability, limiting effective defect detection.
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An engineer monitoring a robotic CT scan and analysis system as it inspects a manufactured component. Image courtesy of Heitec
NDT | Computed Tomography

Real-time Quality Feedback Moves to the Active Production Line

Industrial CT-scanning systems and analysis software are providing faster insights into manufactured components.
Jan Gräser
March 18, 2025

The assembly line, introduced by Henry Ford in 1913, connects product quality to component integrity. Many manufacturers now use computed tomography (CT) for pre-assembly inspections.


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Robotic welding production line in car factory. Computer generated image of a vehicle manufacturing company.
Trends

Supply Chain Trends Shaping 2025

In 2025, businesses will embrace a technology-driven future where human ingenuity and robotic intelligence converge.
Chris Coote
February 22, 2025

Optimism for 2025 is rising as logistics and supply chain sectors embrace digital transformation and automation to enhance resilience. Key trends shaping the industry are on the horizon.


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database

Making Sense of Machine Data With Time Series Databases

Suyash Joshi
February 6, 2025

A new type of database can facilitate cost-saving activities, such as predictive maintenance.


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Fully Automated PCB Assembly Line Equipped with High Precision Robot Arms at a Factory. Electronic Devices Manufacturing Industry.
Artificial Intelligence (AI)

Case Studies of AI for Superhuman Quality Control in Electronics

The question is not whether manufacturers should adopt AI, but how quickly they can start reaping its benefits.
Anna-Katrina Shedletsky
January 9, 2025

AI is revolutionizing quality control in electronics manufacturing by enhancing inspection processes and reducing costs. Anna-Katrina Shedletsky emphasized the power of machine learning and deep learning to automate tasks, improve product quality, and deliver significant ROI, making quality control the perfect starting point for AI implementation.


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Automation with AGV and robotic arm in smart distribution warehouse.
Vision & Sensors | Robotics

Exploring the Persistent Dominance of Human-Centered Automation in Robotics

Are we hurtling toward a truly human-free automation system?
Erik Nieves
December 12, 2024

Despite advancements in intelligent automation, human oversight remains crucial in navigating complex warehouse environments. This article highlights the enduring role of humans in the future of robotics, emphasizing a human-centered approach to automation.


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Image of man working on a laptop with virtual AI screens hovering above the keyboard.
Software

Building a Framework for Machine-Learning Compliance in Regulated Industries

Transparency is challenging when developing machine-learning algorithms.
Maria DiBari Alonso Diaz
October 1, 2024

Regulatory bodies like the FDA and MHRA are adapting guidelines to accommodate the evolving AI landscape, stressing the importance of innovative compliance approaches alongside traditional software regulations, including audit trails, electronic records, and signatures.


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