{"id":13,"date":"2025-10-25T16:29:36","date_gmt":"2025-10-25T16:29:36","guid":{"rendered":"https:\/\/katharina-schmidt-engineering.de\/?page_id=13"},"modified":"2026-04-14T12:00:09","modified_gmt":"2026-04-14T11:00:09","slug":"startseite","status":"publish","type":"page","link":"https:\/\/katharina-schmidt-engineering.de\/en\/","title":{"rendered":"Machine Learning & Computer Vision"},"content":{"rendered":"
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Smart Data Processing for Modern Processes<\/h1>\n\n\n\n

Would you like to reduce your scrap rates and implement modern monitoring for your production processes? Are you looking for ways to automate and digitize your production workflows? I would be happy to help you develop a customized machine learning solution tailored to your specific needs.<\/p>\n\n\n\n

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What impact can artificial intelligence have on manufacturing?<\/h2>\n\n\n\n

Neural networks form the basis of intelligent computer vision models. They are trained using large amounts of data and can be used to make predictions on additional (new) data. In image processing, image data is used as the input format for the networks, and the expected output is classification, object detection, or image masks. An often underestimated alternative is classic image processing algorithms, for example for edge detection or to identify quality defects based on brightness differences in the image.<\/p>\n\n\n\n

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Classification<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n

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Detection<\/p>\n<\/div><\/div>\n<\/div>\n\n\n\n

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Segmentation<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n

In many applications, automation using neural networks for quality control and process monitoring can reduce scrap, minimize safety risks in production, and cut down on downtime. This saves time, costs, and effort. Feel free to contact me\u2014together we\u2019ll find the best solution for your application!<\/p>\n\n\n\n

Impact in Production<\/h3>\n\n\n\n

Production monitoring not only allows safety-critical incidents to be tracked, but also actively prevents them. For example, a crane system is automatically shut down as soon as a person is detected beneath the crane hook. AI-powered monitoring also provides valuable support in quality control by reducing the scrap rate and preventing product recalls through early and automated inspections. Other applications include level monitoring, seal inspection, and predictive maintenance. This helps prevent breakdowns and allows for targeted planning of maintenance downtime!<\/p>\n\n\n\n

\n<\/path><\/svg><\/span>Further information<\/span><\/a>\n<\/div>\n\n\n\n
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Our collaboration \u2013 Your result<\/h2>\n\n\n\n

Once we have defined the problem, please send me a few sample recordings or data. I will then develop various approaches based on these, which we will discuss together in the next step. <\/p>\n\n\n\n

With this iterative method of programming and review, we get closer and closer to finding the right solution for your process. Working together and consulting with each other ensures that the software ultimately meets your expectations and requirements. It doesn't help anyone if I present you with a solution for something you didn't want in the first place.<\/p>\n<\/div>\n\n\n\n

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Clear Communication<\/p>\n<\/div><\/div>\n\n\n\n<\/span>\n<\/div>\n<\/div>\n\n\n\n

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Individual Software<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n\n\n\n

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Collaborative reviews<\/p>\n<\/div><\/div>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n

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For reviews, we can meet online or directly at your premises. Especially when it comes to lighting and image capture issues, on-site appointments offer unbeatable advantages. We can look at the problem together and consider where cameras, light sources, or other sensors need to be added. For software adjustments and discussions about the layout of the user interface, online appointments are also a great option and often save time and stress.<\/p>\n\n\n\n

On-site commissioning, as well as knowledge transfer and training for your team on-site, are of course included\u2014please feel free to contact me about this!<\/p>\n\n\n\n

Ultimately, what matters most to me is that you\u2019re satisfied with the solution and always have someone to turn to for bug reports, suggestions for improvements, or urgent support. I look forward to long-term partnerships and exciting challenges!<\/p>\n\n\n\n

\n<\/path><\/svg><\/span>Free initial consultation!<\/span><\/a>\n<\/div>\n\n\n\n
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Frequently Asked Questions<\/h2>\n\n\n\n
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