{"id":282707,"date":"2025-11-13T11:47:28","date_gmt":"2025-11-13T10:47:28","guid":{"rendered":"https:\/\/matworks.agentur-understood.de\/?p=282707"},"modified":"2026-10-07T12:01:22","modified_gmt":"2026-10-07T10:01:22","slug":"machine-learning-unddata-driven-solutions-in-der-anwendung","status":"publish","type":"post","link":"https:\/\/matworks.de\/en\/blog\/2025\/11\/13\/machine-learning-unddata-driven-solutions-in-der-anwendung\/","title":{"rendered":"Machine Learning and Data-Driven Solutions in Practice"},"content":{"rendered":"<p>[et_pb_section fb_built=&#8221;1&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;7374a566-1a6f-4054-a386-bf727aad7878&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_row admin_label=&#8221;h2 + untertitel + button rechts&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;650dc7cc-d788-4975-8d7f-87f99e1986e1&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;4_4&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.9&#8243; _module_preset=&#8221;default&#8221; header_2_text_color=&#8221;#474747&#8243; hover_enabled=&#8221;0&#8243; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<h2>Machine Learning and Data-Driven Solutions in Practice<\/h2>\n<p>[\/et_pb_text][\/et_pb_column][\/et_pb_row][et_pb_row column_structure=&#8221;1_2,1_2&#8243; admin_label=&#8221;Slider Inhalt&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;c8f796ee-7cbe-4d03-9fc3-45301ff75115&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_image src=&#8221;https:\/\/matworks.de\/en\/wp-content\/uploads\/sites\/2\/2025\/11\/matworks_machine_learning_mikroskopie_loesungen01.jpg&#8221; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; border_radii=&#8221;on|15px|15px|15px|15px&#8221; global_colors_info=&#8221;{}&#8221;][\/et_pb_image][et_pb_text admin_label=&#8221;Bildlabel&#8221; _builder_version=&#8221;4.27.9&#8243; _module_preset=&#8221;433a1197-e505-4742-b9b6-3e5f64a60509&#8243; hover_enabled=&#8221;0&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<p style=\"font-size: 16px!important; text-align: center;\">Automation solutions in microscopy with AI support. <br \/>Photographer\/Image source: Sven Doering<\/p>\n<p>[\/et_pb_text][\/et_pb_column][et_pb_column type=&#8221;1_2&#8243; _builder_version=&#8221;4.27.4&#8243; _module_preset=&#8221;default&#8221; global_colors_info=&#8221;{}&#8221;][et_pb_text _builder_version=&#8221;4.27.9&#8243; _module_preset=&#8221;b5cfd56a-e86f-4204-9ce3-06b6c33ff3e7&#8243; hover_enabled=&#8221;0&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; sticky_enabled=&#8221;0&#8243;]<\/p>\n<p>Our laboratory combines automated microscopy with AI-assisted materials analysis to deliver fast, accurate, and quantitative insights from microstructures. We train powerful machine learning and deep learning models for defect detection, structure classification, property correlations, and microstructure quantification using frameworks such as TensorFlow, Keras, PyTorch, OpenCV, and scikit-learn. Feasibility studies are carried out using both existing datasets and newly acquired samples.<\/p>\n<p>Our AI pipelines emphasize reproducibility and compliance through custom model exports and standardized AI system classification and validation. We ensure transparency through detailed model and data cards documenting architecture and limitations, while integrated data drift monitoring helps maintain accuracy over time and ensures reliability, robustness, and audit readiness.<\/p>\n<p>[\/et_pb_text][et_pb_button button_url=&#8221;https:\/\/matworks.de\/en\/downloads&#8221; url_new_window=&#8221;on&#8221; button_text=&#8221;Download Flyer and more&#8221; _builder_version=&#8221;4.27.9&#8243; _module_preset=&#8221;e4220c87-aac8-4303-90e8-3756cce26796&#8243; button_icon=&#8221;&#x800;||divi||400&#8243; hover_enabled=&#8221;0&#8243; locked=&#8221;off&#8221; global_colors_info=&#8221;{}&#8221; custom_css_main_element_last_edited=&#8221;on|phone&#8221; custom_css_main_element_phone=&#8221;width: 100%;&#8221; sticky_enabled=&#8221;0&#8243;][\/et_pb_button][\/et_pb_column][\/et_pb_row][\/et_pb_section]<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Machine Learning and Data-Driven Solutions in PracticeAutomation solutions in microscopy with AI support. Photographer\/Image source: Sven DoeringOur laboratory combines automated microscopy with AI-assisted materials analysis to deliver fast, accurate, and quantitative insights from microstructures. We train powerful machine learning and deep learning models for defect detection, structure classification, property correlations, and microstructure quantification using frameworks [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_et_pb_use_builder":"on","_et_pb_old_content":"","_et_gb_content_width":"2880","iawp_total_views":0,"footnotes":""},"categories":[16],"tags":[],"class_list":["post-282707","post","type-post","status-publish","format-standard","hentry","category-machine-learning-microscopy-solutions"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.6 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine Learning and Data-Driven Solutions in Practice - Matworks GmbH \u2013 Materials Engineering Solutions<\/title>\n<meta name=\"robots\" content=\"index, nofollow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/matworks.de\/en\/blog\/2025\/11\/13\/machine-learning-unddata-driven-solutions-in-der-anwendung\/\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning and Data-Driven Solutions in Practice - Matworks GmbH \u2013 Materials Engineering Solutions\" \/>\n<meta property=\"og:description\" content=\"Machine Learning and Data-Driven Solutions in PracticeAutomation solutions in microscopy with AI support. 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