{"id":55436,"date":"2024-10-11T10:50:28","date_gmt":"2024-10-11T08:50:28","guid":{"rendered":"https:\/\/qualityminds.com\/?page_id=55436"},"modified":"2025-05-06T10:27:03","modified_gmt":"2025-05-06T08:27:03","slug":"ai-testing","status":"publish","type":"page","link":"https:\/\/qualityminds.com\/en\/ai-and-data-science\/ai-testing\/","title":{"rendered":"AI Testing"},"content":{"rendered":"\n<section id=\"block-66421b7e9d4d7\"  class=\"hero-section is-style-type-1 template2\">\n\t<div class=\"bg\">\n\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"2560\" height=\"1060\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/Service-Ubersicht\u2013KI-bg-scaled.jpg\" class=\"attachment-full size-full\" alt=\"\" loading=\"eager\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/Service-Ubersicht\u2013KI-bg-scaled.jpg 2560w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/Service-Ubersicht\u2013KI-bg-300x124.jpg 300w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/Service-Ubersicht\u2013KI-bg-1024x424.jpg 1024w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/Service-Ubersicht\u2013KI-bg-768x318.jpg 768w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/Service-Ubersicht\u2013KI-bg-1536x636.jpg 1536w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/Service-Ubersicht\u2013KI-bg-2048x848.jpg 2048w\" sizes=\"(max-width: 2560px) 100vw, 2560px\" \/>\t\t\t<\/div>\n\t<div class=\"container\">\n\t\t<div class=\"hero-section__wrapper flex flex-wrap justify-between\">\n\t\t\t<div class=\"hero-section__description\">\n\t\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\t<div class=\"text-element\">\n\n<p class=\"has-text-align-left brand-subtitle wp-block-paragraph\">Adapting testing standards for the world of<br>world of data science:<\/p>\n\n\n\n<h1 class=\"wp-block-heading has-text-align-left\"><strong>Best practices for<br>a reliable<br>AI testing strategy<\/strong><\/h1>\n\n<\/div>\n\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"hero-section__content\">\n\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t<p>Let&#8217;s face the new challenges in the testing world together with solid knowledge of data management &#8211; from pre-processing to corner cases<\/p>\n\n\t\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"brand-btn-primary\" href=\"#contact\" target=\"_self\">Contact AI team<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\n\t\t\t\n\t\t\t\n\t\t\t\t\t<\/div>\n\t<\/div>\n\n\t<div class=\"social\">\n\t\t<div class=\"container\">\n\t\t\t<div class=\"social-wrapper flex items-center\">\n\t\t\t\tFollow us\t\t\t\t\t<ul class=\"no-list no-margin social-list\">\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/www.linkedin.com\/company\/qualityminds-gmbh\/\" target=\"_blank\" aria-label=\"share on social media\" rel=\"noopener\">\n\t\t\t\t\t<img decoding=\"async\" width=\"29\" height=\"29\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/linkedin.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/de-de.facebook.com\/QualityMindsGmbH\/\" target=\"_blank\" aria-label=\"share on social media\" rel=\"noopener\">\n\t\t\t\t\t<img decoding=\"async\" width=\"29\" height=\"29\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/facebook.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t\t\t<li>\n\t\t\t\t<a href=\"https:\/\/www.xing.com\/pages\/qualitymindsgmbh\" target=\"_blank\" aria-label=\"share on social media\" rel=\"noopener\">\n\t\t\t\t\t<img decoding=\"async\" width=\"29\" height=\"29\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/xing_icon.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/>\t\t\t\t<\/a>\n\t\t\t<\/li>\n\t\t\t<\/ul>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-664345a433086\"  class=\"text-image-section template-1\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\">Develop a robust AI testing strategy with a focus on precise data analysis <\/h2>\n\n\n\n<p class=\"wp-block-paragraph\"><strong>Optimize your AI implementation through extensive testing to ensure that your models perform reliably even in challenging scenarios.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We advise you on the development of a comprehensive test strategy for AI and machine learning-based systems:<\/p>\n\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box cover\">\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"1222\" height=\"1048\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Agile-Software-Development-and-Project-Management-1.jpeg\" class=\"attachment-full size-full\" alt=\"Software Programmer Working\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Agile-Software-Development-and-Project-Management-1.jpeg 1222w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Agile-Software-Development-and-Project-Management-1-300x257.jpeg 300w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Agile-Software-Development-and-Project-Management-1-1024x878.jpeg 1024w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Agile-Software-Development-and-Project-Management-1-768x659.jpeg 768w\" sizes=\"auto, (max-width: 1222px) 100vw, 1222px\" \/>\n\t\t\t\t\t\t\t\t\t\t\t<ul class=\"no-list image-box__list\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\tJoint design of test strategies\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\tIdentify potential exceptions (corner cases)\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\tExcellent test experts for explorative practical testing\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<li>\n\t\t\t\t\t\t\t\t\t\tComprehensive tool evaluation\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-66424b9a815ab\"  class=\"text-image-section has-theme-tertiary-background-color template-3 reverse-blocks\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"brand-subtitle wp-block-paragraph\">podcast<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">What data can be used to test and validate an AI?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">QualityHeroes Podcast Episode 18: Our test expert Bettina St\u00fchle-Stein reports on a major IT project for autonomous driving.<\/p>\n\n\n\n<div id=\"block-66432a2fceb8d\"  class=\"podcast-player-block\">\n\t\t\t<wave-audio-path-player src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/QualityHeroes_Episode018.mp3\" wave-width=\"334\" wave-height=\"62\" wave-slider=\"transparent\"><\/wave-audio-path-player>\n\t<\/div>\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box default\">\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"1728\" height=\"2003\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/QualityHeroes-Podcast-Bettina-Stuehle-Stein-AI-Software-Testing-Autonomous-Driving.jpg\" class=\"attachment-full size-full\" alt=\"QualityHeroes Podcast Bettina Stuehle-Stein AI Software Testing Autonomous Driving\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/QualityHeroes-Podcast-Bettina-Stuehle-Stein-AI-Software-Testing-Autonomous-Driving.jpg 1728w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/QualityHeroes-Podcast-Bettina-Stuehle-Stein-AI-Software-Testing-Autonomous-Driving-259x300.jpg 259w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/QualityHeroes-Podcast-Bettina-Stuehle-Stein-AI-Software-Testing-Autonomous-Driving-883x1024.jpg 883w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/QualityHeroes-Podcast-Bettina-Stuehle-Stein-AI-Software-Testing-Autonomous-Driving-768x890.jpg 768w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/QualityHeroes-Podcast-Bettina-Stuehle-Stein-AI-Software-Testing-Autonomous-Driving-1325x1536.jpg 1325w\" sizes=\"auto, (max-width: 1728px) 100vw, 1728px\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-6644620ca9765\"  class=\"project-cta-section\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between flex-wrap\">\n\t\t\t<div class=\"project-cta-section__heading\">\n\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t\t\t<p class=\"brand-subtitle\">AI protection project:<\/p>\n\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t<h2>Corner cases<\/h2>\n\t\t\t\t\t\t\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t<div class=\"project-cta-section__description\">\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"wp-block-paragraph\">The complexity of testing artificial intelligence is particularly evident in our largest AI project, a project funded by the German government, which aims to develop a generally valid validation methodology for AI in autonomous vehicles.\nWe are responsible for systematically taking into account so-called corner cases, i.e. critical exceptional situations both within road traffic and within the AI system and sensor technology. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">You can find more information about the project here: <strong>Completion of the project: AI safeguarding &#8211; safety argumentation for autonomous driving in Berlin.<\/strong><\/p>\n\n\n\n<div class=\"wp-block-buttons is-layout-flex wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button\"><a class=\"wp-block-button__link has-text-align-center wp-element-button\" href=\"https:\/\/qualityminds.com\/en\/case\/ai-protection-project-safety-for-autonomous-driving\/\" target=\"_blank\" rel=\"noreferrer noopener\">Check the Project<\/a><\/div>\n<\/div>\n\n<\/div>\n\t\t\t<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-664468852704b\"  class=\"content-section template-2\">\n\t<div class=\"container\">\n\n\t\t\t\t\t<h2 class=\"title\">\n\t\t\t\t<span class=\"text\">Improved pedestrian detection with computer vision<\/span>\n\t\t\t<\/h2>\n\t\t\n\t\t<div class=\"content flex justify-between items-start\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"wp-block-paragraph\">A reliable process for the holistic evaluation of the various AI functions was developed for a verifiable safety argumentation.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Targeted training of the AI with modern simulation technologies has improved pedestrian recognition even under difficult conditions.<\/p>\n\n<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"blocks\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Example of pedestrian detection to set up and illustrate the chain of reasoning<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Testing of existing algorithms for pedestrian detection<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Identification of critical scenarios (corner cases), e.g. altered incidence of light or temporarily obscured view<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n<\/section>\n\n\n<section id=\"block-6643828c6dd87\"  class=\"text-image-section has-theme-tertiary-background-color template-2 reverse-blocks\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"wp-block-paragraph\"><strong>The test strategy is the most important building block for effectively and efficiently testing AI- and ML-based systems.<\/strong><\/p>\n\n\n\n<p class=\"wp-block-paragraph\">While the testing of \u201ctraditional systems\u201d (web, mobile, API, etc.) can be based on various existing test strategies, this is not the case with machine learning-based systems. Instead, the focus must be placed on the data, its structure, semantics, etc. as well as the data generation techniques. Test concepts form the basis for cross-project standards in the area of quality and testing. They form the basis for the project-related derivation of test strategies and are therefore one of the cornerstones of testing activities. We advise product teams on how such a test strategy can be designed and how data preparation and validation pipelines can be created. Our consulting is carried out in an agile manner using methods such as the OnePager, the 10-minute test strategy and risk storming.     <\/p>\n\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box\">\n\t\t\t\t\t\t\t\t\t\t\t<h2 class=\"title\">AI test strategy<\/h2>\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"540\" height=\"336\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/KITeststrategie.svg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-6644786e27f7d\"  class=\"text-image-section template-2\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"brand-subtitle wp-block-paragraph\">Exceptional cases<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Corner cases<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">When testing AI- and ML-based systems, the systematic identification of potential exceptions, the \u201ccorner cases\u201d, is extremely relevant.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We advise product teams on the identification, design and testing of corner cases and are involved in the training and testing process as well as during the application phase.<\/p>\n\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box\">\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"753\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/corner-cases-fine-line-illu-01.png\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/corner-cases-fine-line-illu-01.png 1000w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/corner-cases-fine-line-illu-01-300x226.png 300w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/corner-cases-fine-line-illu-01-768x578.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n\n<section id=\"block-6644786e27f90\"  class=\"banner-section is-style-type-1 template-2\" style=\"--background-image: url(https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/workshop-bg-scaled.jpg);\">\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t\n\t\t\t\t\t\t<div class=\"text-element\">\n\n<p class=\"brand-subtitle wp-block-paragraph\">Workshop<\/p>\n\n\n\n<h2 class=\"wp-block-heading\"><strong>In 5 steps to your<br>AI test strategy<\/strong><\/h2>\n\n\n\n<div class=\"wp-block-buttons is-content-justification-center is-layout-flex wp-container-core-buttons-is-layout-fe48e5de wp-block-buttons-is-layout-flex\">\n<div class=\"wp-block-button is-style-outline is-style-outline--1\"><a class=\"wp-block-button__link wp-element-button\" href=\"#contact\">enquire now<\/a><\/div>\n<\/div>\n\n<\/div>\n\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-665077b562ace\"  class=\"content-section template-2\">\n\t<div class=\"container\">\n\n\t\t\n\t\t<div class=\"content flex justify-between items-start\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\"><strong>Learning journey AI test strategy for companies<\/strong><\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The learning content is sharpened through an initial discovery workshop and can be supplemented and adapted as required during the course of the journey.\nTo this end, we will involve all relevant roles in the development process on an interdisciplinary basis. <\/p>\n\n<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"blocks\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Process derivation: From the requirement via the test data to the production system.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Risk analysis along the derived process.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>A cross-content aspect here will be the creation and use of the Operational Design Domain (ODD) of the application, particularly with regard to content, metrics and monitoring, risks and mitigation strategies, shared knowledge and the structure of the test pyramid.  <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Individual development of an AI test concept for the project.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Derivation of a modular AI test strategy.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n<\/section>\n\n\n<section id=\"block-66449e62ac3e1\"  class=\"text-image-section wp-elements-1 has-theme-primary-background-color has-theme-tertiary-color template-3\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\">Quality of the test data<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">When testing ML-based systems, the focus is much more on data than is the case with \u201ctraditional\u201d test approaches. The quality assessment of the training, test and validation data used requires a solid knowledge of both data science and data management.  <br>We offer our customers a combination of both worlds by providing methods and tools for designing and building a pipeline for test data in projects.<\/p>\n\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box default\">\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"1027\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-AI-Algorithm-Testing-and-Test-Data-for-Quality-Assurance.jpg\" class=\"attachment-full size-full\" alt=\"Quality Minds AI Algorithm Testing and Test Data for Quality Assurance\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-AI-Algorithm-Testing-and-Test-Data-for-Quality-Assurance.jpg 1000w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-AI-Algorithm-Testing-and-Test-Data-for-Quality-Assurance-292x300.jpg 292w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-AI-Algorithm-Testing-and-Test-Data-for-Quality-Assurance-997x1024.jpg 997w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-AI-Algorithm-Testing-and-Test-Data-for-Quality-Assurance-768x789.jpg 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-6644b0d53ae3e\"  class=\"text-image-section template-4\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\">Hands-on testing<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Every successful test strategy is a mixture of carefully crafted test cases, test automation and exploratory testing.\nThe latter in particular requires a very good understanding of the domain and excellent testing skills. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">We offer our customers a range of excellent test experts for exploratory field testing to identify the most important exceptional situations for ML-based systems.<\/p>\n\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box\">\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"1000\" height=\"753\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/hands-on-testing-fine-line-illu-01.png\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/hands-on-testing-fine-line-illu-01.png 1000w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/hands-on-testing-fine-line-illu-01-300x226.png 300w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/hands-on-testing-fine-line-illu-01-768x578.png 768w\" sizes=\"auto, (max-width: 1000px) 100vw, 1000px\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-6644ab4dceb89\"  class=\"text-image-section wp-elements-2 has-theme-primary-background-color has-theme-tertiary-color template-3\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\">ML-based test tools<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">The various techniques known from data science and machine learning can also be used to improve the testing process. <\/p>\n\n\n\n<p class=\"wp-block-paragraph\">The market for ML-based testing tools is slowly evolving. We provide our customers with an overview and tool evaluation based on their requirements and our knowledge of this market. <\/p>\n\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box default\">\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"1006\" height=\"1060\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Machine-Learning-and-Algorithm-Testing-Tools-and-Processes.jpg\" class=\"attachment-full size-full\" alt=\"Quality Minds Machine Learning and Algorithm Testing Tools and Processes\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Machine-Learning-and-Algorithm-Testing-Tools-and-Processes.jpg 1006w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Machine-Learning-and-Algorithm-Testing-Tools-and-Processes-285x300.jpg 285w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Machine-Learning-and-Algorithm-Testing-Tools-and-Processes-972x1024.jpg 972w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Machine-Learning-and-Algorithm-Testing-Tools-and-Processes-768x809.jpg 768w\" sizes=\"auto, (max-width: 1006px) 100vw, 1006px\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-6643828c6de4a\"  class=\"content-section template-3\">\n\t<div class=\"container\">\n\n\t\t\n\t\t<div class=\"content flex justify-between items-start\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\"><strong>Revolutionize your<br>product quality with testing experts:<\/strong><\/h2>\n\n<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"blocks\">\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>We have been successfully active in quality assurance for 12 years &#8211; our roots are in testing!<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>We are an agile organization that adapts quickly to new technologies and market needs.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>Our lifeblood is testing, especially by testers for testers: SKILLUP &#8211; AI testing for testers. <\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<div class=\"block\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"text-element\">\n\t\t\t\t\t\t\t\t\t<p>We offer testing for NON-Testers and ML Engineers<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\n\t\t\t<\/div>\n<\/section>\n\n\n<section id=\"block-66424b9a815ab\"  class=\"text-image-section has-theme-tertiary-background-color template-1 reverse-blocks\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between\">\n\t\t\t<div class=\"text-element-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"brand-subtitle wp-block-paragraph\">podcast<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">How can you test machine learning?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">QualityHeroes Podcast Episode 36: Our guests Namrata Gurung and Michael Mlynarski discuss different methods of testing AI- and ML-based systems.<\/p>\n\n\n\n<div id=\"block-66432a2fceb8d\"  class=\"podcast-player-block\">\n\t\t\t<wave-audio-path-player src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/QualityHeroes_Episode036.mp3\" wave-width=\"334\" wave-height=\"62\" wave-slider=\"transparent\"><\/wave-audio-path-player>\n\t<\/div>\n<\/div>\n\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"image-box\">\n\t\t\t\t\t\n\t\t\t\t\t<img decoding=\"async\" width=\"1706\" height=\"2073\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/michael-mlynarski-softwarequalitaet-scaled-e1717586178574.jpg\" class=\"attachment-full size-full\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/michael-mlynarski-softwarequalitaet-scaled-e1717586178574.jpg 1706w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/michael-mlynarski-softwarequalitaet-scaled-e1717586178574-247x300.jpg 247w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/michael-mlynarski-softwarequalitaet-scaled-e1717586178574-843x1024.jpg 843w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/michael-mlynarski-softwarequalitaet-scaled-e1717586178574-768x933.jpg 768w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/michael-mlynarski-softwarequalitaet-scaled-e1717586178574-1264x1536.jpg 1264w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/michael-mlynarski-softwarequalitaet-scaled-e1717586178574-1685x2048.jpg 1685w\" sizes=\"auto, (max-width: 1706px) 100vw, 1706px\" \/>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"block-66431c4e136e8\"  class=\"info-slider-section template-1\">\n\t<div class=\"container\">\n\t\t<div class=\"content\">\n\t\t\t<div class=\"description\">\n\t\t\t\t<div class=\"text-element\">\n\n<p class=\"has-text-align-center brand-subtitle wp-block-paragraph\">Projects<\/p>\n\n\n\n<h2 class=\"wp-block-heading has-text-align-center\">Introducing our customers<\/h2>\n\n<\/div>\n\t\t\t<\/div>\n\n\t\t\t\t\t\t\t<div class=\"swiper\">\n\t\t\t\t\t<div class=\"swiper-wrapper\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\t<div class=\"slide\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"854\" height=\"1460\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/info-slide1.jpg\" class=\"background-image\" alt=\"\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/info-slide1.jpg 854w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/info-slide1-175x300.jpg 175w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/info-slide1-599x1024.jpg 599w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/05\/info-slide1-768x1313.jpg 768w\" sizes=\"auto, (max-width: 854px) 100vw, 854px\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qualityminds.com\/en\/case\/ai-protection-project-safety-for-autonomous-driving\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tProject AI safeguarding in autonomous driving\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>This is a research project funded by the Federal Ministry for Economic Affairs and Climate Protection.\r\nA methodology for AI safety in connection with automated driving is being developed.\r\nQualityMinds led the work package on the topic of corner cases.  <\/p>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\t<div class=\"slide\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"558\" height=\"800\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Project-with-Research-Institute-for-Autonomous-Driving-and-Accident-Prevention.jpg\" class=\"background-image\" alt=\"Quality Minds Project with Research Institute for Autonomous Driving and Accident Prevention\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Project-with-Research-Institute-for-Autonomous-Driving-and-Accident-Prevention.jpg 558w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Project-with-Research-Institute-for-Autonomous-Driving-and-Accident-Prevention-209x300.jpg 209w\" sizes=\"auto, (max-width: 558px) 100vw, 558px\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qualityminds.com\/en\/case\/project-attention-ai-makes-road-traffic-safer\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tATTENTION funding project\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>ATTENTION is a research project funded by the German government.\r\nIn cooperation with a consortium of 5 German project partners (OEMs, suppliers, technology partners, research institutes), methods are being developed in the field of autonomous driving to predict the risk of accidents in real time and to limit damage. <\/p>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t\t\t<div class=\"swiper-slide\">\n\t\t\t\t\t\t\t\t<div class=\"slide\">\n\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"652\" height=\"854\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Machine-Learning-Testing-for-Software-in-Automotive-Applications.jpg\" class=\"background-image\" alt=\"Quality Minds Machine Learning Testing for Software in Automotive Applications\" loading=\"lazy\" srcset=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Machine-Learning-Testing-for-Software-in-Automotive-Applications.jpg 652w, https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/09\/Quality-Minds-Machine-Learning-Testing-for-Software-in-Automotive-Applications-229x300.jpg 229w\" sizes=\"auto, (max-width: 652px) 100vw, 652px\" \/>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<h3>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<a href=\"https:\/\/qualityminds.com\/en\/case\/test-ml-automotive\/\">\n\t\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\tTest ML <br> Automotive\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t<\/h3>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<p>Consulting and development of test planning software using supervised machine learning. QualityMinds optimized test planning for a major automotive manufacturer using machine learning and developed efficient tests for the control software.<\/p>\n\t\t\t\t\t\t\t\t\t\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<div class=\"brand-swiper-buttons\">\n\t\t\t\t\t\t<button data-target=\"prev\" type=\"button\"><\/button>\n\t\t\t\t\t\t<button data-target=\"next\" type=\"button\"><\/button>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/section>\n\n\n<section id=\"contact\"  class=\"contact-form-section\">\n\t<div class=\"container\">\n\t\t<div class=\"content flex justify-between items-start\">\n\t\t\t<div class=\"text-wrapper\">\n\t\t\t\t<div class=\"text-element\">\n\n<h2 class=\"wp-block-heading\">Do you have any questions?<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Get in touch with us!\nWe look forward to exchanging knowledge with you. <\/p>\n\n\n\n<div id=\"block-66424b9a816c6\"  class=\"person-info-block template-1\">\n\t<div class=\"person-element flex items-center\">\n\t\t\t\t\t<div class=\"person-image\">\n\t\t\t\t<img decoding=\"async\" width=\"2048\" height=\"2560\" src=\"https:\/\/qualityminds.com\/wp-content\/uploads\/2024\/06\/basti-knerr-testing-qa-scaled-e1719218737949.jpg\" class=\"attachment-full size-full\" alt=\"Basti Knerr\" loading=\"lazy\" \/>\t\t\t<\/div>\n\t\t\t\t<div class=\"person-content\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<p class=\"name\">Bastian Knerr<\/p>\n\t\t\t\t\t\t\t\t\t\t<p class=\"position\">Teamlead Testing QA<\/p>\n\t\t\t\t\t\t\t\t\t\t<a href=\"mailto:testing@qualityminds.de\" class=\"email\" target=\"_blank\">testing@qualityminds.de<\/a>\n\t\t\t\t\t\t\t\t\t\t<a href=\"tel:+49 911 660 73 20 11\" class=\"tel\" target=\"_blank\">+49 911 660 73 20 11<\/a>\n\t\t\t\t\t<\/div>\n\t<\/div>\n<\/div>\n<\/div>\n\t\t\t<\/div>\n\n\t\t\t<div class=\"form-element\">\n\t\t\t\t\n<div class=\"wpcf7 no-js\" id=\"wpcf7-f57527-o1\" lang=\"en-US\" dir=\"ltr\" 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