{"id":26872,"date":"2026-04-28T11:22:04","date_gmt":"2026-04-28T09:22:04","guid":{"rendered":"http:\/\/172.16.202.26\/?p=26872"},"modified":"2026-04-28T11:36:51","modified_gmt":"2026-04-28T09:36:51","slug":"diploma-thesis-ai4ads","status":"publish","type":"post","link":"http:\/\/172.16.202.26\/?p=26872","title":{"rendered":"K\u00fcnstliche Intelligenz und Diplomarbeiten"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"26872\" class=\"elementor elementor-26872\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-e995881 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"e995881\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-969ad44\" data-id=\"969ad44\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1a4249c elementor-widget elementor-widget-text-editor\" data-id=\"1a4249c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.20.0 - 13-03-2024 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p style=\"text-align: center;\">28.4.2026<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1c7c195 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1c7c195\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6ab2c83\" data-id=\"6ab2c83\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-1256be7 elementor-widget elementor-widget-heading\" data-id=\"1256be7\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.20.0 - 13-03-2024 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">K\u00fcnstliche Intelligenz und Diplomarbeiten<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6270175 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6270175\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-b572175\" data-id=\"b572175\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-cd738ba elementor-widget elementor-widget-text-editor\" data-id=\"cd738ba\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Every day, millions of decisions in Out-Of-Home advertising rely on traffic frequency data \u2014 how many cars pass a billboard, how many pedestrians cross a junction, how many eyes a campaign actually reaches. But what if the data itself was quietly wrong? That was exactly the problem our team set out to solve in our diploma thesis, AI4Ads, developed in partnership with R+C Plakatforschung GmbH, an Austrian out-of-home advertising research institute. The errors are subtle: at a road junction, 10,000 vehicles might enter, but only 400 leave across two exits. Physically impossible. Our goal was to build a system that detects and corrects them automatically using machine learning.<\/p><p>\u00a0<\/p><p>The project was divided across four distinct layers of the problem. One team member focused on ingesting and preparing the raw GIS data exported from QGIS; another built and evaluated anomaly detection approaches; a third developed correction strategies for identified violations and the fourth responsible for MLOps designed the infrastructure that would tie it all together. No single part of the project could stand alone \u2014 the pipeline only made sense as a whole.<\/p><p>\u00a0<\/p><p>Did everything go according to plan? Not entirely \u2014 and we think that is worth being honest about. Integrating machine learning into a domain as specific as GIS-based traffic flow analysis is genuinely hard, and a one-year diploma thesis can only take that so far. What we built is a foundation: a working MLOps infrastructure, a documented data pipeline, and a set of detection and correction approaches that were evaluated against real data. The groundwork is laid. With more time, more training data, and continued collaboration with R+C, the approaches explored here could realistically evolve into a production-ready tool. We hope this project serves not as a finished answer, but as a documented starting point for whoever picks it up next.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6a00b59 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6a00b59\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-f20bf87\" data-id=\"f20bf87\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f6590ab elementor-widget elementor-widget-image\" data-id=\"f6590ab\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.20.0 - 13-03-2024 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"640\" height=\"425\" src=\"http:\/\/172.16.202.26\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-28-111830.png\" class=\"attachment-large size-large wp-image-26874\" alt=\"\" srcset=\"http:\/\/172.16.202.26\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-28-111830.png 702w, http:\/\/172.16.202.26\/wp-content\/uploads\/2026\/04\/Screenshot-2026-04-28-111830-300x199.png 300w\" sizes=\"(max-width: 640px) 100vw, 640px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Die HIT am Puls der Zeit.<\/p>\n","protected":false},"author":3,"featured_media":26874,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":[],"categories":[22],"tags":[],"_links":{"self":[{"href":"http:\/\/172.16.202.26\/index.php?rest_route=\/wp\/v2\/posts\/26872"}],"collection":[{"href":"http:\/\/172.16.202.26\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"http:\/\/172.16.202.26\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"http:\/\/172.16.202.26\/index.php?rest_route=\/wp\/v2\/users\/3"}],"replies":[{"embeddable":true,"href":"http:\/\/172.16.202.26\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=26872"}],"version-history":[{"count":6,"href":"http:\/\/172.16.202.26\/index.php?rest_route=\/wp\/v2\/posts\/26872\/revisions"}],"predecessor-version":[{"id":26880,"href":"http:\/\/172.16.202.26\/index.php?rest_route=\/wp\/v2\/posts\/26872\/revisions\/26880"}],"wp:featuredmedia":[{"embeddable":true,"href":"http:\/\/172.16.202.26\/index.php?rest_route=\/wp\/v2\/media\/26874"}],"wp:attachment":[{"href":"http:\/\/172.16.202.26\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=26872"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"http:\/\/172.16.202.26\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=26872"},{"taxonomy":"post_tag","embeddable":true,"href":"http:\/\/172.16.202.26\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=26872"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}