{"id":24500,"date":"2024-10-07T16:46:20","date_gmt":"2024-10-07T14:46:20","guid":{"rendered":"https:\/\/spiritinprojects.com\/creating-and-optimizing-llm\/"},"modified":"2025-11-18T12:10:13","modified_gmt":"2025-11-18T11:10:13","slug":"computer-vision-and-generative-ai","status":"publish","type":"training","link":"https:\/\/spiritinprojects.com\/en\/training\/computer-vision-and-generative-ai\/","title":{"rendered":"Computer Vision and Generative AI"},"content":{"rendered":"<div id='full_slider_1'  class='avia-fullwidth-slider main_color avia-shadow   avia-builder-el-0  el_before_av_layout_row  avia-builder-el-first   container_wrap sidebar_right'  ><div  class='avia-slideshow av-9axy1dd-76b51d30e76ff3070b812e91cbd6f74a avia-slideshow-featured av_slideshow_full avia-slide-slider av-slideshow-ui av-control-default av-slideshow-manual av-loop-once av-loop-manual-endless av-default-height-applied   avia-slideshow-1' data-slideshow-options=\"{&quot;animation&quot;:&quot;slide&quot;,&quot;autoplay&quot;:false,&quot;loop_autoplay&quot;:&quot;once&quot;,&quot;interval&quot;:5,&quot;loop_manual&quot;:&quot;manual-endless&quot;,&quot;autoplay_stopper&quot;:false,&quot;noNavigation&quot;:false,&quot;bg_slider&quot;:false,&quot;keep_padding&quot;:false,&quot;hoverpause&quot;:false,&quot;show_slide_delay&quot;:0}\"  itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><ul class='avia-slideshow-inner ' style='padding-bottom: 30.714285714286%;'><li  class='avia-slideshow-slide av-9axy1dd-76b51d30e76ff3070b812e91cbd6f74a__0  av-single-slide slide-1 slide-odd'><div data-rel='slideshow-1' class='avia-slide-wrap '   ><img decoding=\"async\" fetchpriority=\"high\" class=\"wp-image-19806 avia-img-lazy-loading-not-19806\"  src=\"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2024\/09\/aiexpert-1400x700-1-1400x430.jpeg\" width=\"1400\" height=\"430\" title='aiexpert-1400x700' alt=''  itemprop=\"thumbnailUrl\"   \/><\/div><\/li><\/ul><\/div><\/div>\n<div id='av-layout-grid-1'  class='av-layout-grid-container av-8bn4amp-84cdd88dcd409653cddd1913716f1561 entry-content-wrapper main_color av-flex-cells  avia-builder-el-1  el_after_av_slideshow_full  el_before_av_section  grid-row-not-first  container_wrap sidebar_right'  >\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-7z42aq9-7fe525b4245e3e1beb953d77ad2ffaa4\">\n.flex_cell.av-7z42aq9-7fe525b4245e3e1beb953d77ad2ffaa4{\nvertical-align:top;\nbackground-color:#95c11f;\n}\n.responsive #top #wrap_all .flex_cell.av-7z42aq9-7fe525b4245e3e1beb953d77ad2ffaa4{\npadding:9px 0 0 0 !important;\n}\n<\/style>\n<div class='flex_cell av-7z42aq9-7fe525b4245e3e1beb953d77ad2ffaa4 av-gridrow-cell av_one_full no_margin  avia-builder-el-2  avia-builder-el-no-sibling  content-align-top'  ><div class='flex_cell_inner'><\/div><\/div>\n<\/div>\n<div id='av_section_1'  class='avia-section av-m0w64eei-d32986d763725dffbb8b197c2f759c7c main_color avia-section-no-padding avia-no-border-styling  avia-builder-el-3  el_after_av_layout_row  el_before_av_one_full  sip-remove-top-border-after-section avia-bg-style-scroll container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-24500'><div class='entry-content-wrapper clearfix'>\n<div class='flex_column_table av-m0w6ahbx-cd2de179100e32111852ec479288d159 sc-av_one_fifth av-equal-height-column-flextable'>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m0w6ahbx-cd2de179100e32111852ec479288d159\">\n#top .flex_column_table.av-equal-height-column-flextable.av-m0w6ahbx-cd2de179100e32111852ec479288d159{\nmargin-top:-70px;\nmargin-bottom:0px;\n}\n.flex_column.av-m0w6ahbx-cd2de179100e32111852ec479288d159{\nborder-radius:0px 0px 0px 0px;\npadding:40px 40px 40px 40px;\nbackground-color:#6eab27;\n}\n<\/style>\n<div  class='flex_column av-m0w6ahbx-cd2de179100e32111852ec479288d159 av_one_fifth  avia-builder-el-4  el_before_av_four_fifth  avia-builder-el-first  first no_margin flex_column_table_cell av-equal-height-column av-align-top  '     ><span class=\"av_font_icon avia_animate_when_visible avia-icon-animate  av-icon-style-border  sip-icon-bg avia-icon-pos-center \" style=\"color:#95C11F; border-color:#95C11F;\"><span class='av-icon-char' style='font-size:30px;line-height:30px;width:30px;height:30px; background-color: #95C11F; box-shadow: 0 0 0 3px #95C11F;' aria-hidden='true' data-av_icon='\ue80f' data-av_iconfont='spiritinprojects'  ><\/span><\/span><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m0w6npiz-19439f210153d93afb54a3648e86dbe1\">\n#top .flex_column_table.av-equal-height-column-flextable.av-m0w6npiz-19439f210153d93afb54a3648e86dbe1{\nmargin-top:-70px;\nmargin-bottom:0px;\n}\n.flex_column.av-m0w6npiz-19439f210153d93afb54a3648e86dbe1{\nborder-radius:0px 0px 0px 0px;\npadding:40px 40px 40px 40px;\nbackground-color:#6eab27;\nbackground:linear-gradient( to right, #6eab27, #95c11f, #afcb37 );\n}\n<\/style>\n<div  class='flex_column av-m0w6npiz-19439f210153d93afb54a3648e86dbe1 av_four_fifth  avia-builder-el-6  el_after_av_one_fifth  avia-builder-el-last  no_margin flex_column_table_cell av-equal-height-column av-align-top  '     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-t1sabw-aaa0b8b0569f2281f1d3d57dd5239031\">\n#top .hr.hr-invisible.av-t1sabw-aaa0b8b0569f2281f1d3d57dd5239031{\nheight:25px;\n}\n<\/style>\n<div  class='hr av-t1sabw-aaa0b8b0569f2281f1d3d57dd5239031 hr-invisible  avia-builder-el-7  el_before_av_textblock  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><br \/>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m0w65jsu-b816d9f78c2bfdd10a284fe0907f5da6\">\n#top .av_textblock_section.av-m0w65jsu-b816d9f78c2bfdd10a284fe0907f5da6 .avia_textblock{\ncolor:#ffffff;\n}\n<\/style>\n<section  class='av_textblock_section av-m0w65jsu-b816d9f78c2bfdd10a284fe0907f5da6 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock av_inherit_color'  itemprop=\"text\" ><h1 style=\"text-align: left;\"><span lang=\"EN-US\">Computer Vision and Generative AI<\/span><\/h1>\n<p>At the end of the course, you will earn a Certificate of Completion from Spirit in Projects.<\/p>\n<\/div><\/section><\/p><\/div><\/div><!--close column table wrapper. Autoclose: 1 --><\/div><\/div><\/div><!-- close content main div --><\/div><\/div><div id='after_section_1'  class='main_color av_default_container_wrap container_wrap sidebar_right'  ><div class='container av-section-cont-open' ><div class='template-page content  av-content-small alpha units'><div class='post-entry post-entry-type-page post-entry-24500'><div class='entry-content-wrapper clearfix'><div  class='flex_column av-4q6y3ik-ee1210e62d43ed6d2b0744082e06427a av_one_full  avia-builder-el-9  el_after_av_section  el_before_av_hr  avia-builder-el-first  first flex_column_div  '     ><p>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m0nva64e-eb2e76f3b18a89f0dbff4aed10ec7d2d\">\n#top .hr.hr-invisible.av-m0nva64e-eb2e76f3b18a89f0dbff4aed10ec7d2d{\nheight:20px;\n}\n<\/style>\n<div  class='hr av-m0nva64e-eb2e76f3b18a89f0dbff4aed10ec7d2d hr-invisible  avia-builder-el-10  el_before_av_textblock  avia-builder-el-first '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><br \/>\n<section  class='av_textblock_section av-m0gq2qzv-c36a03d75ff74afe57c97f5734f9b133 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><p>Do you want to understand how computers see and interpret images, while learning how to generate impressive visual content with AI? If you are interested in the fascinating world of computer vision and generative AI models and want to use these technologies practically, then look forward to this training. From object recognition to text-to-image generation, you will learn both the theoretical foundations and the practical application of state-of-the-art AI image processing and generation technologies. In practical exercises in Google Colab, you will train your own models and experiment with state-of-the-art tools (e.g., Stable Diffusion).<\/p>\n<\/div><\/section><\/p><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m0gud2jf-e2e2fb046c1085f4fbdf7029d873a964\">\n#top .hr.hr-invisible.av-m0gud2jf-e2e2fb046c1085f4fbdf7029d873a964{\nheight:25px;\n}\n<\/style>\n<div  class='hr av-m0gud2jf-e2e2fb046c1085f4fbdf7029d873a964 hr-invisible  avia-builder-el-12  el_after_av_one_full  el_before_av_one_full '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><\/p>\n<div  class='flex_column av-1fcvzol-1ec22be6708ccea74ebb906339214a57 av_one_full  avia-builder-el-13  el_after_av_hr  el_before_av_hr  first flex_column_div  '     ><section  class='av_textblock_section av-1ddi491-5ebbc11e72f10f4ff7e2e06de4d92a78 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>Advising<\/h3>\n<\/div><\/section><br \/>\n<div  class='avia-icon-list-container av-m2lrhoq0-7f0fd01d76f04ab106893f909aa34f24  avia-builder-el-15  el_after_av_textblock  avia-builder-el-last '><ul class='avia-icon-list avia_animate_when_almost_visible avia-icon-list-left av-iconlist-big av-m2lrhoq0-7f0fd01d76f04ab106893f909aa34f24 avia-iconlist-animate'>\n<li><div class='iconlist_icon av-m2lrh1fl-2-ea759761bdbca526325a89e616c5977b avia-font-entypo-fontello avia-iconfont avia-font-entypo-fontello'><span class='av-icon-char' data-av_icon='\ue81e' data-av_iconfont='entypo-fontello' aria-hidden=\"true\"><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\" aria-label=\"Icon: &lt;a href=&#039;https:\/\/spiritinprojects.com\/en\/training\/fundamentals-of-artificial-intelligence\/&#039; title=&#039;AI Fundamentals for IT Professionals &#039;&gt;AI Fundamentals for IT Professionals &lt;\/a&gt;\"><h4 class='av_iconlist_title iconlist_title  '  itemprop=\"headline\" ><a href='https:\/\/spiritinprojects.com\/en\/training\/fundamentals-of-artificial-intelligence\/' title='AI Fundamentals for IT Professionals '>AI Fundamentals for IT Professionals <\/a><\/h4><\/header><div class='iconlist_content '  itemprop=\"text\" ><p>Attending this training is advantageous.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<li><div class='iconlist_icon av-m2lrh1fl-f12af6ab0fb3c456d70b33c01d3b8b21 avia-font-entypo-fontello avia-iconfont avia-font-entypo-fontello'><span class='av-icon-char' data-av_icon='\ue81e' data-av_iconfont='entypo-fontello' aria-hidden=\"true\"><\/span><\/div><article class=\"article-icon-entry \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconlist_content_wrap\"><header class=\"entry-content-header\" aria-label=\"Icon: &lt;a href=&#039;https:\/\/spiritinprojects.com\/en\/training\/fundamentals-of-machine-learning-incl-deep-learning\/&#039; title=&#039;Introduction to Deep Learning&#039;&gt;Introduction to Deep Learning&lt;\/a&gt;\"><h4 class='av_iconlist_title iconlist_title  '  itemprop=\"headline\" ><a href='https:\/\/spiritinprojects.com\/en\/training\/fundamentals-of-machine-learning-incl-deep-learning\/' title='Introduction to Deep Learning'>Introduction to Deep Learning<\/a><\/h4><\/header><div class='iconlist_content '  itemprop=\"text\" ><p>Attending this training is advantageous.<\/p>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><div class=\"iconlist-timeline\"><\/div><\/li>\n<\/ul><\/div><\/p><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m0qv5tl9-2158a50c310b576a350a1bcca6fef65f\">\n#top .hr.hr-invisible.av-m0qv5tl9-2158a50c310b576a350a1bcca6fef65f{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-m0qv5tl9-2158a50c310b576a350a1bcca6fef65f hr-invisible  avia-builder-el-16  el_after_av_one_full  el_before_av_one_third '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><\/p>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m0nyfxpf-429f55530bac08f44f6dac1c1c9df262\">\n.flex_column.av-m0nyfxpf-429f55530bac08f44f6dac1c1c9df262{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-m0nyfxpf-429f55530bac08f44f6dac1c1c9df262 av_one_third  avia-builder-el-17  el_after_av_hr  el_before_av_two_third  first flex_column_div av-zero-column-padding  '     ><style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1s0acuk-b6c373eaf1231b6613baacd7b66d7fbf\">\n.avia-image-container.av-1s0acuk-b6c373eaf1231b6613baacd7b66d7fbf img.avia_image{\nbox-shadow:none;\n}\n.avia-image-container.av-1s0acuk-b6c373eaf1231b6613baacd7b66d7fbf .av-image-caption-overlay-center{\ncolor:#ffffff;\n}\n<\/style>\n<div  class='avia-image-container av-1s0acuk-b6c373eaf1231b6613baacd7b66d7fbf av-styling-circle av-hover-grow av-hide-overflow avia-align-center  avia-builder-el-18  avia-builder-el-no-sibling '   itemprop=\"image\" itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/ImageObject\" ><div class=\"avia-image-container-inner\"><div class=\"avia-image-overlay-wrap\"><img decoding=\"async\" fetchpriority=\"high\" class='wp-image-19732 avia-img-lazy-loading-not-19732 avia_image ' src=\"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2024\/09\/trainings-300x300-1.jpg\" alt='' title='trainings-300x300'  height=\"300\" width=\"300\"  itemprop=\"thumbnailUrl\" srcset=\"https:\/\/spiritinprojects.com\/wp-content\/uploads\/2024\/09\/trainings-300x300-1.jpg 300w, https:\/\/spiritinprojects.com\/wp-content\/uploads\/2024\/09\/trainings-300x300-1-80x80.jpg 80w, https:\/\/spiritinprojects.com\/wp-content\/uploads\/2024\/09\/trainings-300x300-1-36x36.jpg 36w, https:\/\/spiritinprojects.com\/wp-content\/uploads\/2024\/09\/trainings-300x300-1-180x180.jpg 180w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/><\/div><\/div><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1bpwj58-4f7942daa3e22da640b71a87d9430251\">\n.flex_column.av-1bpwj58-4f7942daa3e22da640b71a87d9430251{\nborder-radius:0px 0px 0px 0px;\npadding:0px 0px 0px 0px;\n}\n<\/style>\n<div  class='flex_column av-1bpwj58-4f7942daa3e22da640b71a87d9430251 av_two_third  avia-builder-el-19  el_after_av_one_third  el_before_av_hr  sip-beratung-column-spacing flex_column_div av-zero-column-padding  '     ><article  class=\"iconbox iconbox_top main_color    avia-builder-el-20  avia-builder-el-no-sibling  \"  itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class=\"iconbox_content\"><header class=\"entry-content-header\"><div class=\"iconbox_icon heading-color \" aria-hidden='true' data-av_icon='\ue812' data-av_iconfont='entypo-fontello'  ><\/div><h3 class='iconbox_content_title  '  itemprop=\"headline\"  >Objectives<\/h3><\/header><div class='iconbox_content_container  '  itemprop=\"text\"  ><ul>\n<li style=\"text-align: left;\">Understand fundamentals of computer vision and image processing<\/li>\n<li style=\"text-align: left;\">Learn about Convolutional Neural Networks (CNNs) and Vision Transformers<\/li>\n<li style=\"text-align: left;\">Practically apply object recognition and image segmentation<\/li>\n<li style=\"text-align: left;\">Understand and deploy generative models (GANs, Diffusion Models)<\/li>\n<li style=\"text-align: left;\">Master text-to-image and image-to-image generation<\/li>\n<li style=\"text-align: left;\">Gain practical experience with current tools (Stable Diffusion, DALL-E, Midjourney)<\/li>\n<li style=\"text-align: left;\">Fine-tune and adapt computer vision models<\/li>\n<\/ul>\n<\/div><\/div><footer class=\"entry-footer\"><\/footer><\/article><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-jbrjsc-6fa6f1016997ccbface0f4fffca7ef83\">\n#top .hr.hr-invisible.av-jbrjsc-6fa6f1016997ccbface0f4fffca7ef83{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-jbrjsc-6fa6f1016997ccbface0f4fffca7ef83 hr-invisible  avia-builder-el-21  el_after_av_two_third  el_before_av_one_full '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><\/p>\n<div  class='flex_column av-1rwcw98-bea9e1c232cd805d706d99dbd20ead58 av_one_full  avia-builder-el-22  el_after_av_hr  el_before_av_hr  first flex_column_div  '     ><section  class='av_textblock_section av-m0mae3qf-cd617c030f9a1cdd1bc9c943ad6c58d4 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h4>Target groups:<\/h4>\n<p class=\"FirstParagraph\"><span lang=\"EN-US\">AI Expert, Data Scientist, Software Developer, ML Engineer, System Architect, Software Architect, UX\/UI Designer, Content Creator and anyone who wants to engage with Computer Vision and generative AI.<\/span><\/p>\n<\/div><\/section><\/div>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-kzlqqc-99fdc4714c19eefce18cec5fe13b2bc4\">\n#top .hr.hr-invisible.av-kzlqqc-99fdc4714c19eefce18cec5fe13b2bc4{\nheight:50px;\n}\n<\/style>\n<div  class='hr av-kzlqqc-99fdc4714c19eefce18cec5fe13b2bc4 hr-invisible  avia-builder-el-24  el_after_av_one_full  el_before_av_one_full '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div><\/p>\n<div  class='flex_column av-2hahw7z-9caae6475fbbb5cf5ee858b766a89da1 av_one_full  avia-builder-el-25  el_after_av_hr  el_before_av_hr  first flex_column_div  '     ><div  class='avia-button-wrap avia-button-center  avia-builder-el-26  avia-builder-el-no-sibling '>\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m1q8h1f4-4113cf1f23b7955e47bc72079f8280d9\">\n#top #wrap_all .avia-button.av-m1q8h1f4-4113cf1f23b7955e47bc72079f8280d9:hover{\ncolor:white;\ntransition:all 0.4s ease-in-out;\n}\n#top #wrap_all .avia-button.av-m1q8h1f4-4113cf1f23b7955e47bc72079f8280d9:hover .avia-svg-icon svg:first-child{\nfill:white;\nstroke:white;\n}\n<\/style>\n<a href='https:\/\/training.spiritinprojects.com\/booking\/schedule\/AI%2020' class='avia-color-theme-color avia-font-color-theme-color avia-button avia-button-fullwidth av-m1q8h1f4-4113cf1f23b7955e47bc72079f8280d9 avia-icon_select-yes-left-icon avia-color-theme-color'   aria-label=\"Show dates and times\"><span class='avia_button_icon avia_button_icon_left avia-iconfont avia-font-entypo-fontello' data-av_icon='\ue85b' data-av_iconfont='entypo-fontello' ><\/span><span class='avia_iconbox_title' >Show dates and times<\/span><span class='avia_button_background avia-button avia-button-fullwidth avia-color-theme-color-highlight'><\/span><\/a><\/div><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m38t1oty-a9f19fcceb3671210b59ff5b5fd841e2\">\n#top .hr.hr-invisible.av-m38t1oty-a9f19fcceb3671210b59ff5b5fd841e2{\nheight:75px;\n}\n<\/style>\n<div  class='hr av-m38t1oty-a9f19fcceb3671210b59ff5b5fd841e2 hr-invisible  avia-builder-el-27  el_after_av_one_full  el_before_av_one_full '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<div  class='flex_column av-18jy5yk-4e08808bb186e6973bdebe7644626aac av_one_full  avia-builder-el-28  el_after_av_hr  el_before_av_hr  first flex_column_div  '     ><section  class='av_textblock_section av-m0m6vct9-bf9eaa7427e199d97149eecbcda857ed '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock'  itemprop=\"text\" ><h2>Syllabus<\/h2>\n<\/div><\/section><\/div>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-wuyk3w-577fb7ae4759ef65f9252d2f3d064231\">\n#top .hr.hr-invisible.av-wuyk3w-577fb7ae4759ef65f9252d2f3d064231{\nheight:25px;\n}\n<\/style>\n<div  class='hr av-wuyk3w-577fb7ae4759ef65f9252d2f3d064231 hr-invisible  avia-builder-el-30  el_after_av_one_full  el_before_av_textblock '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<section  id=\"MotivationUndDenkweisen\"  class='av_textblock_section av-m0m6xvzq-411e5b2e4d6e83d586a679f8ae418884 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>1. Fundamentals of Image Processing<\/h3>\n<ul>\n<li>Digital images: Pixels, colors, resolutions<\/li>\n<li>Image preprocessing and augmentation<\/li>\n<li>Feature extraction<\/li>\n<li>Classical computer vision methods<\/li>\n<li>From classical methods to Deep Learning<\/li>\n<\/ul>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-m0m7yc01-4dfea9cc871a9d7748798918ea24edb1\">\n#top .hr.hr-invisible.av-m0m7yc01-4dfea9cc871a9d7748798918ea24edb1{\nmargin-top:0px;\nheight:1px;\n}\n<\/style>\n<div  class='hr av-m0m7yc01-4dfea9cc871a9d7748798918ea24edb1 hr-invisible  avia-builder-el-32  el_after_av_textblock  el_before_av_textblock '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<section  id=\"GrundlagenVonREAgile\"  class='av_textblock_section av-m0m72p59-a64845198a919c2ce247b88a811a92fe '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>2. Convolutional Neural Networks (CNNs)<\/h3>\n<ul>\n<li>Architecture of CNNs<\/li>\n<li>Convolutional layers, pooling, activation functions<\/li>\n<li>Well-known CNN architectures: VGG, ResNet, EfficientNet<\/li>\n<li>Transfer learning with pre-trained models<\/li>\n<li>Practical exercise: Image classification with transfer learning (Google Colab)<\/li>\n<\/ul>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1yucuwv-c502482e4e0aa6bede650bdef2509d75\">\n#top .hr.hr-invisible.av-1yucuwv-c502482e4e0aa6bede650bdef2509d75{\nmargin-top:0px;\nheight:1px;\n}\n<\/style>\n<div  class='hr av-1yucuwv-c502482e4e0aa6bede650bdef2509d75 hr-invisible  avia-builder-el-34  el_after_av_textblock  el_before_av_textblock '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<section  id=\"ArbeitsprodukteUndTechnikenInREAgile\"  class='av_textblock_section av-m0m72y60-9a32a22fa412d94f45de427b9bdd6e63 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>3. Vision Transformers (ViT)<\/h3>\n<ul>\n<li>Transformer architecture for computer vision<\/li>\n<li>Self-attention mechanism for images<\/li>\n<li>ViT vs.\u00a0CNNs: Advantages and disadvantages<\/li>\n<li>Hybrid approaches<\/li>\n<li>Practical exercise: ViT for image classification<\/li>\n<\/ul>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-1rue7pb-db66ef0246eb69bdcdce317a1300456b\">\n#top .hr.hr-invisible.av-1rue7pb-db66ef0246eb69bdcdce317a1300456b{\nmargin-top:0px;\nheight:1px;\n}\n<\/style>\n<div  class='hr av-1rue7pb-db66ef0246eb69bdcdce317a1300456b hr-invisible  avia-builder-el-36  el_after_av_textblock  el_before_av_textblock '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-m0m73hd8-770f658bb8eef2915da5d00a1f41f9fc '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>4. Object Detection and Localization<\/h3>\n<ul>\n<li>Object detection: YOLO, R-CNN families<\/li>\n<li>Single-stage vs.\u00a0two-stage detectors<\/li>\n<li>Bounding boxes and confidence scores<\/li>\n<li>Real-time object detection<\/li>\n<li>Practical exercise: Object detection in images and videos (Google Colab)<\/li>\n<\/ul>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-10yhtjz-eda060c62402d61190816a1d010529a1\">\n#top .hr.hr-invisible.av-10yhtjz-eda060c62402d61190816a1d010529a1{\nmargin-top:0px;\nheight:1px;\n}\n<\/style>\n<div  class='hr av-10yhtjz-eda060c62402d61190816a1d010529a1 hr-invisible  avia-builder-el-38  el_after_av_textblock  el_before_av_textblock '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-m18zuxnc-a10a1dea4624d14eca3ab10300d85277 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>5. Image Segmentation<\/h3>\n<ul>\n<li>Semantic vs.\u00a0instance segmentation<\/li>\n<li>U-Net and Mask R-CNN<\/li>\n<li>Use cases: Medicine, autonomous driving<\/li>\n<li>Practical exercise: Image segmentation with pre-trained models<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-m2lrdca8-e1c3fb93cf466b1effc4cca7521fccee '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>6. Additional Computer Vision Applications<\/h3>\n<ul>\n<li>Facial recognition and facial landmarks<\/li>\n<li>Pose estimation<\/li>\n<li>OCR (Optical Character Recognition)<\/li>\n<li>Video analysis and action recognition<\/li>\n<li>Practical exercise: Multi-task computer vision pipeline<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gpsu6-6e8a9986c97045bcd99abce58eccfe11 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>7. Fundamentals of Generative Models<\/h3>\n<ul>\n<li>What are generative models?<\/li>\n<li>Difference from discriminative models<\/li>\n<li>Latent space and embeddings<\/li>\n<li>Quality metrics for generated images (FID, IS)<\/li>\n<li>Application areas and ethics<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gq2fv-f5863c5511a313086fe58b67bb276922 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>8. Generative Adversarial Networks (GANs)<\/h3>\n<ul>\n<li>Architecture: Generator and discriminator<\/li>\n<li>Training dynamics and mode collapse<\/li>\n<li>StyleGAN and progressive growing<\/li>\n<li>Conditional GANs<\/li>\n<li>Practical exercise: Own GAN experiments (Google Colab)<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gqcr6-3058a340fe1984826c40c52343f62e2b '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>9. Diffusion Models<\/h3>\n<ul>\n<li>Fundamentals of diffusion models<\/li>\n<li>Forward and reverse process<\/li>\n<li>Stable Diffusion architecture<\/li>\n<li>Latent diffusion models<\/li>\n<li>Advantages over GANs<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gyh8y-e236839e9dc4bdbf4bcea7fb4db1404b '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>10. Text-to-Image Generation<\/h3>\n<ul>\n<li>OpenAI\u2019s and Google text-to-image models<\/li>\n<li>Open-source alternatives (Stable Diffusion, etc.)<\/li>\n<li>Prompt engineering for image generation<\/li>\n<li>Practical exercise: Text-to-image with Stable Diffusion (Google Colab)<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gypoc-5cb436ddc15fab2ef6ddf8d03c2487c2 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>11. Image-to-Image Translation and Editing<\/h3>\n<ul>\n<li>Style transfer<\/li>\n<li>Image inpainting and outpainting<\/li>\n<li>Super resolution<\/li>\n<li>ControlNet for precise image control<\/li>\n<li>Practical exercise: Image manipulation with AI tools<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gywor-b0911f92a1b26af1bc5923eb9dc3f1fb '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>12. Video Generation<\/h3>\n<ul>\n<li>Text-to-video: Runway Gen-2, Google Veo<\/li>\n<li>Video editing with AI<\/li>\n<li>Frame interpolation<\/li>\n<li>Challenges of video generation<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gz44b-4a9503d44ba399403f5bf5a4450d7a15 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>13. Fine-tuning and Adaptation<\/h3>\n<ul>\n<li>Fine-tuning pre-trained models<\/li>\n<li>LoRA (Low-Rank Adaptation)<\/li>\n<li>DreamBooth for personalized models<\/li>\n<li>Dataset preparation<\/li>\n<li>Practical exercise: Custom model fine-tuning (Google Colab)<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gzcnv-455fadee55966e71646255075e383a7c '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>14. Tools and Platforms<\/h3>\n<ul>\n<li>Hugging Face Diffusers<\/li>\n<li>Stability AI<\/li>\n<li>ComfyUI and Automatic1111 for Stable Diffusion<\/li>\n<li>Commercial APIs: OpenAI DALL-E<\/li>\n<li>Cloud platforms for computer vision<\/li>\n<\/ul>\n<\/div><\/section>\n<section  id=\"OrganisatorischeAspekteVonREAgile\"  class='av_textblock_section av-mi4gzja9-123e4a426eeb0d77a1e9b2c995a4ffe7 '   itemscope=\"itemscope\" itemtype=\"https:\/\/schema.org\/CreativeWork\" ><div class='avia_textblock sip-remove-top-border-after-section'  itemprop=\"text\" ><h3>15. Ethics and Legal Aspects<\/h3>\n<ul>\n<li>Deepfakes and misuse<\/li>\n<li>Copyright for AI-generated images<\/li>\n<li>Bias in computer vision models<\/li>\n<li>Watermarking and provenance<\/li>\n<li>Responsible AI usage<\/li>\n<\/ul>\n<\/div><\/section>\n\n<style type=\"text\/css\" data-created_by=\"avia_inline_auto\" id=\"style-css-av-ufbllc-d0ca2e343a8a831b37bc1e9dd854025c\">\n#top .hr.hr-invisible.av-ufbllc-d0ca2e343a8a831b37bc1e9dd854025c{\nheight:20px;\n}\n<\/style>\n<div  class='hr av-ufbllc-d0ca2e343a8a831b37bc1e9dd854025c hr-invisible  avia-builder-el-50  el_after_av_textblock  avia-builder-el-last '><span class='hr-inner '><span class=\"hr-inner-style\"><\/span><\/span><\/div>\n","protected":false},"featured_media":3096,"template":"","tags":[],"class_list":["post-24500","training","type-training","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.4 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Computer Vision and Generative AI - 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