{"id":1317,"date":"2023-09-06T13:02:13","date_gmt":"2023-09-06T13:02:13","guid":{"rendered":"https:\/\/mgfacade.com\/?p=1317"},"modified":"2023-11-04T17:56:13","modified_gmt":"2023-11-04T17:56:13","slug":"biggest-actual-it-exams-database-validation","status":"publish","type":"post","link":"https:\/\/mgfacade.com\/?p=1317","title":{"rendered":"Biggest Actual IT Exams Database Validation"},"content":{"rendered":"<p><h1>Generating automated image captions using NLP and computer vision Tutorial  Packt Hub<\/h1>\n<\/p>\n<p><img class='wp-post-image' style='display: block;margin-left:auto;margin-right:auto;' src=\"data:image\/jpeg;base64,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\" width=\"303px\" alt=\"which computer vision feature can you use to generate automatic captions for digital photographs?\"\/><\/p>\n<p><p>Before starting implementation, I recommend benchmarking other imaging APIs such as Clarifai, Vision AI from Google and Rekognition from AWS to see what works best for your use case and price point. Needless to say, I was blown away how well the API performed on a general-purpose task such as the one I gave it. While I could nitpick on some points in general it did an excellent job at recognising the gist of the image, and even providing details for some images. Did you gain a comprehensive understanding of computer vision through this article? Share your thoughts with us on LinkedInOpens a new window , TwitterOpens a new window , or FacebookOpens a new window !<\/p>\n<\/p>\n<p><a href=\"https:\/\/www.metadialog.com\/\"><\/p>\n<figure><img src='data:image\/jpeg;base64,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' alt='https:\/\/www.metadialog.com\/' class='aligncenter' style='display:block;margin-left:auto;margin-right:auto;' width='407px'\/><\/figure>\n<p><\/a><\/p>\n<p><p>This allows production plants to automate the detection of defects indiscernible to the human eye. Using visual inspection tools, rapidly unleash the rapidly unleash the power of computer vision for inspection automation without deep <a href=\"https:\/\/www.metadialog.com\/blog\/ai-in-image-recognition\/\">learning expertise.<\/a> Image classification and pattern detection lie at the heart of medical software systems. The significant breakthrough in computer vision also allows us to use medical imaging data. The service uses a parent\/child hierarchy with a \u201ccurrent\u201d limited set of categories.<\/p>\n<\/p>\n<p><h2>Transportation \u2013 Violations Detection, Traffic Flow Analysis<\/h2>\n<\/p>\n<p><p>The scientific discipline of computer vision is concerned with the theory behind <a href=\"https:\/\/www.metadialog.com\/blog\/ai-in-image-recognition\/\">artificial systems that<\/a> extract information from images. The image data can take many forms, such as video sequences, views from multiple cameras, multi-dimensional data from a 3D  scanner, 3D point clouds from LiDaR sensors, or medical scanning devices. The technological discipline of computer vision seeks to apply its theories and models to the construction of computer vision systems. Many organizations don\u2019t have the resources to fund computer vision labs and create deep learning models and neural networks. They may also lack the computing power required to process huge sets of visual data. Companies such as IBM are helping by offering computer vision software development services.<\/p>\n<\/p>\n<ul>\n<li>Space exploration is already being made with autonomous vehicles using computer vision, e.g., NASA&#8217;s Curiosity and CNSA&#8217;s Yutu-2 rover.<\/li>\n<li>It is an iterative method for robust parameter estimation to fit mathematical models from sets of observed data points which may contain outliers.<\/li>\n<li>Face detection and analysis is an area of artificial intelligence (AI) in which we use algorithms to locate and analyze human faces in images or video content.<\/li>\n<li>Huang went on to found the speech recognition group at Microsoft in 1993.<\/li>\n<\/ul>\n<p><p>Such hardware captures &#8220;images&#8221; that are then processed often using the same computer vision algorithms used to process visible-light images. Many methods for processing of one-variable signals, typically temporal signals, can be extended in a natural way to the processing  of two-variable signals or multi-variable signals in computer vision. However, because of the specific nature of images, there are many methods developed within computer vision that have no counterpart in the processing of one-variable signals.<\/p>\n<\/p>\n<p><h2>Facial analysis<\/h2>\n<\/p>\n<p><p>The basic assumption of the method is that the data consists of &#8220;inliers&#8221;, i.e., data whose distribution can be explained by some mathematical model, and &#8220;outliers&#8221; which are data that do not fit the model. Outliers are considered points which come from noise, erroneous measurements, or simply incorrect data. One of the first operators for interest point detection was developed by Hans P. Moravec in 1977 for his research involving the automatic navigation of a robot through a clustered environment.<\/p>\n<\/p>\n<div style='border: grey dashed 1px;padding: 15px;'>\n<h3>How Shyam Sundar Co. Jewellers is Creating a Culturally &#8230; &#8211; Indian Retailer<\/h3>\n<p>How Shyam Sundar Co. Jewellers is Creating a Culturally &#8230;.<\/p>\n<p>Posted: Wed, 22 Mar 2023 10:54:19 GMT [<a href='https:\/\/news.google.com\/rss\/articles\/CBMigAFodHRwczovL3d3dy5pbmRpYW5yZXRhaWxlci5jb20vYXJ0aWNsZS9yZXRhaWwtYnVzaW5lc3MvYnJhbmQtY29ubmVjdC9ob3ctc2h5YW0tc3VuZGFyLWNvLWpld2VsbGVycy1jcmVhdGluZy1jdWx0dXJhbGx5LWNvbnNjaW91c9IBhAFodHRwczovL3d3dy5pbmRpYW5yZXRhaWxlci5jb20vYW1wL2FydGljbGUvcmV0YWlsLWJ1c2luZXNzL2JyYW5kLWNvbm5lY3QvaG93LXNoeWFtLXN1bmRhci1jby1qZXdlbGxlcnMtY3JlYXRpbmctY3VsdHVyYWxseS1jb25zY2lvdXM?oc=5' rel=\"nofollow\">source<\/a>]<\/p>\n<\/div>\n<p><p>Read more about <a href=\"https:\/\/www.metadialog.com\/\">https:\/\/www.metadialog.com\/<\/a> here.<\/p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Generating automated image captions using NLP and computer vision Tutorial Packt Hub Before starting implementation, I recommend benchmarking other imaging APIs such as Clarifai, Vision AI from Google and Rekognition from AWS to see what works best for your use case and price point. Needless to say, I was blown away how well the API&hellip;&nbsp;<a href=\"https:\/\/mgfacade.com\/?p=1317\" class=\"\" rel=\"bookmark\">Daha fazlas\u0131n\u0131 oku &raquo;<span class=\"screen-reader-text\">Biggest Actual IT Exams Database Validation<\/span><\/a><\/p>\n","protected":false},"author":2,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","_ti_tpc_template_sync":false,"_ti_tpc_template_id":""},"categories":[10],"tags":[],"_links":{"self":[{"href":"https:\/\/mgfacade.com\/index.php?rest_route=\/wp\/v2\/posts\/1317"}],"collection":[{"href":"https:\/\/mgfacade.com\/index.php?rest_route=\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/mgfacade.com\/index.php?rest_route=\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/mgfacade.com\/index.php?rest_route=\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/mgfacade.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcomments&post=1317"}],"version-history":[{"count":1,"href":"https:\/\/mgfacade.com\/index.php?rest_route=\/wp\/v2\/posts\/1317\/revisions"}],"predecessor-version":[{"id":1318,"href":"https:\/\/mgfacade.com\/index.php?rest_route=\/wp\/v2\/posts\/1317\/revisions\/1318"}],"wp:attachment":[{"href":"https:\/\/mgfacade.com\/index.php?rest_route=%2Fwp%2Fv2%2Fmedia&parent=1317"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/mgfacade.com\/index.php?rest_route=%2Fwp%2Fv2%2Fcategories&post=1317"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/mgfacade.com\/index.php?rest_route=%2Fwp%2Fv2%2Ftags&post=1317"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}