{"id":29850,"date":"2022-07-08T07:08:50","date_gmt":"2022-07-08T07:08:50","guid":{"rendered":"https:\/\/www.zaptest.com\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture"},"modified":"2022-07-08T07:08:50","modified_gmt":"2022-07-08T07:08:50","slug":"datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture","title":{"rendered":"Datorredzam\u012bba ir programmat\u016bras test\u0113\u0161anas automatiz\u0101cijas n\u0101kotne &#8211; pag\u0101tnes, tagadnes un n\u0101kotnes v\u0113sture"},"content":{"rendered":"<p>Tehnolo\u0123ijas nep\u0101rtraukti att\u012bst\u0101s un ir saist\u012btas ar visu, ko dar\u0101m sav\u0101 person\u012bgaj\u0101 un profesion\u0101laj\u0101 dz\u012bv\u0113. No viedt\u0101lru\u0146iem l\u012bdz m\u016bsdien\u012bg\u0101m datoru saskarn\u0113m &#8211; tehnolo\u0123ijas ir m\u016bsu sabiedr\u012bbas pamats un nep\u0101rtrauktas izaugsmes virz\u012bt\u0101jsp\u0113ks. Datorredze ir \u0161\u012bs pasaules priek\u0161pl\u0101n\u0101, un t\u0101 ir gatava main\u012bt m\u016bsu uz\u0146\u0113m\u0113jdarb\u012bbas veidu.<\/p>\n<p>Datorredzes r\u012bku izmanto\u0161ana programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101 ir v\u0113l viens solis tehnolo\u0123iju revol\u016bcij\u0101. Tam ir b\u016btiska noz\u012bme daudz\u0101s ikdienas darb\u012bb\u0101s, un tagad t\u0101 m\u0113r\u0137is ir pilnveidot m\u016bsu ikdienas uzdevumus, vienlaikus samazinot k\u013c\u016bdas, uzlabojot kvalit\u0101ti un palielinot pe\u013c\u0146u.<\/p>\n<h2><\/h2>\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-custom ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Table of Contents<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #b90000;color:#b90000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #b90000;color:#b90000\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 eztoc-toggle-hide-by-default' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Kas_ir_datorredze\" >Kas ir datorredze?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Ka_darbojas_datorredzes_sistema\" >K\u0101 darbojas datorredzes sist\u0113ma?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-3\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Datorredzes_vesture\" >Datorredzes v\u0113sture<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-4\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Datorredzes_tehnologiju_lietojumi\" >Datorredzes tehnolo\u0123iju lietojumi<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-5\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Sejas_atpazisana\" >Sejas atpaz\u012b\u0161ana<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-6\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Satiksme_brauksana_un_automobilu_rupnieciba\" >Satiksme, brauk\u0161ana un automobi\u013cu r\u016bpniec\u012bba<\/a><ul class='ez-toc-list-level-4' ><li class='ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-7\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#1_Satiksmes_modeli_un_tiesibaizsardzibas_atbalsts\" >1. Satiksmes mode\u013ci un ties\u012bbaizsardz\u012bbas atbalsts<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-8\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#2_Autostavvietu_kontrole\" >2. Autost\u0101vvietu kontrole<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-4'><a class=\"ez-toc-link ez-toc-heading-9\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#3_Pasbraucosie_transportlidzekli\" >3. Pa\u0161brauco\u0161ie transportl\u012bdzek\u013ci<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-10\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Veselibas_aprupes_nozare\" >Vesel\u012bbas apr\u016bpes nozare<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-11\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Mazumtirdzniecibas_atbalsts\" >Mazumtirdzniec\u012bbas atbalsts<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-12\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Lietojumi_lauksaimnieciba\" >Lietojumi lauksaimniec\u012bb\u0101<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-13\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Razosanas_automatizacija\" >Ra\u017eo\u0161anas automatiz\u0101cija<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-14\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Datorvideja_programmaturas_testesanas_automatizacija_%E2%80%93_stasts_par_pagatni_tagadni_un_nakotni\" >Datorvideja programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101 &#8211; st\u0101sts par pag\u0101tni, tagadni un n\u0101kotni<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-15\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Datorredzes_attistiba_programmaturas_testesana_%E2%80%93_vesture\" >Datorredzes att\u012bst\u012bba programmat\u016bras test\u0113\u0161an\u0101 &#8211; v\u0113sture<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-16\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Ka_datorvizija_tiek_izmantota_programmaturas_testesanas_automatizacija_%E2%80%93_tagadne\" >K\u0101 datorv\u012bzija tiek izmantota programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101 &#8211; tagadne<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-17\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Datorredzes_jaunie_pielietojumi_programmaturas_testesanas_automatizacija_%E2%80%93_nakotne\" >Datorredzes jaunie pielietojumi programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101 &#8211; n\u0101kotne<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-18\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Datorredzes_prieksrocibas_programmaturas_testesanas_automatizacija\" >Datorredzes priek\u0161roc\u012bbas programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-19\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Samazina_neredzamas_zonas\" >Samazina neredzam\u0101s zonas<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-20\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Atra_testesana\" >\u0100tr\u0101 test\u0113\u0161ana<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-21\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Arvien_uzlabojoss\" >Arvien uzlabojo\u0161s<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-22\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Automatizeta_GUI_testesana\" >Automatiz\u0113ta GUI test\u0113\u0161ana<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-23\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Datorredzes_izaicinajumi_programmaturas_testesanas_automatizacija\" >Datorredzes izaicin\u0101jumi programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-24\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Atkariba_no_attela_kvalitates\" >Atkar\u012bba no att\u0113la kvalit\u0101tes<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-25\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Izkroplota_macisanas\" >Izkrop\u013cota m\u0101c\u012b\u0161an\u0101s<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-26\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Skaitlosanas_izmaksas\" >Skait\u013co\u0161anas izmaksas<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-27\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Pasreizejo_programmaturas_automatizacijas_riku_ierobezojumi\" >Pa\u0161reiz\u0113jo programmat\u016bras automatiz\u0101cijas r\u012bku ierobe\u017eojumi<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-28\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Ka_sakt_programmaturas_testesanu_izmantojot_datorredzes_riku_ar_zemu_kodu\" >K\u0101 s\u0101kt programmat\u016bras test\u0113\u0161anu, izmantojot datorredzes r\u012bku ar zemu kodu<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-29\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Biezak_uzdotie_jautajumi\" >Bie\u017e\u0101k uzdotie jaut\u0101jumi<\/a><ul class='ez-toc-list-level-3' ><li class='ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-30\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Kas_ir_datorredzes_testesana\" >Kas ir datorredzes test\u0113\u0161ana?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-31\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Vai_datorredzes_testesanai_ir_nepieciesama_kodesana\" >Vai datorredzes test\u0113\u0161anai ir nepiecie\u0161ama kod\u0113\u0161ana?<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-3'><a class=\"ez-toc-link ez-toc-heading-32\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Kadas_prasmes_ir_nepieciesamas_datorredzes_programmaturas_testesanas_automatizacijai\" >K\u0101das prasmes ir nepiecie\u0161amas datorredzes programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai?<\/a><\/li><\/ul><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-33\" href=\"https:\/\/www.zaptest.com\/lv\/datorredzamiba-ir-programmaturas-testesanas-automatizacijas-nakotne-pagatnes-tagadnes-un-nakotnes-vesture\/#Datorredzes_riki_programmaturas_testesanas_automatizacijai\" >Datorredzes r\u012bki programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Kas_ir_datorredze\"><\/span>Kas ir datorredze?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Vienk\u0101r\u0161\u0101k sakot, datorredzes uzdevums ir iem\u0101c\u012bt datoram skat\u012bt un pareizi interpret\u0113t att\u0113lus t\u0101pat k\u0101 cilv\u0113kam. T\u0101 ir sare\u017e\u0123\u012bta, progres\u012bva tehnolo\u0123ija, kas balst\u0101s uz m\u0101ksl\u012bgo intelektu (AI) un ma\u0161\u012bnm\u0101c\u012b\u0161anos.<\/p>\n<p><iframe loading=\"lazy\" title=\"Danielle Casey of Gartner on Computer Vision\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/Q0icrd2twN8?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>Datorredze ir v\u0113l viens solis ce\u013c\u0101 uz to, lai datori var\u0113tu veikt cilv\u0113ka uzdevumus, t\u0101d\u0113j\u0101di uzlabojot efektivit\u0101ti un samazinot k\u013c\u016bdu skaitu. \u0160\u012b starpdisciplin\u0101r\u0101 pieeja \u013cauj datoriem p\u0101rv\u0113rst att\u0113lus nolas\u0101mos datos un interpret\u0113t, k\u0101 \u0161\u012b inform\u0101cija ir saist\u012bta.<\/p>\n<p>\u0160is process ir v\u0113l viens solis uz priek\u0161u &#8211; datori sp\u0113j izlas\u012bt ainu un formul\u0113t atbilsto\u0161u reakciju. Piem\u0113ram, datorredze var pal\u012bdz\u0113t pa\u0161brauco\u0161\u0101m automa\u0161\u012bn\u0101m atpaz\u012bt \u0161\u0137\u0113r\u0161\u013cus, lai izvair\u012btos no sadursm\u0113m, vai atbalst\u012bt <a href=\"https:\/\/www.zaptest.com\/rpa\">robotiz\u0113tas procesu automatiz\u0101cijas r\u012bkus<\/a> (RPA), lai izveidotu efekt\u012bv\u0101ku darba pl\u016bsmu.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Ka_darbojas_datorredzes_sistema\"><\/span>K\u0101 darbojas datorredzes sist\u0113ma?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Dators nekad neredz\u0113s t\u0101, k\u0101 m\u0113s, jo datoriem nav acu, lai sa\u0146emtu un p\u0101rveidotu inform\u0101ciju smadzen\u0113m. T\u0101p\u0113c datorredzes tehnolo\u0123ija balst\u0101s uz sare\u017e\u0123\u012btu datu un algoritmu simfoniju, kas atspogu\u013co to, k\u0101 cilv\u0113ka acis sa\u0146em att\u0113lus un p\u0101rveido tos smadzen\u0113s.<\/p>\n<p>Ir svar\u012bgi atz\u012bm\u0113t, ka m\u0113s joproj\u0101m piln\u012bb\u0101 neizprotam, k\u0101 darbojas cilv\u0113ka smadzenes. Liel\u0101kajai da\u013cai cilv\u0113ku ir element\u0101ra izpratne par to, ka acis sa\u0146em inform\u0101ciju, tulko to un nodod zi\u0146ojumus smadzen\u0113m. Tom\u0113r neirozin\u0101tnieki var teikt, ka cilv\u0113ka redze ir daudz sare\u017e\u0123\u012bt\u0101ka un ka m\u0113s joproj\u0101m tikai da\u013c\u0113ji izprotam, k\u0101 darbojas m\u016bsu smadzenes.<\/p>\n<p><iframe loading=\"lazy\" title=\"How Computer Vision Works\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/OcycT1Jwsns?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>\u0160ie izpratnes ierobe\u017eojumi attiecas ar\u012b uz datorredzes in\u017eenieri, kas cen\u0161as iem\u0101c\u012bt datoru redz\u0113t. Dati un algoritmi, ko izmanto, lai apm\u0101c\u012btu datoru &#8220;redz\u0113t&#8221; un interpret\u0113t att\u0113lus, joproj\u0101m ir ierobe\u017eoti ar m\u016bsu izpratni par to, k\u0101 mijiedarbojas cilv\u0113ka acis un smadzenes.<\/p>\n<p>Datorredzes tehnolo\u0123ija pa\u0161laik balst\u0101s uz rakstu atpaz\u012b\u0161anu un modern\u0101m tehnolo\u0123ij\u0101m. Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s un konvol\u016bcijas neironu t\u012bkli (CNN) \u013cauj datoriem sadal\u012bt att\u0113lus, interpret\u0113t datus un identific\u0113t objektus.<\/p>\n<p>Datorredzes in\u017eenieri izmanto ma\u0161\u012bnm\u0101c\u012b\u0161anos, lai m\u0101c\u012btu datoriem, k\u0101 klasific\u0113t att\u0113lus, sniedzot tiem t\u016bksto\u0161iem att\u0113lu ar k\u0101du objektu. Uz katra att\u0113la ir uzl\u012bmes un birkas, kas nor\u0101da, kas tas ir, piem\u0113ram, automa\u0161\u012bna vai suns.<\/p>\n<p>CNN uzlabo ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s procesus, lai pal\u012bdz\u0113tu datoram izveidot pikse\u013cveida objekta att\u0113lojumu. Izmantojot pikse\u013cus un ar tiem saist\u012bt\u0101s eti\u0137etes, dators prognoz\u0113, kas ir objekts, un nep\u0101rtraukti p\u0101rbauda precizit\u0101ti, l\u012bdz tas veic konsekventu un pareizu identifik\u0101ciju.<\/p>\n<p>Datorredzes iesp\u0113jas pat tiek papla\u0161in\u0101tas l\u012bdz att\u0113lu un videoklipu virkn\u0113m ar rekurent\u0101 neironu t\u012bkla (RNN) pal\u012bdz\u012bbu. Izmantojot RNN, datori var identific\u0113t un savienot vair\u0101kus att\u0113lus.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Datorredzes_vesture\"><\/span>Datorredzes v\u0113sture<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Datorredzes tehnolo\u0123ija aizs\u0101k\u0101s 1959. gad\u0101, kad Rasels Kir\u0161s dator\u0101 iesken\u0113ja sava d\u0113la att\u0113lu. Kir\u0161a maz\u0101 d\u0113la l\u012bdz\u012bba k\u013cuva par <a href=\"https:\/\/www.wired.com\/2010\/06\/smoothing-square-pixels\/\">pirmo digit\u0101lo att\u0113lu<\/a> vis\u0101 t\u0101 graudainaj\u0101 kr\u0101\u0161\u0146um\u0101, un tas aizs\u0101ka piln\u012bgi jaunu datorzin\u0101tnes un m\u0101ksl\u012bg\u0101 intelekta att\u012bst\u012bbas nozari.<\/p>\n<p>Da\u017eus gadus v\u0113l\u0101k Lerijs Robertss uzrakst\u012bja <a href=\"https:\/\/dspace.mit.edu\/handle\/1721.1\/11589\">doktora disert\u0101ciju par<\/a> iesp\u0113ju izmantot divdimensiju att\u0113lus, lai ieg\u016btu tr\u012bsdimensiju inform\u0101ciju par cietiem objektiem. Vi\u0146a darbs noteica virzienu gadu desmitiem ilgiem sasniegumiem un vairoja vi\u0146a k\u0101 interneta t\u0113va slavu.<\/p>\n<p><iframe loading=\"lazy\" title=\"Computer Vision - Lecture 1.3 (Introduction: History of Computer Vision)\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/hCewSTTOt_4?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<p>Pateicoties \u0161iem pirmajiem pionieriem, datoru in\u017eenieri vis\u0101 pasaul\u0113 mekl\u0113ja jaunus veidus, k\u0101 p\u0101rv\u0113rst re\u0101l\u0101s pasaules att\u0113lus datos, kurus dators var\u0113tu atpaz\u012bt, \u0161\u0137irot, apstr\u0101d\u0101t un rea\u0123\u0113t uz tiem.<\/p>\n<p>1980. gad\u0101 tika ieviests neokognitrons &#8211; <a href=\"https:\/\/www.rctn.org\/bruno\/public\/papers\/Fukushima1980.pdf\">Kunihiko Fuku\u0161imas<\/a>rad\u012bt\u0101 agr\u012bn\u0101 m\u016bsdienu CNN versija. 90. gadu s\u0101kum\u0101 videonov\u0113ro\u0161ana par\u0101d\u012bj\u0101s bankom\u0101tos, un maz\u0101k nek\u0101 desmit gadus v\u0113l\u0101k MIT p\u0113tnieki atkl\u0101ja pirm\u0101s <a href=\"https:\/\/dspace.mit.edu\/bitstream\/handle\/1721.1\/7171\/AIM-2001-010.pdf?sequence=2&amp;isAllowed=y\">re\u0101llaika seju noteik\u0161anas<\/a> sist\u0113mas.<\/p>\n<p>P\u0113tnieki, in\u017eenieri un izstr\u0101d\u0101t\u0101ji pa\u0101trin\u0101ja darbu, turpinot centienus pan\u0101kt lab\u0101kos iesp\u0113jamos datorredzes risin\u0101jumus. Google, Facebook, Apple, Amazon un pat starptautiskas vald\u012bbas iesaist\u012bj\u0101s \u0161aj\u0101 jom\u0101, lai izstr\u0101d\u0101tu datorredzes tehnolo\u0123ijas, s\u0101kot no sejas atpaz\u012b\u0161anas l\u012bdz pa\u0161brauco\u0161\u0101m automa\u0161\u012bn\u0101m.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Datorredzes_tehnologiju_lietojumi\"><\/span>Datorredzes tehnolo\u0123iju lietojumi<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Ne vienm\u0113r ir viegli saskat\u012bt tehnolo\u0123iju pla\u0161o pielietojumu un priek\u0161roc\u012bbas, l\u012bdz br\u012bdim, kad sperat soli atpaka\u013c. Lai gan Lerijs Robertss, iesp\u0113jams, zin\u0101ja, ka vi\u0146a idejas b\u016bs satricino\u0161as un main\u012bs dz\u012bvi, vi\u0146\u0161, iesp\u0113jams, neparedz\u0113ja visas datorredzes izmanto\u0161anas iesp\u0113jas.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Sejas_atpazisana\"><\/span>Sejas atpaz\u012b\u0161ana<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Iesp\u0113jams, popul\u0101r\u0101kais un pretrun\u012bg\u0101kais datorredzes tehnolo\u0123ijas lietojums ir sejas atpaz\u012b\u0161ana. Pielietojumu kl\u0101sts ir gandr\u012bz bezgal\u012bgs, s\u0101kot no person\u012bg\u0101s lieto\u0161anas l\u012bdz pat sabiedrisk\u0101s dro\u0161\u012bbas pas\u0101kumiem.<\/p>\n<ul>\n<li>Facebook to izmanto, lai pal\u012bdz\u0113tu lietot\u0101jiem kop\u012bgotos att\u0113los atz\u012bm\u0113t personas.<\/li>\n<li>Ties\u012bbaizsardz\u012bbas iest\u0101des var izmantot videoklipus, lai identific\u0113tu noziedzniekus.<\/li>\n<li>Bankas var uzraudz\u012bt bankom\u0101tus re\u0101llaik\u0101 un identific\u0113t aizdom\u012bgas darb\u012bbas, lai palielin\u0101tu dro\u0161\u012bbu un dro\u0161umu.<\/li>\n<li>Personas var atv\u0113rt t\u0101lruni, iel\u016bkojoties kamer\u0101.<\/li>\n<\/ul>\n<p>Lai gan \u0161ie lietojumi uzlabo efektivit\u0101ti un liel\u0101kajai da\u013cai cilv\u0113ku ir lietder\u012bgi, sejas atpaz\u012b\u0161anas tehnolo\u0123ija da\u017e\u0101s nozar\u0113s joproj\u0101m ir pretrun\u012bgi v\u0113rt\u0113ta, galvenok\u0101rt saist\u012bb\u0101 ar <a href=\"https:\/\/www.gao.gov\/products\/gao-21-526\">vald\u012bbas uzraudz\u012bbas pas\u0101kumiem<\/a>. Lai gan sejas atpaz\u012b\u0161ana var palielin\u0101t dro\u0161\u012bbu un dro\u0161umu, ir nepiecie\u0161ams noteikt robe\u017eas un ties\u012bbu aktus, lai aizsarg\u0101tu priv\u0101tumu.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Satiksme_brauksana_un_automobilu_rupnieciba\"><\/span>Satiksme, brauk\u0161ana un automobi\u013cu r\u016bpniec\u012bba<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Datorredzes izmanto\u0161ana main\u012bja m\u016bsu brauk\u0161anas veidu un to, k\u0101 m\u0113s risin\u0101m satiksmes jaut\u0101jumus. Tas pav\u0113ra durvis adapt\u012bv\u0101m tehnolo\u0123ij\u0101m, kas uzlabo brauk\u0161anas pieredzi, un pal\u012bdz pils\u0113t\u0101m samazin\u0101t sastr\u0113gumus, risinot problem\u0101tisko ielu probl\u0113mas.<\/p>\n<p><iframe loading=\"lazy\" title=\"Computer Vision: Why Now and What\u2019s Ahead | Intel Software\" width=\"1080\" height=\"608\" src=\"https:\/\/www.youtube.com\/embed\/tkl9ztyuVrI?feature=oembed\"  allow=\"accelerometer; autoplay; clipboard-write; encrypted-media; gyroscope; picture-in-picture\" allowfullscreen><\/iframe><\/p>\n<h4><span class=\"ez-toc-section\" id=\"1_Satiksmes_modeli_un_tiesibaizsardzibas_atbalsts\"><\/span>1. Satiksmes mode\u013ci un ties\u012bbaizsardz\u012bbas atbalsts<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Sl\u0113gt\u0101 videonov\u0113ro\u0161ana (CCTV) balst\u0101s uz datorredzes metodi, lai izsekotu un klasific\u0113tu transportl\u012bdzek\u013cus da\u017e\u0101diem m\u0113r\u0137iem. Pils\u0113tas var ne tikai uzraudz\u012bt satiksmi, bet ar\u012b veikt liela m\u0113roga satiksmes pl\u016bsmas anal\u012bzi, lai noteiktu satiksmes sastr\u0113gumus un to mazin\u0101\u0161anas veidus. Ir iesp\u0113jams noteikt, cik ilg\u0101 laik\u0101 var nobraukt noteiktu automa\u0123istr\u0101les posmu un identific\u0113t negad\u012bjumus.<\/p>\n<p>Turkl\u0101t datorredzes tehnolo\u0123ija pal\u012bdz ties\u012bbaizsardz\u012bbas iest\u0101d\u0113m padar\u012bt ielas dro\u0161\u0101kas un censties samazin\u0101t negad\u012bjumu skaitu. Kameras var identific\u0113t automa\u0161\u012bnas, kas p\u0101rsniedz \u0101trumu, un br\u012bdin\u0101t policistus par citiem p\u0101rk\u0101pumiem. Ir iesp\u0113jams ar\u012b uzraudz\u012bt autovad\u012bt\u0101ju uzved\u012bbu, piem\u0113ram, vai vi\u0146i brauc, nov\u0113r\u0161ot uzman\u012bbu, un to, vai vi\u0146i lieto dro\u0161\u012bbas jostas vai n\u0113.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Autostavvietu_kontrole\"><\/span>2. Autost\u0101vvietu kontrole<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Ja esat k\u0101dreiz iebraucis autost\u0101vviet\u0101 un braucis pa apli, lai atkl\u0101tu, ka st\u0101vvieta ir pilna, j\u016bs varat nov\u0113rt\u0113t priek\u0161roc\u012bbas, ko sniedz datorredzes izmanto\u0161ana autost\u0101vvietu kontrol\u0113. Kameras var identific\u0113t br\u012bvas vietas un nos\u016bt\u012bt inform\u0101ciju datoram, kad st\u0101vvieta ir pilna. Z\u012bmes pie iebrauktuves var br\u012bdin\u0101t autovad\u012bt\u0101jus par pilnaj\u0101m autost\u0101vviet\u0101m un nov\u0113rst galvass\u0101pes visiem.<\/p>\n<p>Turkl\u0101t maksas autost\u0101vvietas var kontrol\u0113t numura z\u012bmes un atsevi\u0161\u0137as vietas, lai noteiktu, cik ilgi automa\u0161\u012bna st\u0101v st\u0101vviet\u0101. Partiju \u012bpa\u0161nieki var samazin\u0101t zaud\u0113jumus un uzraudz\u012bt savus ieguld\u012bjumus.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"3_Pasbraucosie_transportlidzekli\"><\/span>3. Pa\u0161brauco\u0161ie transportl\u012bdzek\u013ci<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Nav viegli atrast automa\u0161\u012bnu bez k\u0101das datorredzes tehnolo\u0123ijas. Liel\u0101kajai da\u013cai jauno transportl\u012bdzek\u013cu ir vair\u0101kas lietojumprogrammas, kas atvieglo brauk\u0161anu, piem\u0113ram, autom\u0101tisk\u0101 parko\u0161an\u0101s un kru\u012bza kontrole.<\/p>\n<p>Lai gan \u0161\u012bs ir sal\u012bdzino\u0161i jaunas tehnolo\u0123ijas, pa\u0161brauco\u0161ie automobi\u013ci ir izstr\u0101d\u0101ti jau gadu desmitiem. <a href=\"https:\/\/www.epa.gov\/greenvehicles\/self-driving-vehicles\">Pa\u0161brauco\u0161ie automobi\u013ci<\/a> vairs nav tikai zin\u0101tnisk\u0101s fantastikas filmas. Lai gan vairums automobi\u013cu nav piln\u012bb\u0101 autonomi, ir t\u0101di, kuriem nav nepiecie\u0161ams vad\u012bt\u0101js, ja vien situ\u0101cija nep\u0101rsniedz automobi\u013ca sp\u0113jas, piem\u0113ram, sastr\u0113gums.<\/p>\n<p>Pa\u0161brauco\u0161ie transportl\u012bdzek\u013ci izmanto da\u017e\u0101das datorredzes tehnolo\u0123ijas, lai tie var\u0113tu darboties bez cilv\u0113ka &#8211; autovad\u012bt\u0101ja &#8211; kontroles. Augst\u0101k\u0101 l\u012bme\u0146a transportl\u012bdzek\u013ciem ir pietiekami daudz kameru un datu, lai dro\u0161i manevr\u0113tu iel\u0101s, pateicoties uzlabotai g\u0101j\u0113ju noteik\u0161anai, ce\u013ca z\u012bmju noteik\u0161anai, sadursmju nov\u0113r\u0161anai un ce\u013cu st\u0101vok\u013ca uzraudz\u012bbai.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Veselibas_aprupes_nozare\"><\/span>Vesel\u012bbas apr\u016bpes nozare<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Vesel\u012bbas apr\u016bpes nozare joproj\u0101m ir tehnolo\u0123isko sasniegumu priek\u0161gal\u0101, jo m\u0113s mekl\u0113jam veidus, k\u0101 dz\u012bvot ilg\u0101k un justies vesel\u012bg\u0101k. Nav nek\u0101ds p\u0101rsteigums, ka vesel\u012bbas apr\u016bpes nozare izmantoja datorredzes tehnolo\u0123ijas v\u0113\u017ea atkl\u0101\u0161anai, \u0161\u016bnu klasifik\u0101cijai, lai noteiktu slim\u012bbas, un pavisam nesen &#8211; COVID diagnostic\u0113\u0161anai.<\/p>\n<p>Tehni\u0137i var ar\u012b izmantot datorredzes metodi, lai analiz\u0113tu kust\u012bbas un identific\u0113tu iesp\u0113jamus neirolo\u0123iskus un musku\u013cu un skeleta saslim\u0161anas gad\u012bjumus. Tas ir noder\u012bgs rehabilit\u0101cijas, terapijas un vingrojumu atbalstam person\u0101m, kas atvese\u013cojas p\u0113c traum\u0101m, nov\u0113rt\u0113jot kust\u012bbas un demonstr\u0113jot vingrin\u0101jumus. \u0100rst\u0113jo\u0161ie avoti var nos\u016bt\u012bt pacientu m\u0101j\u0101s vai uz apr\u016bpi ar videoierakstiem, kuros nor\u0101d\u012btas pareizas kust\u012bbas, lai nov\u0113rstu turpm\u0101kas traumas un dro\u0161i pa\u0101trin\u0101tu atvese\u013co\u0161anos.<\/p>\n<p>Turkl\u0101t viens no jaun\u0101kajiem datorredzes lietojumiem medic\u012bn\u0101 ir prasmju apm\u0101c\u012bba. Rezidenti, \u0101rsti un \u0137irurgi var apg\u016bt medic\u012bnisk\u0101s iema\u0146as, izmantojot virtu\u0101l\u0101s platformas, kas \u013cauj dro\u0161i simul\u0113t oper\u0101cijas un proced\u016bras pirms re\u0101lu gad\u012bjumu veik\u0161anas.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Mazumtirdzniecibas_atbalsts\"><\/span>Mazumtirdzniec\u012bbas atbalsts<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Datorredzes programmat\u016bras automatiz\u0101cija atbalsta mazumtirdzniec\u012bbas veikalus, izsekojot klientus, lai uzskait\u012btu pl\u016bsmu veikalos. Tenden\u010du uzraudz\u012bba \u013cauj veikaliem atbilsto\u0161i atlas\u012bt darbiniekus, k\u0101 ar\u012b pal\u012bdz zaud\u0113jumu nov\u0113r\u0161anas komand\u0101m uzraudz\u012bt, vai veikal\u0101 nav klai\u0146ot\u0101ju, un piev\u0113rsties z\u0101dz\u012bb\u0101m.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Lietojumi_lauksaimnieciba\"><\/span>Lietojumi lauksaimniec\u012bb\u0101<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Lauksaimnieki, kas veic apjom\u012bgas darb\u012bbas, var racionaliz\u0113t savu darb\u012bbu, izmantojot datorredzes programmat\u016bru, kas uzrauga dz\u012bvniekus un kult\u016braugus. Ir viegl\u0101k agr\u012bni identific\u0113t kukai\u0146u inv\u0101zijas un slim\u012bbu uzliesmojumus, sekot l\u012bdzi ra\u017eai un optimiz\u0113t savu komandu. Lauksaimnieki, kuriem tr\u016bkst darbinieku, var automatiz\u0113t da\u017e\u0101das darb\u012bbas, tostarp ra\u017eas nov\u0101k\u0161anu, rav\u0113\u0161anu un s\u0113\u0161anu.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Razosanas_automatizacija\"><\/span>Ra\u017eo\u0161anas automatiz\u0101cija<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Ra\u017eo\u0161ana var\u0113tu b\u016bt viena no lab\u0101kaj\u0101m automatiz\u0101cijas un datorredzes izmanto\u0161anas iesp\u0113j\u0101m. Tas ir n\u0101kamais solis <a href=\"https:\/\/www.zaptest.com\/hyperautomation\">hiperautomatiz\u0101cij\u0101<\/a>, jo ra\u017eo\u0161anas komandas integr\u0113 datorredzes programmat\u016bru, lai uzlabotu visu, s\u0101kot ar ra\u017eo\u0161anu un beidzot ar kvalit\u0101tes kontroli.<\/p>\n<ul>\n<li>Uzlabojiet produktivit\u0101tes anal\u012bzi, izmantojot sejas atpaz\u012b\u0161anu, lai nov\u0113rt\u0113tu individu\u0101lo laika un resursu izmantojumu un rad\u012btu efekt\u012bv\u0101kus procesus.<\/li>\n<li>Izmantojiet datorredzes programmat\u016bru, lai vizu\u0101li p\u0101rbaud\u012btu apr\u012bkojumu un \u0101tr\u0101k identific\u0113tu probl\u0113mas, kas var samazin\u0101t d\u012bkst\u0101ves laiku un remonta izmaksas. T\u0101 var ar\u012b noteikt v\u0101j\u0101s vietas individu\u0101lajos aizsardz\u012bbas l\u012bdzek\u013cos (IAL).<\/li>\n<li>Kvalit\u0101tes nodro\u0161in\u0101\u0161anas komandas var izmantot datorredzes programmat\u016bras automatiz\u0101ciju, lai nov\u0113rt\u0113tu un sal\u012bdzin\u0101tu izstr\u0101d\u0101jumus, t\u0101d\u0113j\u0101di nov\u0113r\u0161ot boj\u0101tas sast\u0101vda\u013cas vai identific\u0113jot preces, kur\u0101m nepiecie\u0161ams remonts, pirms to nos\u016bt\u012b\u0161anas.<\/li>\n<\/ul>\n<p>Turkl\u0101t uz\u0146\u0113mumi var izstr\u0101d\u0101t prasmju apm\u0101c\u012bbas modu\u013cus un nov\u0113rt\u0113jumus, izmantojot virtu\u0101lo apr\u012bkojumu un datorredzes programmat\u016bru. Darbinieki var apg\u016bt jaunas prasmes un uzlabot eso\u0161\u0101s sp\u0113jas, lai uzlabotu veiktsp\u0113ju un efektivit\u0101ti, nezaud\u0113jot nevienu produktu.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Datorvideja_programmaturas_testesanas_automatizacija_%E2%80%93_stasts_par_pagatni_tagadni_un_nakotni\"><\/span>Datorvideja programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101 &#8211; st\u0101sts par pag\u0101tni, tagadni un n\u0101kotni<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Liel\u0101k\u0101 da\u013ca nozaru g\u016bst labumu no datorredzes tehnolo\u0123ij\u0101m, bet n\u0101kamais posms ir datorredzes <a href=\"https:\/\/www.zaptest.com\/?page_id=4060\">r\u012bku<\/a> izmanto\u0161ana <a href=\"https:\/\/www.zaptest.com\/?page_id=4060\">programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai<\/a>. Datorredzes programmat\u016bras izmanto\u0161ana automatiz\u0101cijas test\u0113\u0161an\u0101 nav jauns j\u0113dziens, ta\u010du kop\u0161 pirmajiem m\u0113\u0123in\u0101jumiem tas ir krietni pavirz\u012bjies uz priek\u0161u.<\/p>\n<h3><img decoding=\"async\" class=\"aligncenter wp-image-29164\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/07\/computer-vision-for-software-testing-min-819x1024.jpeg\" alt=\"datorredzes izmanto\u0161ana programmat\u016bras test\u0113\u0161an\u0101\" width=\"549\" height=\"686\"><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Datorredzes_attistiba_programmaturas_testesana_%E2%80%93_vesture\"><\/span>Datorredzes att\u012bst\u012bba programmat\u016bras test\u0113\u0161an\u0101 &#8211; v\u0113sture<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Test\u0113\u0161anas programmat\u016bra past\u0101v\u0113ja jau pag\u0101ju\u0161\u0101 gadsimta 70. gados, ta\u010du t\u0101s ievie\u0161ana uz vietas pras\u012bja iev\u0113rojamas p\u016bles. Ja nebija interneta, programmat\u016bras izstr\u0101des uz\u0146\u0113mumiem bija j\u0101izstr\u0101d\u0101 un j\u0101nos\u016bta katram klientam atsevi\u0161\u0137i testi.<\/p>\n<p>Pirm\u0101s automatiz\u0113t\u0101s test\u0113\u0161anas programmat\u016bras iter\u0101cijas pras\u012bja bie\u017eus atjaunin\u0101jumus, un p\u0101r\u0101k vienk\u0101r\u0161ot\u0101s sist\u0113mas nesp\u0113ja tikt gal\u0101 ar sare\u017e\u0123\u012btiem uzdevumiem. Turkl\u0101t bija vair\u0101kas probl\u0113mas, kas saist\u012btas ar nesader\u012bbu un cilv\u0113cisko k\u013c\u016bdu.<\/p>\n<p>Automatiz\u0113t\u0101 test\u0113\u0161ana vair\u0101kus gadu desmitus bija maz\u0101k efekt\u012bva un laikietilp\u012bg\u0101ka nek\u0101 manu\u0101l\u0101 test\u0113\u0161ana. Bija nepiecie\u0161ami iev\u0113rojami sasniegumi un tehnolo\u0123iju att\u012bst\u012bba, lai ieg\u016btu dz\u012bvotsp\u0113j\u012bgus produktus un atkl\u0101tu automatiz\u0113tas test\u0113\u0161anas programmat\u016bras, tostarp datorredzes, priek\u0161roc\u012bbas.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Ka_datorvizija_tiek_izmantota_programmaturas_testesanas_automatizacija_%E2%80%93_tagadne\"><\/span>K\u0101 datorv\u012bzija tiek izmantota programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101 &#8211; tagadne<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p> <a href=\"https:\/\/www.zaptest.com\/lv\/pilniga-programmaturas-testesanas-automatizacijas-rokasgramata\">Automatiz\u0113t\u0101s test\u0113\u0161anas programmat\u016bras att\u012bst\u012bba<\/a> b\u016btiski main\u012bj\u0101s, pateicoties datorredzes tehnolo\u0123iju att\u012bst\u012bbai. Att\u0113lu klasifik\u0101cija, objektu noteik\u0161ana un izseko\u0161ana, k\u0101 ar\u012b uz saturu balst\u012bta att\u0113lu izg\u016b\u0161ana revolucioniz\u0113ja programmat\u016bras test\u0113\u0161anas automatiz\u0101cijas procesu.<\/p>\n<p>M\u016bsdien\u0101s uz\u0146\u0113mumi un vald\u012bbas izmanto datorredzes test\u0113\u0161anas r\u012bkus programmat\u016bras izstr\u0101d\u0113 un automatiz\u0101cij\u0101, lai palielin\u0101tu efektivit\u0101ti un produktivit\u0101ti. Tas ir b\u016btisks solis hiperautomatiz\u0101cij\u0101 un procesu racionaliz\u0101cij\u0101, lai palielin\u0101tu uz\u0146\u0113muma pe\u013c\u0146u un maksim\u0101li palielin\u0101tu produkcijas apjomu, neapdraudot kvalit\u0101ti.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Datorredzes_jaunie_pielietojumi_programmaturas_testesanas_automatizacija_%E2%80%93_nakotne\"><\/span>Datorredzes jaunie pielietojumi programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101 &#8211; n\u0101kotne<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nozares prognozes uzsver ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s izaugsmi un CNN papla\u0161in\u0101\u0161anos, lai automatiz\u0113tu vair\u0101k darba slod\u017eu un optimiz\u0113tu eso\u0161os procesus. Visticam\u0101k, m\u0113s redz\u0113sim vair\u0101k m\u0101ko\u0146pakalpojumu un arvien pla\u0161\u0101ku bezpilota lidapar\u0101tu un mobilo ier\u012b\u010du izmanto\u0161anu, kas \u013caus cilv\u0113kiem str\u0101d\u0101t no jebkuras vietas pasaul\u0113.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Datorredzes_prieksrocibas_programmaturas_testesanas_automatizacija\"><\/span>Datorredzes priek\u0161roc\u012bbas programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-29236\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/07\/Software-testing-checklist-1024x681.jpeg\" alt=\"Programmat\u016bras test\u0113\u0161anas kontrolsaraksts\" width=\"575\" height=\"383\"><\/p>\n<p>Datorredzes r\u012bku priek\u0161roc\u012bbas programmat\u016bras test\u0113\u0161an\u0101 ir nep\u0101rsp\u012bl\u0113tas, ta\u010du nav iesp\u0113jams izskaidrot visas iesp\u0113jam\u0101s priek\u0161roc\u012bbas. Tom\u0113r da\u017ei no liel\u0101kajiem ieguvumiem var rad\u012bt neticamas izaugsmes un produktivit\u0101tes izmai\u0146as.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Samazina_neredzamas_zonas\"><\/span>Samazina neredzam\u0101s zonas<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Viena no galvenaj\u0101m datorredzes r\u012bku priek\u0161roc\u012bb\u0101m programmat\u016bras test\u0113\u0161an\u0101 ir sp\u0113ja samazin\u0101t &#8220;aklos punktus&#8221; eso\u0161ajos procesos. Eso\u0161o automatiz\u0113t\u0101s test\u0113\u0161anas r\u012bku uzlabo\u0161ana ar datorredzes programmat\u016bru pal\u012bdz orient\u0113ties ma\u0161\u012bn\u0101m telp\u0101 un aizpilda nepiln\u012bbas. Datorredzes programmat\u016bras automatiz\u0101cija atbalsta sist\u0113mas, aizpildot tuk\u0161os laukumus ap datiem, lai nostiprin\u0101tu sa\u0146emto inform\u0101ciju un veidotu piln\u012bg\u0101ku priek\u0161statu.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Atra_testesana\"><\/span>\u0100tr\u0101 test\u0113\u0161ana<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u0100tr\u0101ka test\u0113\u0161ana ir v\u0113l viena priek\u0161roc\u012bba, kas programmat\u016bras in\u017eenierijas lietojumprogrammu test\u0113\u0161an\u0101 tiek nodro\u0161in\u0101ta ar datorredzes test\u0113\u0161anu. Datorredzes izmanto\u0161ana noz\u012bm\u0113, ka j\u016bsu komandai nav j\u0101t\u0113r\u0113 v\u0113rt\u012bgs laiks, lai sagatavotu datus nestandarta iestat\u012bjumiem vai produktiem. Dators var piel\u0101goties izmai\u0146\u0101m, pamatojoties uz displeju un sa\u0146emtajiem att\u0113liem.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Arvien_uzlabojoss\"><\/span>Arvien uzlabojo\u0161s<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>L\u012bdz\u012bgi k\u0101 liel\u0101k\u0101 da\u013ca tehnolo\u0123isko sasniegumu, datorredzes test\u0113\u0161anas r\u012bki programmat\u016bras izstr\u0101dei turpina main\u012bties, jo programm\u0113t\u0101ji pilnveido un papla\u0161ina iesp\u0113jas. Datorredzes programmat\u016bras izmanto\u0161ana automatiz\u0101cijas test\u0113\u0161anai v\u0113l daudzus gadus b\u016bs priek\u0161pl\u0101n\u0101 liel\u0101kaj\u0101 da\u013c\u0101 nozaru, jo izaugsmes iesp\u0113jas ir neierobe\u017eotas.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Automatizeta_GUI_testesana\"><\/span>Automatiz\u0113ta GUI test\u0113\u0161ana<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nevien\u0101 nozar\u0113 nav viegli atrast cilv\u0113kus, kas uzticami veiktu ikdieni\u0161\u0137us uzdevumus, t\u0101p\u0113c, mekl\u0113jot veidus, k\u0101 \u0161os garlaic\u012bgos procesus automatiz\u0113t, var ietaup\u012bt ikviens. Lab\u0101kie datorredzes r\u012bki programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai sp\u0113j p\u0101rvald\u012bt \u0161os uzdevumus, ietaupot uz\u0146\u0113mumu laiku un naudu, vienlaikus samazinot slodzi uz darbiniekiem.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Datorredzes_izaicinajumi_programmaturas_testesanas_automatizacija\"><\/span>Datorredzes izaicin\u0101jumi programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Datorredzes programmat\u016bras izmanto\u0161ana automatiz\u0101cijas test\u0113\u0161anai nav nevainojama, un ir da\u017ei b\u016btiski tr\u016bkumi, kas j\u0101\u0146em v\u0113r\u0101.<\/p>\n<p><img decoding=\"async\" class=\"aligncenter wp-image-29407\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/07\/challenges-load-testing-1024x683.jpeg\" alt=\"izaicin\u0101jumi slodzes test\u0113\u0161ana\" width=\"611\" height=\"407\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Atkariba_no_attela_kvalitates\"><\/span>Atkar\u012bba no att\u0113la kvalit\u0101tes<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Nav nosl\u0113pums, ka slikta att\u0113la kvalit\u0101te var rad\u012bt negat\u012bvus rezult\u0101tus, bet k\u0101 ir ar main\u012bga apgaismojuma apst\u0101k\u013ciem vai nekonsekventu orient\u0101ciju? Kam\u0113r m\u016bsu acis viegli piel\u0101gojas smalk\u0101m apgaismojuma izmai\u0146\u0101m, datorredzes programmat\u016bra to nesp\u0113j. Pat lab\u0101kie datorredzes r\u012bki programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai nesp\u0113j perfekti atdarin\u0101t cilv\u0113ka acs darb\u012bbu.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Izkroplota_macisanas\"><\/span>Izkrop\u013cota m\u0101c\u012b\u0161an\u0101s<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Da\u017e\u0101m nozar\u0113m ir ierobe\u017eota piek\u013cuve kvalitat\u012bviem datiem, kas vajadz\u012bgi to m\u0113r\u0137u sasnieg\u0161anai. Piem\u0113ram, vesel\u012bbas apr\u016bpes jom\u0101s var tr\u016bkt augstas kvalit\u0101tes video un att\u0113lu, lai rad\u012btu re\u0101listiskas virtu\u0101l\u0101s telpas praksei. Ne vienm\u0113r ir viegli aizpild\u012bt tuk\u0161\u0101s vietas vai izveidot pietiekamas datu kopas.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Skaitlosanas_izmaksas\"><\/span>Skait\u013co\u0161anas izmaksas<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Starp nepiecie\u0161amo aparat\u016bru un kvalific\u0113tu datorredzes in\u017eenieru izmanto\u0161anu, datorredzes programmat\u016bras izveides izmaksas automatiz\u0101cijas test\u0113\u0161anai ir iev\u0113rojamas. Nepietiekami nov\u0113rt\u0113jot izmaksas, tiek ieg\u016bti neprec\u012bzi dati un nepietiekama pe\u013c\u0146a.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Pasreizejo_programmaturas_automatizacijas_riku_ierobezojumi\"><\/span>Pa\u0161reiz\u0113jo programmat\u016bras automatiz\u0101cijas r\u012bku ierobe\u017eojumi<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Eso\u0161ajiem programmat\u016bras automatiz\u0101cijas r\u012bkiem ir iedzimti ierobe\u017eojumi, kas ietekm\u0113 kop\u0113jos rezult\u0101tus. Lai gan ir iev\u0113rojamas priek\u0161roc\u012bbas sal\u012bdzin\u0101jum\u0101 ar manu\u0101lo test\u0113\u0161anu, ir nepraktiski ignor\u0113t tr\u016bkumus.<\/p>\n<ul>\n<li>Eso\u0161ie automatiz\u0101cijas r\u012bki var p\u0101rbaud\u012bt tikai to, ko tie zina, t. i., ja neesat sniedzis datus, tie nevar p\u0101rbaud\u012bt \u0101rpus iestat\u012btajiem parametriem.<\/li>\n<li>Tikl\u012bdz sist\u0113ma s\u0101k darboties, varat ietaup\u012bt daudz laika, ta\u010du ir nepiecie\u0161ams laiks, lai t\u0101 k\u013c\u016btu \u0101tra.<\/li>\n<li>Tas nav l\u0113ts. Programmat\u016bras automatiz\u0101cijas r\u012bku izmanto\u0161ana ir d\u0101rga un prasa iev\u0113rojamus ieguld\u012bjumus, ta\u010du ilgtermi\u0146\u0101 t\u0101 atmaks\u0101jas.<\/li>\n<li>Gaidiet nep\u0101rtrauktu koda uztur\u0113\u0161anu, lai nodro\u0161in\u0101tu prec\u012bzus rezult\u0101tus.<\/li>\n<\/ul>\n<p>Visbeidzot, programmat\u016bras automatiz\u0101cijas r\u012bki ir l\u012bdz\u012bgi <a href=\"https:\/\/www.zaptest.com\/lv\/pilniga-rokasgramata-par-robotizetu-procesu-automatizaciju-rpa\">robotiz\u0113tai procesu automatiz\u0101cijai<\/a> (RPA), jo tie nov\u0113r\u0161 cilv\u0113ka piesk\u0101rienu. Komandas zaud\u0113 v\u0113rt\u012bgus, kvalific\u0113tus darbiniekus, jo, p\u0101rejot uz automatiz\u0113tiem r\u012bkiem. Turkl\u0101t datori nevar dom\u0101t vai rea\u0123\u0113t k\u0101 cilv\u0113ki, kas var b\u016bt gan priek\u0161roc\u012bba, gan tr\u016bkums.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Ka_sakt_programmaturas_testesanu_izmantojot_datorredzes_riku_ar_zemu_kodu\"><\/span>K\u0101 s\u0101kt programmat\u016bras test\u0113\u0161anu, izmantojot datorredzes r\u012bku ar zemu kodu<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p><img decoding=\"async\" class=\"aligncenter size-large wp-image-28646\" src=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/06\/Screenshot-2022-06-18-at-11.42.58-1024x641.png\" alt=\"Bie\u017e\u0101k uzdotie jaut\u0101jumi par funkcion\u0101l\u0101s test\u0113\u0161anas automatiz\u0101ciju\" width=\"1024\" height=\"641\" srcset=\"https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/06\/Screenshot-2022-06-18-at-11.42.58-980x614.png 980w, https:\/\/www.zaptest.com\/wp-content\/uploads\/2022\/06\/Screenshot-2022-06-18-at-11.42.58-480x301.png 480w\" sizes=\"(min-width: 0px) and (max-width: 480px) 480px, (min-width: 481px) and (max-width: 980px) 980px, (min-width: 981px) 1024px, 100vw\" \/><\/p>\n<p>Jebkura projekta uzs\u0101k\u0161ana var \u0161\u0137ist nep\u0101rvarama, jo \u012bpa\u0161i, ja tas ir saist\u012bts ar sare\u017e\u0123\u012btu tehnolo\u0123iju. Par laimi, viena no datorredzes r\u012bku priek\u0161roc\u012bb\u0101m programmat\u016bras test\u0113\u0161an\u0101 ir t\u0101, ka liel\u0101ko da\u013cu darba veic kvalific\u0113ti in\u017eenieri, t\u0101p\u0113c jums nav nepiecie\u0161ams apg\u016bt pla\u0161u kodu vai tehnisk\u0101s prasmes, lai tos izmantotu.<\/p>\n<p>ZAPTEST programmat\u016bra balst\u0101s uz ieb\u016bv\u0113t\u0101m funkcij\u0101m, kas nodro\u0161ina j\u016bsu vajadz\u012bb\u0101m piem\u0113rotu r\u012bku ar zemu kod\u0113\u0161anas l\u012bmeni. Rezerv\u0113jiet demo versiju un uzziniet, k\u0101 ZAPTEST var uzlabot j\u016bsu pe\u013c\u0146u, izmantojot m\u016bsu vienotos programmat\u016bras test\u0113\u0161anas automatiz\u0101cijas pakalpojumus un speci\u0101listu komandu.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Biezak_uzdotie_jautajumi\"><\/span>Bie\u017e\u0101k uzdotie jaut\u0101jumi<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Vai jums joproj\u0101m ir jaut\u0101jumi par datorredzes un programmat\u016bras test\u0113\u0161anas automatiz\u0101cijas izmanto\u0161anu? \u0160ie bie\u017e\u0101k uzdotie jaut\u0101jumi un atbildes var pal\u012bdz\u0113t noskaidrot situ\u0101ciju.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Kas_ir_datorredzes_testesana\"><\/span>Kas ir datorredzes test\u0113\u0161ana?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Datorredzes test\u0113\u0161ana ir p\u0101rbaud\u012bjums sist\u0113m\u0101m, lai noteiktu to precizit\u0101ti objektu att\u0113lu identific\u0113\u0161an\u0101, kategoriz\u0113\u0161an\u0101 un pat rea\u0123\u0113\u0161an\u0101 uz tiem. T\u0101 nosaka pamatu datorredzes test\u0113\u0161anas r\u012bku izmanto\u0161anai programmat\u016bras izstr\u0101d\u0113 un citos automatiz\u0101cijas uzdevumos.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Vai_datorredzes_testesanai_ir_nepieciesama_kodesana\"><\/span>Vai datorredzes test\u0113\u0161anai ir nepiecie\u0161ama kod\u0113\u0161ana?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>J\u0101 un n\u0113. Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s noz\u012bm\u0113, ka programmat\u016bras in\u017eenieriem nav nepiecie\u0161ams visu kod\u0113t manu\u0101li, jo vi\u0146i var izmantot eso\u0161\u0101s funkcijas un algoritmus. Tom\u0113r visos l\u012bme\u0146os joproj\u0101m ir iesaist\u012bts kod\u0113\u0161anas elements.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Kadas_prasmes_ir_nepieciesamas_datorredzes_programmaturas_testesanas_automatizacijai\"><\/span>K\u0101das prasmes ir nepiecie\u0161amas datorredzes programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Pat lab\u0101kajiem datorredzes r\u012bkiem programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai s\u0101kum\u0101 ir nepiecie\u0161ams prasm\u012bgs programm\u0113t\u0101js vai in\u017eenieris. Lai izveidotu sist\u0113mu un ieviestu to tie\u0161saist\u0113, ir nepiecie\u0161ams cilv\u0113ks ar pla\u0161u programm\u0113\u0161anas pieredzi un izpratni par DevOps metod\u0113m. Parasti j\u016bs izmantosiet augsta l\u012bme\u0146a matem\u0101tikas prasmes, statistiku, att\u0113lu apstr\u0101des un mode\u013cu atpaz\u012b\u0161anas sp\u0113jas.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Datorredzes_riki_programmaturas_testesanas_automatizacijai\"><\/span>Datorredzes r\u012bki programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Datorredzes test\u0113\u0161anas r\u012bki var uzlabot efektivit\u0101ti un produktivit\u0101ti, ta\u010du ir nepiecie\u0161ams augsta l\u012bme\u0146a produkts, lai to nodro\u0161in\u0101tu. ZAPTEST ir vado\u0161ais uz datorredzes programmat\u016bru balst\u012bts test\u0113\u0161anas automatiz\u0101cijas r\u012bks ar pier\u0101d\u012btiem rezult\u0101tiem un labiem sasniegumiem.<\/p>\n<p>Izmantojot datorredzes tehnolo\u0123iju ZAP Object Engine (ZOE), lietot\u0101ji var automatiz\u0113t jebkuru digit\u0101lo saskarni, tostarp tie\u0161raides lietojumprogrammas, videoklipus un pat izveidot scen\u0101rijus no maketiem. Automatiz\u0113jam\u0101s UI tehnolo\u0123ijas veids vairs nav jaut\u0101jums. M\u0113s sak\u0101m ZAP: &#8220;Ja j\u016bs varat manu\u0101li veikt k\u0101du proced\u016bru sav\u0101 lietojumprogramm\u0101, ZAPTEST var automatiz\u0113t \u0161o ASIS bez jebk\u0101diem ierobe\u017eojumiem&#8221;.<\/p>\n<p>M\u0113s izmantojam modern\u0101k\u0101s tehnolo\u0123ijas, lai rad\u012btu lab\u0101kos datorredzes r\u012bkus programmat\u016bras test\u0113\u0161anas automatiz\u0101cijai. M\u016bsu daudzpus\u012bg\u0101 programmat\u016bra darbojas vair\u0101k\u0101s platform\u0101s un lietojumprogramm\u0101s, lai nodro\u0161in\u0101tu optim\u0101lu rezult\u0101tu.<\/p>\n<p>Vai v\u0113laties uzzin\u0101t, k\u0101 <a href=\"https:\/\/www.zaptest.com\/lv\">programmat\u016bras test\u0113\u0161anas automatiz\u0101cijas r\u012bks<\/a> var racionaliz\u0113t j\u016bsu biznesa procesus un l\u012bdz pat desmit reiz\u0113m uzlabot j\u016bsu pe\u013c\u0146u? Sazinieties ar ZAPTEST komandu, lai uzzin\u0101tu vair\u0101k.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>Tehnolo\u0123ijas nep\u0101rtraukti att\u012bst\u0101s un ir saist\u012btas ar visu, ko dar\u0101m sav\u0101 person\u012bgaj\u0101 un profesion\u0101laj\u0101 dz\u012bv\u0113. No viedt\u0101lru\u0146iem l\u012bdz m\u016bsdien\u012bg\u0101m datoru saskarn\u0113m &#8211; tehnolo\u0123ijas ir m\u016bsu sabiedr\u012bbas pamats un nep\u0101rtrauktas izaugsmes virz\u012bt\u0101jsp\u0113ks. Datorredze ir \u0161\u012bs pasaules priek\u0161pl\u0101n\u0101, un t\u0101 ir gatava main\u012bt m\u016bsu uz\u0146\u0113m\u0113jdarb\u012bbas veidu. Datorredzes r\u012bku izmanto\u0161ana programmat\u016bras test\u0113\u0161anas automatiz\u0101cij\u0101 ir v\u0113l viens solis tehnolo\u0123iju [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":29180,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_seopress_robots_primary_cat":"none","_seopress_titles_title":"","_seopress_titles_desc":"","_seopress_robots_index":"","_et_pb_use_builder":"","_et_pb_old_content":"","_et_gb_content_width":"","content-type":"","footnotes":"","beyondwords_generate_audio":"","beyondwords_integration_method":"","beyondwords_project_id":"","beyondwords_content_id":"","beyondwords_preview_token":"","beyondwords_player_content":"","beyondwords_player_style":"","beyondwords_language_code":"","beyondwords_language_id":"","beyondwords_title_voice_id":"","beyondwords_body_voice_id":"","beyondwords_summary_voice_id":"","beyondwords_error_message":"","beyondwords_disabled":"","beyondwords_delete_content":"","beyondwords_podcast_id":"","beyondwords_hash":"","publish_post_to_speechkit":"","speechkit_hash":"","speechkit_generate_audio":"","speechkit_project_id":"","speechkit_podcast_id":"","speechkit_error_message":"","speechkit_disabled":"","speechkit_access_key":"","speechkit_error":"","speechkit_info":"","speechkit_response":"","speechkit_retries":"","speechkit_status":"","speechkit_updated_at":"","_speechkit_link":"","_speechkit_text":""},"categories":[477],"tags":[],"class_list":{"0":"post-29850","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-lv"},"acf":{"short_name":""},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts\/29850","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/comments?post=29850"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/posts\/29850\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/media\/29180"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/media?parent=29850"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/categories?post=29850"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/lv\/wp-json\/wp\/v2\/tags?post=29850"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}