{"id":55440,"date":"2022-07-08T07:08:50","date_gmt":"2022-07-08T07:08:50","guid":{"rendered":"https:\/\/www.zaptest.com\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar"},"modified":"2022-07-08T07:08:50","modified_gmt":"2022-07-08T07:08:50","slug":"tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar","status":"publish","type":"post","link":"https:\/\/www.zaptest.com\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar","title":{"rendered":"T\u00f6lvusj\u00f3n er framt\u00ed\u00f0 sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar &#8211; saga fort\u00ed\u00f0ar, n\u00fat\u00ed\u00f0ar og framt\u00ed\u00f0ar"},"content":{"rendered":"<p>T\u00e6knin er \u00ed s\u00edfelldri \u00fer\u00f3un og tengist \u00f6llu sem vi\u00f0 gerum \u00ed pers\u00f3nulegu og faglegu l\u00edfi okkar. Allt fr\u00e1 snjalls\u00edmum til n\u00fdjustu t\u00f6lvuvi\u00f0m\u00f3ta, t\u00e6knin markar grunninn a\u00f0 samf\u00e9lagi okkar og lei\u00f0arlj\u00f3s \u00e1framhaldandi vaxtar. T\u00f6lvusj\u00f3n er \u00ed fararbroddi \u00ed \u00feeim heimi og \u00ed stakk b\u00fai\u00f0 til a\u00f0 breyta \u00fev\u00ed hvernig vi\u00f0 stundum vi\u00f0skipti.<\/p>\n<p>A\u00f0 tileinka s\u00e9r t\u00f6lvusj\u00f3nverkf\u00e6ri sem hluta af sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar er anna\u00f0 skref \u00ed t\u00e6knibyltingunni. \u00dea\u00f0 gegnir mikilv\u00e6gu hlutverki \u00ed m\u00f6rgum daglegum ath\u00f6fnum og mi\u00f0ar n\u00fa a\u00f0 \u00fev\u00ed a\u00f0 betrumb\u00e6ta dagleg verkefni okkar \u00e1 me\u00f0an a\u00f0 draga \u00far villum, b\u00e6ta g\u00e6\u00f0i og auka afkomu.<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Hvad_er_tolvusjon\" >Hva\u00f0 er t\u00f6lvusj\u00f3n?<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Hvernig_virkar_tolvusjon\" >Hvernig virkar t\u00f6lvusj\u00f3n?<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Saga_tolvusjonar\" >Saga t\u00f6lvusj\u00f3nar<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Notkun_tolvusjonartaekni\" >Notkun t\u00f6lvusj\u00f3nart\u00e6kni<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Andlitsthekking\" >Andlits\u00feekking<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Umferd_akstur_og_bilaidnadur\" >Umfer\u00f0, akstur og b\u00edlai\u00f0na\u00f0ur<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#1_Umferdarmynstur_og_studningur_vid_loggaeslu\" >1. Umfer\u00f0armynstur og stu\u00f0ningur vi\u00f0 l\u00f6gg\u00e6slu<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#2_Bilastaedaeftirlit\" >2. B\u00edlast\u00e6\u00f0aeftirlit<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#3_Sjalfkeyrandi_okutaeki\" >3. Sj\u00e1lfkeyrandi \u00f6kut\u00e6ki<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Heilbrigdisidnadur\" >Heilbrig\u00f0isi\u00f0na\u00f0ur<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Smasoluadstod\" >Sm\u00e1s\u00f6lua\u00f0sto\u00f0<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Landbunadarumsoknir\" >Landb\u00fana\u00f0arums\u00f3knir<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Framleidslusjalfvirkni\" >Framlei\u00f0slusj\u00e1lfvirkni<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Tolvusyn_i_sjalfvirkni_hugbunadarprofunar_%E2%80%93_Saga_um_fortid_nutid_og_framtid\" >T\u00f6lvus\u00fdn \u00ed sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar &#8211; Saga um fort\u00ed\u00f0, n\u00fat\u00ed\u00f0 og framt\u00ed\u00f0<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#THroun_tolvusjonar_i_hugbunadarprofun_%E2%80%93_Sagan\" >\u00der\u00f3un t\u00f6lvusj\u00f3nar \u00ed hugb\u00fana\u00f0arpr\u00f3fun &#8211; Sagan<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Hvernig_tolvusjon_er_notud_i_sjalfvirkni_hugbunadarprofunar_%E2%80%93_Nutiminn\" >Hvernig t\u00f6lvusj\u00f3n er notu\u00f0 \u00ed sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar &#8211; N\u00fat\u00edminn<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Nyting_a_tolvusjon_i_hugbunadarprofun_sjalfvirkni_%E2%80%93_Framtidin\" >N\u00fdting \u00e1 t\u00f6lvusj\u00f3n \u00ed hugb\u00fana\u00f0arpr\u00f3fun sj\u00e1lfvirkni &#8211; Framt\u00ed\u00f0in<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Avinningurinn_af_tolvusjon_i_sjalfvirkni_hugbunadarprofunar\" >\u00c1vinningurinn af t\u00f6lvusj\u00f3n \u00ed sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Dregur_ur_blindum_blettum\" >Dregur \u00far blindum blettum<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Hradprofun\" >Hra\u00f0pr\u00f3fun<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Sifellt_batnandi\" >S\u00edfellt batnandi<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Sjalfvirk_GUI_profun\" >Sj\u00e1lfvirk GUI pr\u00f3fun<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Askoranir_tolvusjonar_i_sjalfvirkni_hugbunadarprofunar\" >\u00c1skoranir t\u00f6lvusj\u00f3nar \u00ed sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Had_myndgaedum\" >H\u00e1\u00f0 myndg\u00e6\u00f0um<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Skekkt_nam\" >Skekkt n\u00e1m<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Tolvukostnadur\" >T\u00f6lvukostna\u00f0ur<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Takmarkanir_nuverandi_hugbunadar_sjalfvirkniverkfaera\" >Takmarkanir n\u00faverandi hugb\u00fana\u00f0ar sj\u00e1lfvirkniverkf\u00e6ra<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Hvernig_a_ad_hefja_hugbunadarprofun_med_tolvusyn_lagkodaverkfaeri\" >Hvernig \u00e1 a\u00f0 hefja hugb\u00fana\u00f0arpr\u00f3fun me\u00f0 t\u00f6lvus\u00fdn, l\u00e1gk\u00f3\u00f0averkf\u00e6ri<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Algengar_spurningar\" >Algengar spurningar<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Hvad_er_tolvusjonprof\" >Hva\u00f0 er t\u00f6lvusj\u00f3npr\u00f3f?<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#THarf_tolvusjonprofun_koda\" >\u00dearf t\u00f6lvusj\u00f3npr\u00f3fun k\u00f3\u00f0a?<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Hvada_faerni_tharftu_fyrir_sjalfvirkni_tolvusjonhugbunadarprofunar\" >Hva\u00f0a f\u00e6rni \u00fearftu fyrir sj\u00e1lfvirkni t\u00f6lvusj\u00f3nhugb\u00fana\u00f0arpr\u00f3funar?<\/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\/is\/tolvusjon-er-framtid-sjalfvirkni-hugbunadarprofunar-saga-fortidar-nutidar-og-framtidar\/#Tolvusjonarverkfaeri_fyrir_sjalfvirkni_hugbunadarprofunar\" >T\u00f6lvusj\u00f3narverkf\u00e6ri fyrir sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar<\/a><\/li><\/ul><\/nav><\/div>\n<h2><span class=\"ez-toc-section\" id=\"Hvad_er_tolvusjon\"><\/span>Hva\u00f0 er t\u00f6lvusj\u00f3n?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u00cd einf\u00f6ldustu skilm\u00e1lum felst t\u00f6lvusj\u00f3n \u00ed \u00fev\u00ed a\u00f0 kenna t\u00f6lvu hvernig \u00e1 a\u00f0 sko\u00f0a og t\u00falka myndir r\u00e9tt eins og ma\u00f0ur. \u00deetta er fl\u00f3kin, h\u00e1\u00fer\u00f3u\u00f0 t\u00e6kni sem byggir \u00e1 gervigreind (AI) og v\u00e9lan\u00e1mi.<\/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; web-share\" allowfullscreen><\/iframe><\/p>\n<p>T\u00f6lvusj\u00f3n er anna\u00f0 skref \u00ed \u00e1tt a\u00f0 \u00fev\u00ed a\u00f0 l\u00e1ta t\u00f6lvur sinna mannlegum verkefnum til a\u00f0 b\u00e6ta skilvirkni og minnka villur. \u00deessi \u00feverfaglega n\u00e1lgun gerir t\u00f6lvum kleift a\u00f0 umbreyta myndum \u00ed l\u00e6sileg g\u00f6gn og t\u00falka hvernig uppl\u00fdsingarnar tengjast.<\/p>\n<p>Me\u00f0 \u00fev\u00ed a\u00f0 taka skrefi\u00f0 lengra gefur ferli\u00f0 t\u00f6lvum getu til a\u00f0 lesa atri\u00f0i og m\u00f3ta vi\u00f0eigandi vi\u00f0br\u00f6g\u00f0. T\u00f6lvusj\u00f3n getur til d\u00e6mis hj\u00e1lpa\u00f0 sj\u00e1lfkeyrandi b\u00edlum a\u00f0 \u00feekkja hindranir til a\u00f0 for\u00f0ast \u00e1rekstra e\u00f0a sty\u00f0ja vi\u00f0 <a href=\"https:\/\/www.zaptest.com\/rpa\">v\u00e9lr\u00e6na a\u00f0fer\u00f0a sj\u00e1lfvirkniverkf\u00e6ri<\/a> (RPA) til a\u00f0 skapa skilvirkara vinnufl\u00e6\u00f0i.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Hvernig_virkar_tolvusjon\"><\/span>Hvernig virkar t\u00f6lvusj\u00f3n?<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>T\u00f6lva mun aldrei sj\u00e1 eins og vi\u00f0 vegna \u00feess a\u00f0 t\u00f6lvur skortir augu til a\u00f0 taka \u00e1 m\u00f3ti og \u00fe\u00fd\u00f0a inntak til heilans. \u00deess vegna byggir t\u00f6lvusj\u00f3nt\u00e6kni \u00e1 fl\u00f3kinni sinf\u00f3n\u00edu gagna og reiknirita sem spegla hvernig mannsaugu taka vi\u00f0 myndum og \u00fe\u00fd\u00f0a \u00fe\u00e6r yfir \u00ed heilann.<\/p>\n<p>\u00dea\u00f0 er mikilv\u00e6gt a\u00f0 hafa \u00ed huga a\u00f0 vi\u00f0 skiljum enn ekki alveg hvernig mannsheilinn virkar. Flestir hafa grunnskilning \u00e1 \u00fev\u00ed a\u00f0 augun taka vi\u00f0 uppl\u00fdsingum, \u00fe\u00fd\u00f0a \u00fe\u00e6r og koma skilabo\u00f0unum \u00e1lei\u00f0is til heila okkar. Hins vegar geta taugav\u00edsindamenn sagt \u00fe\u00e9r a\u00f0 sj\u00f3n manna er miklu fl\u00f3knari og a\u00f0 vi\u00f0 h\u00f6fum enn takmarka\u00f0an skilning \u00e1 \u00fev\u00ed hvernig heilinn okkar virkar.<\/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; web-share\" allowfullscreen><\/iframe><\/p>\n<p>\u00deessar takmarkanir \u00e1 skilningi flytjast yfir \u00e1 t\u00f6lvusj\u00f3nverkfr\u00e6\u00f0ing sem reynir a\u00f0 kenna t\u00f6lvu hvernig \u00e1 a\u00f0 sj\u00e1. G\u00f6gnin og reikniritin sem notu\u00f0 eru til a\u00f0 \u00fej\u00e1lfa t\u00f6lvu \u00ed a\u00f0 \u201esj\u00e1\u201c og t\u00falka myndir eru enn takm\u00f6rku\u00f0 af skilningi okkar \u00e1 \u00fev\u00ed hvernig mannleg augu og heili hafa samskipti.<\/p>\n<p>T\u00f6lvusj\u00f3nt\u00e6kni byggir n\u00fa \u00e1 mynstur\u00feekkingu og h\u00e1\u00fer\u00f3a\u00f0ri t\u00e6kni. V\u00e9ln\u00e1m og sn\u00faningstauganet (CNN) gera t\u00f6lvum kleift a\u00f0 brj\u00f3ta ni\u00f0ur myndir, t\u00falka g\u00f6gnin og bera kennsl \u00e1 hluti.<\/p>\n<p>T\u00f6lvusj\u00f3nverkfr\u00e6\u00f0ingar nota v\u00e9lan\u00e1m til a\u00f0 kenna t\u00f6lvum hvernig \u00e1 a\u00f0 flokka myndir me\u00f0 \u00fev\u00ed a\u00f0 \u00fatvega \u00feeim \u00fe\u00fasundir mynda af efni. Hver mynd ber merki og merki sem au\u00f0kenna hva\u00f0 h\u00fan er, eins og b\u00edll e\u00f0a hundur.<\/p>\n<p>CNN eykur v\u00e9lan\u00e1msferlana til a\u00f0 hj\u00e1lpa t\u00f6lvunni a\u00f0 b\u00faa til pixla\u00f0a framsetningu \u00e1 vi\u00f0fangsefninu. Me\u00f0 \u00fev\u00ed a\u00f0 nota punktana og tengda merkimi\u00f0a sp\u00e1ir t\u00f6lvan fyrir um hva\u00f0 vi\u00f0fangsefni\u00f0 er og athugar st\u00f6\u00f0ugt n\u00e1kv\u00e6mni \u00feess \u00fear til h\u00fan gerir samkv\u00e6mar, r\u00e9ttar au\u00f0kenningar.<\/p>\n<p>T\u00f6lvusj\u00f3n n\u00e6r jafnvel til strengja mynda og myndbanda me\u00f0 endurteknu taugakerfi (RNN). Notkun RNN gerir t\u00f6lvum kleift a\u00f0 bera kennsl \u00e1 og tengja margar myndir.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Saga_tolvusjonar\"><\/span>Saga t\u00f6lvusj\u00f3nar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>T\u00f6lvusj\u00f3nt\u00e6kni n\u00e6r aftur til \u00e1rsins 1959 \u00feegar Russell Kirsch skanna\u00f0i mynd af syni s\u00ednum inn \u00ed t\u00f6lvu. L\u00edking ungbarnasonar Kirsch var\u00f0 <a href=\"https:\/\/www.wired.com\/2010\/06\/smoothing-square-pixels\/\">fyrsta stafr\u00e6na myndin<\/a> \u00ed allri sinni korn\u00f3ttu d\u00fdr\u00f0 og h\u00fan hleypti af stokkunum alveg n\u00fdrri grein t\u00f6lvunarfr\u00e6\u00f0i og gervigreindar\u00fer\u00f3unar.<\/p>\n<p>Nokkrum \u00e1rum s\u00ed\u00f0ar skrifa\u00f0i Larry Roberts <a href=\"https:\/\/dspace.mit.edu\/handle\/1721.1\/11589\">doktorsritger\u00f0<\/a> s\u00edna um h\u00e6fileikann til a\u00f0 nota tv\u00edv\u00ed\u00f0ar myndir til a\u00f0 draga \u00fat \u00fer\u00edv\u00ed\u00f0ar uppl\u00fdsingar um fast efni. Verk hans settu stefnuna fyrir \u00e1ratuga framfarir og st\u00e6kku\u00f0u fr\u00e6g\u00f0 hans sem fa\u00f0ir internetsins.<\/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; web-share\" allowfullscreen><\/iframe><\/p>\n<p>\u00de\u00f6kk s\u00e9 \u00feessum fyrstu brautry\u00f0jendum leitu\u00f0u t\u00f6lvuverkfr\u00e6\u00f0ingar um allan heim n\u00fdrra lei\u00f0a til a\u00f0 breyta raunverulegum myndum \u00ed g\u00f6gn sem t\u00f6lva g\u00e6ti \u00feekkt, flokka\u00f0, unni\u00f0 \u00far og brug\u00f0ist vi\u00f0.<\/p>\n<p>\u00c1ri\u00f0 1980 kom n\u00fdcognitron, frum\u00fatg\u00e1fa <a href=\"https:\/\/www.rctn.org\/bruno\/public\/papers\/Fukushima1980.pdf\">Kunihiko Fukushima<\/a> af CNN dagsins \u00ed dag. Snemma \u00e1 t\u00edunda \u00e1ratugnum birtist myndbandseftirlit vi\u00f0 hra\u00f0banka og innan vi\u00f0 \u00e1ratug s\u00ed\u00f0ar afhj\u00fapu\u00f0u v\u00edsindamenn MIT fyrstu <a href=\"https:\/\/dspace.mit.edu\/bitstream\/handle\/1721.1\/7171\/AIM-2001-010.pdf?sequence=2&amp;isAllowed=y\">raunt\u00edma andlitsgreiningarrammana<\/a> .<\/p>\n<p>V\u00edsindamenn, verkfr\u00e6\u00f0ingar og \u00fer\u00f3unara\u00f0ilar t\u00f3ku upp hra\u00f0ann \u00ed \u00e1framhaldandi vi\u00f0leitni til a\u00f0 n\u00e1 fram bestu m\u00f6gulegu t\u00f6lvusj\u00f3nlausnum. Google, Facebook, Apple, Amazon og jafnvel al\u00fej\u00f3\u00f0leg stj\u00f3rnv\u00f6ld t\u00f3ku \u00fe\u00e1tt \u00ed a\u00f0 \u00fer\u00f3a t\u00f6lvusj\u00f3nt\u00e6kni fr\u00e1 andlitsgreiningu til sj\u00e1lfkeyrandi b\u00edla.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Notkun_tolvusjonartaekni\"><\/span>Notkun t\u00f6lvusj\u00f3nart\u00e6kni<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>\u00dea\u00f0 er ekki alltaf au\u00f0velt a\u00f0 sj\u00e1 hin miklu forrit og kosti t\u00e6kninnar fyrr en \u00fe\u00fa tekur skref til baka. \u00de\u00f3 a\u00f0 Larry Roberts g\u00e6ti hafa vita\u00f0 a\u00f0 hugmyndir hans yr\u00f0u jar\u00f0skj\u00e1lftar og breyttu l\u00edfi, s\u00e1 hann l\u00edklega ekki fyrir alla hugsanlega notkun t\u00f6lvusj\u00f3nar.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Andlitsthekking\"><\/span>Andlits\u00feekking<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Kannski er andlitsgreiningin vins\u00e6lasta og umdeildasta notkun t\u00f6lvusj\u00f3nart\u00e6kninnar. Forritin eru n\u00e1nast endalaus og eru allt fr\u00e1 pers\u00f3nulegri notkun til \u00f6ryggisr\u00e1\u00f0stafana.<\/p>\n<ul>\n<li>Facebook notar \u00fea\u00f0 til a\u00f0 hj\u00e1lpa notendum a\u00f0 merkja f\u00f3lk \u00e1 sameiginlegum myndum.<\/li>\n<li>L\u00f6gg\u00e6slustofnanir geta n\u00fdtt s\u00e9r myndbandsstrauma til a\u00f0 bera kennsl \u00e1 gl\u00e6pamenn.<\/li>\n<li>Bankar geta fylgst me\u00f0 hra\u00f0b\u00f6nkum \u00ed raunt\u00edma og greint grunsamlega starfsemi til a\u00f0 auka \u00f6ryggi og \u00f6ryggi.<\/li>\n<li>Einstaklingar geta opna\u00f0 s\u00edmana s\u00edna me\u00f0 \u00fev\u00ed a\u00f0 l\u00edta inn \u00ed myndav\u00e9lina.<\/li>\n<\/ul>\n<p>\u00de\u00f3 a\u00f0 \u00feessi forrit b\u00e6ti skilvirkni og s\u00e9 skynsamleg fyrir flesta, er andlits\u00feekkingart\u00e6kni enn umdeild \u00ed sumum geirum, fyrst og fremst me\u00f0 <a href=\"https:\/\/www.gao.gov\/products\/gao-21-526\">eftirlitsa\u00f0ger\u00f0um stj\u00f3rnvalda<\/a> . \u00de\u00f3 a\u00f0 andlitsgreining geti auki\u00f0 \u00f6ryggi og \u00f6ryggi, \u00fe\u00e1 er kalla\u00f0 eftir m\u00f6rkum og l\u00f6ggj\u00f6f til a\u00f0 vernda fri\u00f0helgi einkal\u00edfsins.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Umferd_akstur_og_bilaidnadur\"><\/span>Umfer\u00f0, akstur og b\u00edlai\u00f0na\u00f0ur<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>T\u00f6lvusj\u00f3n breytti \u00fev\u00ed hvernig vi\u00f0 keyrum og hvernig vi\u00f0 t\u00f6kum \u00e1 umfer\u00f0. \u00dea\u00f0 opna\u00f0i dyr a\u00f0 a\u00f0l\u00f6gunart\u00e6kni til a\u00f0 b\u00e6ta akstursupplifunina og hj\u00e1lpar borgum a\u00f0 draga \u00far umfer\u00f0ar\u00feunga me\u00f0 \u00fev\u00ed a\u00f0 takast \u00e1 vi\u00f0 erfi\u00f0ar g\u00f6tur.<\/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; web-share\" allowfullscreen><\/iframe><\/p>\n<h4><span class=\"ez-toc-section\" id=\"1_Umferdarmynstur_og_studningur_vid_loggaeslu\"><\/span>1. Umfer\u00f0armynstur og stu\u00f0ningur vi\u00f0 l\u00f6gg\u00e6slu<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Loka\u00f0 hringr\u00e1sarsj\u00f3nvarp (CCTV) byggir \u00e1 t\u00f6lvusj\u00f3n til a\u00f0 rekja og flokka \u00f6kut\u00e6ki \u00ed \u00fdmsum tilgangi. Borgir geta ekki a\u00f0eins fylgst me\u00f0 umfer\u00f0, heldur geta \u00fe\u00e6r einnig framkv\u00e6mt umfangsmikla greiningu \u00e1 umfer\u00f0arfl\u00e6\u00f0i til a\u00f0 \u00e1kvar\u00f0a heita sta\u00f0i og lei\u00f0ir til a\u00f0 draga \u00far \u00ferengslum. \u00dea\u00f0 er h\u00e6gt a\u00f0 \u00e1kvar\u00f0a hversu langan t\u00edma \u00fea\u00f0 tekur a\u00f0 fer\u00f0ast um \u00fej\u00f3\u00f0veg og bera kennsl \u00e1 slys.<\/p>\n<p>A\u00f0 auki hj\u00e1lpar t\u00f6lvusj\u00f3nt\u00e6kni l\u00f6gg\u00e6slu til a\u00f0 gera g\u00f6tur \u00f6ruggari og reyna a\u00f0 draga \u00far slysum. Myndav\u00e9larnar geta bori\u00f0 kennsl \u00e1 hra\u00f0akstur b\u00edla og gert l\u00f6greglum\u00f6nnum vi\u00f0vart um \u00f6nnur hreyfanleg brot. \u00dea\u00f0 er l\u00edka h\u00e6gt a\u00f0 fylgjast me\u00f0 heg\u00f0un \u00f6kumanns, eins og annars hugar akstur og hvort \u00feeir noti \u00f6ryggisbelti e\u00f0a ekki.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"2_Bilastaedaeftirlit\"><\/span>2. B\u00edlast\u00e6\u00f0aeftirlit<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>Ef \u00fe\u00fa hefur einhvern t\u00edma komi\u00f0 inn \u00ed b\u00edlast\u00e6\u00f0ah\u00fas og keyrt um \u00ed hringi a\u00f0eins til a\u00f0 uppg\u00f6tva a\u00f0 l\u00f3\u00f0in er full, getur\u00f0u meti\u00f0 kosti t\u00f6lvusj\u00f3nar fyrir b\u00edlast\u00e6\u00f0aeftirlit. Myndav\u00e9lar geta bori\u00f0 kennsl \u00e1 opna bletti og sent aftur \u00ed t\u00f6lvu \u00feegar l\u00f3\u00f0in er full. Skilti vi\u00f0 innganginn geta gert \u00f6kum\u00f6nnum vi\u00f0vart um fullan hlut og for\u00f0ast h\u00f6fu\u00f0verk fyrir alla.<\/p>\n<p>A\u00f0 auki geta l\u00f3\u00f0ir sem borga fyrir b\u00edlast\u00e6\u00f0i fylgst me\u00f0 n\u00famerapl\u00f6tum og einst\u00f6kum st\u00f6\u00f0um til a\u00f0 \u00e1kvar\u00f0a hversu lengi b\u00edll er skr\u00e1\u00f0ur. L\u00f3\u00f0aeigendur geta dregi\u00f0 \u00far tapi og fylgst me\u00f0 fj\u00e1rfestingum s\u00ednum.<\/p>\n<h4><span class=\"ez-toc-section\" id=\"3_Sjalfkeyrandi_okutaeki\"><\/span>3. Sj\u00e1lfkeyrandi \u00f6kut\u00e6ki<span class=\"ez-toc-section-end\"><\/span><\/h4>\n<p>\u00dea\u00f0 er ekki au\u00f0velt a\u00f0 finna b\u00edl \u00e1n einhvers konar t\u00f6lvusj\u00f3nart\u00e6kni. Flest n\u00fd \u00f6kut\u00e6ki eru me\u00f0 m\u00f6rg forrit sem taka mikla getg\u00e1tu vi\u00f0 akstur, eins og sj\u00e1lfvirkt b\u00edlast\u00e6\u00f0i og hra\u00f0astilli.<\/p>\n<p>\u00de\u00f3 \u00feetta s\u00e9 tilt\u00f6lulega n\u00fd t\u00e6kni, hafa sj\u00e1lfkeyrandi b\u00edlar veri\u00f0 \u00ed vinnslu \u00ed \u00e1ratugi. <a href=\"https:\/\/www.epa.gov\/greenvehicles\/self-driving-vehicles\">Sj\u00e1lfkeyrandi b\u00edlar<\/a> eru ekki lengur d\u00e6mdir \u00ed v\u00edsindask\u00e1lds\u00f6gumyndir. \u00der\u00e1tt fyrir a\u00f0 flestir b\u00edlar teljist ekki fullkomlega sj\u00e1lfkn\u00fanir, \u00fe\u00e1 eru nokkrir sem \u00feurfa ekki mannlegan \u00f6kumann nema a\u00f0st\u00e6\u00f0ur fari yfir getu b\u00edlsins, eins og umfer\u00f0arteppur.<\/p>\n<p>Sj\u00e1lfkeyrandi \u00f6kut\u00e6ki rei\u00f0a sig \u00e1 margs konar t\u00f6lvusj\u00f3nt\u00e6kni til a\u00f0 virka \u00e1n \u00feess a\u00f0 mannlegur \u00f6kuma\u00f0ur hafi stj\u00f3rn \u00e1 \u00feeim. H\u00e6stu \u00f6kut\u00e6kin b\u00faa yfir n\u00e6gum myndav\u00e9lum og g\u00f6gnum til a\u00f0 stj\u00f3rna g\u00f6tum \u00e1 \u00f6ruggan h\u00e1tt \u00fe\u00f6kk s\u00e9 h\u00e1\u00fer\u00f3a\u00f0ri greiningu gangandi vegfarenda, greiningu umfer\u00f0armerkja, for\u00f0ast \u00e1rekstra og eftirlit me\u00f0 \u00e1standi vegar.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Heilbrigdisidnadur\"><\/span>Heilbrig\u00f0isi\u00f0na\u00f0ur<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Heilbrig\u00f0isi\u00f0na\u00f0urinn er enn \u00ed fremstu r\u00f6\u00f0 \u00ed flestum t\u00e6kniframf\u00f6rum \u00fear sem vi\u00f0 leitum lei\u00f0a til a\u00f0 lifa lengur og l\u00ed\u00f0a heilbrig\u00f0ari. \u00dea\u00f0 kemur ekki \u00e1 \u00f3vart a\u00f0 heilbrig\u00f0isi\u00f0na\u00f0urinn hafi teki\u00f0 t\u00f6lvusj\u00f3n til krabbameinsgreiningar, frumuflokkun til a\u00f0 bera kennsl \u00e1 sj\u00fakd\u00f3ma og n\u00fa s\u00ed\u00f0ast COVID-greiningu.<\/p>\n<p>T\u00e6knimenn geta einnig nota\u00f0 t\u00f6lvusj\u00f3n til a\u00f0 greina hreyfingar til a\u00f0 greina hugsanlega tauga- og sto\u00f0kerfissj\u00fakd\u00f3ma. \u00dea\u00f0 er gagnlegt fyrir endurh\u00e6fingu, me\u00f0fer\u00f0 og \u00e6fingarstu\u00f0ning fyrir \u00fe\u00e1 sem eru a\u00f0 jafna sig af mei\u00f0slum me\u00f0 \u00fev\u00ed a\u00f0 meta hreyfingar og s\u00fdna \u00e6fingar. Me\u00f0h\u00f6ndlunarheimildir geta sent sj\u00fakling heim e\u00f0a til a\u00f0sto\u00f0ar me\u00f0 myndb\u00f6ndum sem lei\u00f0beina r\u00e9ttum hreyfingum til a\u00f0 koma \u00ed veg fyrir frekari mei\u00f0sli og fl\u00fdta fyrir bata \u00e1 \u00f6ruggan h\u00e1tt.<\/p>\n<p>Ennfremur er f\u00e6rni\u00fej\u00e1lfun eitt af helstu n\u00fdjum forritum fyrir t\u00f6lvusj\u00f3n \u00ed l\u00e6knisfr\u00e6\u00f0i. \u00cdb\u00faar, l\u00e6knar og skur\u00f0l\u00e6knar geta fari\u00f0 \u00ed l\u00e6knisfr\u00e6\u00f0ilega f\u00e6rni\u00fej\u00e1lfun \u00ed gegnum s\u00fdndarvettvang sem gerir \u00feeim kleift a\u00f0 l\u00edkja eftir skur\u00f0a\u00f0ger\u00f0um og a\u00f0ger\u00f0um \u00e1 \u00f6ruggan h\u00e1tt \u00e1\u00f0ur en fari\u00f0 er \u00ed raunveruleikatilvik.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Smasoluadstod\"><\/span>Sm\u00e1s\u00f6lua\u00f0sto\u00f0<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Sj\u00e1lfvirkni t\u00f6lvusj\u00f3narhugb\u00fana\u00f0ar sty\u00f0ur verslanir me\u00f0 \u00fev\u00ed a\u00f0 fylgjast me\u00f0 vi\u00f0skiptavinum til a\u00f0 telja umfer\u00f0 \u00ed gegnum verslanirnar. Eftirlits\u00fer\u00f3un gerir verslunum kleift a\u00f0 starfsf\u00f3lk \u00ed samr\u00e6mi vi\u00f0 \u00fea\u00f0, en \u00fea\u00f0 hj\u00e1lpar einnig tj\u00f3nav\u00f6rnum a\u00f0 fylgjast me\u00f0 lausag\u00f6ngum\u00f6nnum og mi\u00f0a vi\u00f0 \u00fej\u00f3fna\u00f0.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Landbunadarumsoknir\"><\/span>Landb\u00fana\u00f0arums\u00f3knir<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>B\u00e6ndur me\u00f0 umfangsmikla starfsemi geta hagr\u00e6tt m\u00e1lum s\u00ednum me\u00f0 t\u00f6lvusj\u00f3nhugb\u00fana\u00f0i sem fylgist me\u00f0 d\u00fdrum og r\u00e6ktun. \u00dea\u00f0 er au\u00f0veldara a\u00f0 greina skord\u00fdrasmit og sj\u00fakd\u00f3msuppkomu snemma, fylgjast me\u00f0 uppskeru og h\u00e1marka h\u00f3pinn \u00feinn. B\u00e6ndur sem vinna vi\u00f0 starfsmannaskort geta gert \u00fdmsar a\u00f0ger\u00f0ir sj\u00e1lfvirkar, \u00fear \u00e1 me\u00f0al uppskeru, illgresi og s\u00e1ningu.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Framleidslusjalfvirkni\"><\/span>Framlei\u00f0slusj\u00e1lfvirkni<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Framlei\u00f0sla g\u00e6ti veri\u00f0 einn besti kosturinn til a\u00f0 n\u00fdta sj\u00e1lfvirkni og t\u00f6lvus\u00fdn. \u00dea\u00f0 er n\u00e6sta skref \u00ed <a href=\"https:\/\/www.zaptest.com\/hyperautomation\">ofsj\u00e1lfvirkni<\/a> \u00fear sem framlei\u00f0sluteymi sam\u00fe\u00e6tta t\u00f6lvusj\u00f3nhugb\u00fana\u00f0 til a\u00f0 auka allt fr\u00e1 framlei\u00f0slu til g\u00e6\u00f0aeftirlits.<\/p>\n<ul>\n<li>B\u00e6ttu framlei\u00f0nigreiningar me\u00f0 andlitsgreiningu til a\u00f0 meta einstaka notkun t\u00edma og fj\u00e1rmagns til a\u00f0 b\u00faa til skilvirkari ferla.<\/li>\n<li>N\u00fdttu t\u00f6lvusj\u00f3nhugb\u00fana\u00f0 til a\u00f0 sko\u00f0a b\u00fana\u00f0 sj\u00f3nr\u00e6nt til a\u00f0 greina vandam\u00e1l fyrr, sem getur dregi\u00f0 \u00far ni\u00f0ur \u00ed mi\u00f0b\u00e6 og vi\u00f0ger\u00f0arkostna\u00f0. \u00dea\u00f0 getur einnig greint veika punkta \u00ed pers\u00f3nuhl\u00edfum (PPE).<\/li>\n<li>G\u00e6\u00f0atryggingateymi geta nota\u00f0 sj\u00e1lfvirkni t\u00f6lvusj\u00f3narhugb\u00fana\u00f0ar til a\u00f0 meta og bera saman v\u00f6rur til a\u00f0 \u00fatr\u00fdma g\u00f6llu\u00f0um \u00edhlutum e\u00f0a finna hluti sem \u00fearfnast vi\u00f0ger\u00f0ar \u00e1\u00f0ur en \u00feeir eru sendir \u00fat.<\/li>\n<\/ul>\n<p>A\u00f0 auki geta fyrirt\u00e6ki b\u00fai\u00f0 til f\u00e6rni\u00fej\u00e1lfunareiningar og mat me\u00f0 s\u00fdndarb\u00fana\u00f0i og t\u00f6lvusj\u00f3nhugb\u00fana\u00f0i. Starfsmenn geta l\u00e6rt n\u00fdja f\u00e6rni og auki\u00f0 n\u00faverandi h\u00e6fileika til a\u00f0 b\u00e6ta \u00e1rangur og skilvirkni \u00e1n \u00feess a\u00f0 f\u00f3rna neinni v\u00f6ru.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Tolvusyn_i_sjalfvirkni_hugbunadarprofunar_%E2%80%93_Saga_um_fortid_nutid_og_framtid\"><\/span>T\u00f6lvus\u00fdn \u00ed sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar &#8211; Saga um fort\u00ed\u00f0, n\u00fat\u00ed\u00f0 og framt\u00ed\u00f0<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Flestar atvinnugreinar nj\u00f3ta g\u00f3\u00f0s af t\u00f6lvusj\u00f3nt\u00e6kni, en n\u00e6sta stig er a\u00f0 fa\u00f0ma <a href=\"https:\/\/www.zaptest.com\/?page_id=4060\">t\u00f6lvusj\u00f3narverkf\u00e6ri fyrir sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar<\/a> . A\u00f0 nota t\u00f6lvusj\u00f3nhugb\u00fana\u00f0 til a\u00f0 pr\u00f3fa sj\u00e1lfvirkni er ekki n\u00fdtt hugtak, en \u00fea\u00f0 er langt fr\u00e1 fyrstu tilraunum.<\/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=\"t\u00f6lvusj\u00f3n fyrir hugb\u00fana\u00f0arpr\u00f3fun\" width=\"549\" height=\"686\"><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"THroun_tolvusjonar_i_hugbunadarprofun_%E2%80%93_Sagan\"><\/span>\u00der\u00f3un t\u00f6lvusj\u00f3nar \u00ed hugb\u00fana\u00f0arpr\u00f3fun &#8211; Sagan<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Pr\u00f3funarhugb\u00fana\u00f0ur var til strax \u00e1 \u00e1ttunda \u00e1ratugnum en kraf\u00f0ist verulegs \u00e1taks til a\u00f0 koma honum \u00ed gang \u00e1 sta\u00f0num. \u00c1n internetsins \u00feurftu hugb\u00fana\u00f0ar\u00fer\u00f3unarfyrirt\u00e6ki a\u00f0 k\u00f3\u00f0a og senda einst\u00f6k pr\u00f3f til hvers vi\u00f0skiptavinar.<\/p>\n<p>Fyrstu endurtekningarnar \u00e1 sj\u00e1lfvirkum pr\u00f3funarhugb\u00fana\u00f0i kr\u00f6f\u00f0ust t\u00ed\u00f0ar uppf\u00e6rslur og of einf\u00f6ldu\u00f0u kerfin g\u00e1tu ekki tekist \u00e1 vi\u00f0 fl\u00f3kin verkefni. Ennfremur voru nokkur vandam\u00e1l me\u00f0 \u00f3samr\u00fdmanleika og mannleg mist\u00f6k.<\/p>\n<p><a href=\"https:\/\/www.zaptest.com\/is\">Sj\u00e1lfvirk pr\u00f3fun<\/a> var minna skilvirk og t\u00edmafrekari en handvirk pr\u00f3fun \u00ed nokkra \u00e1ratugi. \u00dea\u00f0 \u00feurfti umtalsver\u00f0an \u00e1vinning og framfarir \u00ed t\u00e6kni til a\u00f0 skila hagkv\u00e6mum v\u00f6rum og opna \u00e1vinninginn af sj\u00e1lfvirkum pr\u00f3funarhugb\u00fana\u00f0i, \u00fear \u00e1 me\u00f0al t\u00f6lvusj\u00f3n.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Hvernig_tolvusjon_er_notud_i_sjalfvirkni_hugbunadarprofunar_%E2%80%93_Nutiminn\"><\/span>Hvernig t\u00f6lvusj\u00f3n er notu\u00f0 \u00ed sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar &#8211; N\u00fat\u00edminn<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p><a href=\"https:\/\/www.zaptest.com\/is\/heildarleidbeiningar-um-sjalfvirkni-hugbunadarprofunar\">\u00der\u00f3un sj\u00e1lfvirks pr\u00f3funarhugb\u00fana\u00f0ar<\/a> breyttist verulega \u00fe\u00f6kk s\u00e9 framf\u00f6rum \u00ed t\u00f6lvusj\u00f3nt\u00e6kni. Myndflokkun, uppg\u00f6tvun og rakning hluta og efnisbundin myndheims\u00f3kn gj\u00f6rbylti sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funarferlisins.<\/p>\n<p>\u00cd dag n\u00fdta fyrirt\u00e6ki og stj\u00f3rnv\u00f6ld t\u00f6lvusj\u00f3npr\u00f3funart\u00e6ki fyrir hugb\u00fana\u00f0ar\u00fer\u00f3un og sj\u00e1lfvirkni til a\u00f0 auka skilvirkni og framlei\u00f0ni. \u00dea\u00f0 er mikilv\u00e6gt skref \u00ed ofsj\u00e1lfvirkni og hagr\u00e6\u00f0ingarferlum til a\u00f0 styrkja botninn og h\u00e1marka framlei\u00f0sluna \u00e1n \u00feess a\u00f0 sker\u00f0a g\u00e6\u00f0i.<\/p>\n<h3><\/h3>\n<h3><span class=\"ez-toc-section\" id=\"Nyting_a_tolvusjon_i_hugbunadarprofun_sjalfvirkni_%E2%80%93_Framtidin\"><\/span>N\u00fdting \u00e1 t\u00f6lvusj\u00f3n \u00ed hugb\u00fana\u00f0arpr\u00f3fun sj\u00e1lfvirkni &#8211; Framt\u00ed\u00f0in<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>I\u00f0na\u00f0arsp\u00e1r varpa lj\u00f3si \u00e1 v\u00f6xt v\u00e9lan\u00e1ms og st\u00e6kkun CNN til a\u00f0 gera sj\u00e1lfvirkt meira vinnu\u00e1lag og f\u00ednstilla n\u00faverandi ferla. \u00dea\u00f0 er l\u00edklegt a\u00f0 vi\u00f0 munum sj\u00e1 fleiri sk\u00fdjatengda \u00fej\u00f3nustu og aukna notkun \u00e1 dr\u00f3num og fars\u00edmum til a\u00f0 gera f\u00f3lki kleift a\u00f0 vinna hvar sem er \u00ed heiminum.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Avinningurinn_af_tolvusjon_i_sjalfvirkni_hugbunadarprofunar\"><\/span>\u00c1vinningurinn af t\u00f6lvusj\u00f3n \u00ed sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar<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=\"G\u00e1tlisti fyrir hugb\u00fana\u00f0arpr\u00f3fanir\" width=\"575\" height=\"383\"><\/p>\n<p>Ekki er h\u00e6gt a\u00f0 ofmeta kosti t\u00f6lvusj\u00f3nart\u00e6kja \u00ed <a href=\"https:\/\/www.zaptest.com\/is\/hvad-er-sjalfvirkni-prof-ekkert-hrognamal-einfold-leidarvisir\">hugb\u00fana\u00f0arpr\u00f3fun<\/a> , en \u00fea\u00f0 er \u00f3m\u00f6gulegt a\u00f0 \u00fatsk\u00fdra \u00f6ll m\u00f6guleg fr\u00ed\u00f0indi. Samt sem \u00e1\u00f0ur geta sumir af helstu kostunum leitt til \u00f3tr\u00falegs vaxtar og framlei\u00f0nibreytinga.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Dregur_ur_blindum_blettum\"><\/span>Dregur \u00far blindum blettum<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Einn helsti \u00e1vinningur t\u00f6lvusj\u00f3nart\u00e6kja vi\u00f0 hugb\u00fana\u00f0arpr\u00f3fun er h\u00e6fileikinn til a\u00f0 draga \u00far blindum blettum \u00ed n\u00faverandi ferlum. A\u00f0 b\u00e6ta n\u00faverandi sj\u00e1lfvirknipr\u00f3funart\u00e6ki me\u00f0 t\u00f6lvusj\u00f3nhugb\u00fana\u00f0i hj\u00e1lpar til vi\u00f0 a\u00f0 stilla v\u00e9lar inn \u00ed r\u00fdmi og fylla \u00ed ey\u00f0ur. Sj\u00e1lfvirkni t\u00f6lvusj\u00f3narhugb\u00fana\u00f0ar sty\u00f0ur kerfi me\u00f0 \u00fev\u00ed a\u00f0 fylla \u00fat ey\u00f0urnar \u00ed kringum g\u00f6gn til a\u00f0 festa uppl\u00fdsingarnar sem berast og m\u00f3ta heildst\u00e6\u00f0ari mynd.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hradprofun\"><\/span>Hra\u00f0pr\u00f3fun<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Hra\u00f0ari pr\u00f3fun er annar b\u00f3nus fyrir a\u00f0 taka \u00fe\u00e1tt \u00ed pr\u00f3fun t\u00f6lvusj\u00f3nar \u00ed hugb\u00fana\u00f0arverkfr\u00e6\u00f0i. A\u00f0 nota t\u00f6lvusj\u00f3n \u00fe\u00fd\u00f0ir a\u00f0 teymi\u00f0 \u00feitt \u00fearf ekki a\u00f0 ey\u00f0a d\u00fdrm\u00e6tum t\u00edma \u00ed a\u00f0 b\u00faa til g\u00f6gn fyrir \u00f3hef\u00f0bundnar stillingar e\u00f0a v\u00f6rur. T\u00f6lvan getur laga\u00f0 sig a\u00f0 breytingunum \u00fat fr\u00e1 skj\u00e1num og myndum sem h\u00fan f\u00e6r.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Sifellt_batnandi\"><\/span>S\u00edfellt batnandi<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Eins og flestar t\u00e6kniframfarir eru t\u00f6lvusj\u00f3npr\u00f3funart\u00e6ki fyrir hugb\u00fana\u00f0ar\u00fer\u00f3un enn \u00ed gangi \u00fear sem forritarar betrumb\u00e6ta og auka getu s\u00edna. Notkun t\u00f6lvusj\u00f3narhugb\u00fana\u00f0ar til a\u00f0 pr\u00f3fa sj\u00e1lfvirkni ver\u00f0ur \u00e1fram \u00ed fararbroddi flestra atvinnugreina um \u00f3komin \u00e1r \u00fear sem svigr\u00fam til vaxtar er \u00f3t\u00edmabundi\u00f0.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Sjalfvirk_GUI_profun\"><\/span><a href=\"https:\/\/www.zaptest.com\/ui-testing-automation\">Sj\u00e1lfvirk GUI pr\u00f3fun<\/a><span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u00dea\u00f0 er ekki au\u00f0velt a\u00f0 finna menn til a\u00f0 kl\u00e1ra hversdagsleg verkefni \u00e1 \u00e1rei\u00f0anlegan h\u00e1tt \u00ed hva\u00f0a atvinnugrein sem er, svo a\u00f0 finna lei\u00f0ir til a\u00f0 gera sj\u00e1lfvirkan \u00feessa lei\u00f0inlegu ferla bjargar \u00f6llum. Bestu t\u00f6lvusj\u00f3nart\u00e6kin fyrir sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar geta stj\u00f3rna\u00f0 \u00feessum verkefnum, spara\u00f0 fyrirt\u00e6kjum t\u00edma og peninga \u00e1 sama t\u00edma og dregi\u00f0 \u00far \u00e1lagi \u00e1 starfsmenn.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Askoranir_tolvusjonar_i_sjalfvirkni_hugbunadarprofunar\"><\/span>\u00c1skoranir t\u00f6lvusj\u00f3nar \u00ed sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Notkun t\u00f6lvusj\u00f3narhugb\u00fana\u00f0ar til a\u00f0 pr\u00f3fa sj\u00e1lfvirkni er ekki fullkomin og \u00fea\u00f0 eru nokkrir athyglisver\u00f0ir gallar sem \u00fearf a\u00f0 hafa \u00ed huga.<\/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=\"skorar \u00e1 \u00e1lagspr\u00f3fanir\" width=\"611\" height=\"407\"><\/p>\n<h3><span class=\"ez-toc-section\" id=\"Had_myndgaedum\"><\/span>H\u00e1\u00f0 myndg\u00e6\u00f0um<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>\u00dea\u00f0 er ekkert leyndarm\u00e1l a\u00f0 l\u00e9leg myndg\u00e6\u00f0i geta skila\u00f0 neikv\u00e6\u00f0um \u00e1rangri, en hva\u00f0 me\u00f0 breytileg birtuskilyr\u00f0i e\u00f0a \u00f3samr\u00e6mi stefnu? \u00de\u00f3 a\u00f0 augu okkar a\u00f0lagast l\u00famskum breytingum \u00e1 l\u00fdsingu, gerir t\u00f6lvusj\u00f3nhugb\u00fana\u00f0ur \u00fea\u00f0 ekki. Jafnvel bestu t\u00f6lvusj\u00f3nart\u00e6kin fyrir sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar geta ekki endurteki\u00f0 mannsauga\u00f0 fullkomlega.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Skekkt_nam\"><\/span>Skekkt n\u00e1m<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Sumar greinar hafa takmarka\u00f0an a\u00f0gang a\u00f0 g\u00e6\u00f0ag\u00f6gnum sem nau\u00f0synleg eru til a\u00f0 n\u00e1 markmi\u00f0um s\u00ednum. Til d\u00e6mis g\u00e6ti heilsug\u00e6slusvi\u00f0 vanta\u00f0 h\u00e1g\u00e6\u00f0a myndb\u00f6nd og myndir til a\u00f0 b\u00faa til raunh\u00e6f s\u00fdndarr\u00fdmi til \u00e6finga. \u00dea\u00f0 er ekki alltaf au\u00f0velt a\u00f0 fylla \u00ed ey\u00f0urnar e\u00f0a b\u00faa til n\u00e6gjanleg gagnas\u00f6fn.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Tolvukostnadur\"><\/span>T\u00f6lvukostna\u00f0ur<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Milli nau\u00f0synlegs v\u00e9lb\u00fana\u00f0ar og notkunar f\u00e6rra t\u00f6lvusj\u00f3nverkfr\u00e6\u00f0inga er kostna\u00f0ur vi\u00f0 a\u00f0 setja upp t\u00f6lvusj\u00f3nhugb\u00fana\u00f0 til a\u00f0 pr\u00f3fa sj\u00e1lfvirkni. Vanmat \u00e1 kostna\u00f0i lei\u00f0ir til \u00f3n\u00e1kv\u00e6mra gagna og undirm\u00e1lsskila.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Takmarkanir_nuverandi_hugbunadar_sjalfvirkniverkfaera\"><\/span>Takmarkanir n\u00faverandi hugb\u00fana\u00f0ar sj\u00e1lfvirkniverkf\u00e6ra<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>N\u00faverandi sj\u00e1lfvirkniverkf\u00e6ri hugb\u00fana\u00f0ar hafa me\u00f0f\u00e6ddar takmarkanir sem hafa \u00e1hrif \u00e1 heildar\u00fatkomuna. \u00de\u00f3 a\u00f0 \u00fea\u00f0 s\u00e9u \u00e1berandi kostir fram yfir handvirkar pr\u00f3fanir, \u00fe\u00e1 er \u00f3framkv\u00e6manlegt a\u00f0 horfa framhj\u00e1 g\u00f6llunum.<\/p>\n<ul>\n<li>N\u00faverandi sj\u00e1lfvirkniverkf\u00e6ri geta a\u00f0eins sko\u00f0a\u00f0 \u00fea\u00f0 sem \u00feeir vita, sem \u00fe\u00fd\u00f0ir a\u00f0 ef \u00fe\u00fa hefur ekki veitt g\u00f6gnin geta \u00feau ekki athuga\u00f0 utana\u00f0komandi f\u00e6ribreytur.<\/li>\n<li>\u00deegar \u00fea\u00f0 er komi\u00f0 \u00ed gang getur\u00f0u spara\u00f0 mikinn t\u00edma en \u00fea\u00f0 tekur sm\u00e1 t\u00edma a\u00f0 koma kerfinu \u00ed gang.<\/li>\n<li>\u00dea\u00f0 er ekki \u00f3d\u00fdrt. A\u00f0 nota sj\u00e1lfvirkni hugb\u00fana\u00f0arverkf\u00e6ri kostar sitt og er umtalsver\u00f0 fj\u00e1rfesting, en h\u00fan borgar sig \u00feegar til lengri t\u00edma er liti\u00f0.<\/li>\n<li>B\u00faast vi\u00f0 st\u00f6\u00f0ugu vi\u00f0haldi k\u00f3\u00f0a til a\u00f0 tryggja n\u00e1kv\u00e6mar ni\u00f0urst\u00f6\u00f0ur.<\/li>\n<\/ul>\n<p>A\u00f0 lokum eru hugb\u00fana\u00f0ar sj\u00e1lfvirkniverkf\u00e6ri mj\u00f6g eins og <a href=\"https:\/\/www.zaptest.com\/is\/heildarleidbeiningar-um-sjalfvirkni-velfaeraferla-rpa\">Robotic Process Automation<\/a> (RPA) vegna \u00feess a\u00f0 \u00feau \u00fatr\u00fdma mannlegri snertingu. Li\u00f0in missa ver\u00f0m\u00e6ta, h\u00e6fa starfsmenn vegna \u00feess a\u00f0 \u00feegar \u00feeir skipta yfir \u00ed sj\u00e1lfvirk verkf\u00e6ri. Auk \u00feess geta t\u00f6lvur ekki hugsa\u00f0 e\u00f0a brug\u00f0ist eins og f\u00f3lk, sem getur veri\u00f0 b\u00f3nus og galli.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Hvernig_a_ad_hefja_hugbunadarprofun_med_tolvusyn_lagkodaverkfaeri\"><\/span>Hvernig \u00e1 a\u00f0 hefja hugb\u00fana\u00f0arpr\u00f3fun me\u00f0 t\u00f6lvus\u00fdn, l\u00e1gk\u00f3\u00f0averkf\u00e6ri<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=\"Algengar spurningar um virknipr\u00f3fun sj\u00e1lfvirkni\" 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>A\u00f0 hefja hva\u00f0a verkefni sem er getur virst yfir\u00feyrmandi, s\u00e9rstaklega ef \u00fea\u00f0 felur \u00ed s\u00e9r fl\u00f3kna t\u00e6kni. Sem betur fer er einn af kostunum vi\u00f0 t\u00f6lvusj\u00f3narverkf\u00e6ri \u00ed hugb\u00fana\u00f0arpr\u00f3fun a\u00f0 h\u00e6fir verkfr\u00e6\u00f0ingar vinna flest verkin svo a\u00f0 \u00fe\u00fa \u00fearft ekki a\u00f0 l\u00e6ra umfangsmikinn k\u00f3\u00f0a e\u00f0a t\u00e6knikunn\u00e1ttu til a\u00f0 nota hann.<\/p>\n<p>ZAPTEST hugb\u00fana\u00f0ur byggir \u00e1 innbygg\u00f0um eiginleikum sem skila litlum k\u00f3\u00f0a t\u00f3li til a\u00f0 m\u00e6ta \u00fe\u00f6rfum \u00fe\u00ednum. B\u00f3ka\u00f0u kynningu og l\u00e6r\u00f0u hvernig ZAPTEST getur b\u00e6tt \u00e1rangur \u00feinn me\u00f0 einhli\u00f0a hugb\u00fana\u00f0arpr\u00f3funar\u00fej\u00f3nustu okkar og s\u00e9rh\u00e6f\u00f0u teymi s\u00e9rfr\u00e6\u00f0inga.<\/p>\n<h2><span class=\"ez-toc-section\" id=\"Algengar_spurningar\"><\/span>Algengar spurningar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>Hefur \u00fe\u00fa enn spurningar um notkun t\u00f6lvusj\u00f3nar og sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar? \u00deessar algengu spurningar og sv\u00f6r g\u00e6tu sk\u00fdrt hlutina upp.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hvad_er_tolvusjonprof\"><\/span>Hva\u00f0 er t\u00f6lvusj\u00f3npr\u00f3f?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>T\u00f6lvusj\u00f3npr\u00f3fun reynir \u00e1 kerfi a\u00f0 \u00e1kvar\u00f0a n\u00e1kv\u00e6mni \u00feeirra vi\u00f0 a\u00f0 bera kennsl \u00e1, flokka og jafnvel breg\u00f0ast vi\u00f0 myndum af einstaklingum. \u00dea\u00f0 setur grunn til a\u00f0 nota t\u00f6lvusj\u00f3npr\u00f3funart\u00e6ki fyrir hugb\u00fana\u00f0ar\u00fer\u00f3un og \u00f6nnur sj\u00e1lfvirkniverkefni.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"THarf_tolvusjonprofun_koda\"><\/span>\u00dearf t\u00f6lvusj\u00f3npr\u00f3fun k\u00f3\u00f0a?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>J\u00e1 og nei. V\u00e9ln\u00e1m \u00fe\u00fd\u00f0ir a\u00f0 hugb\u00fana\u00f0arverkfr\u00e6\u00f0ingar \u00feurfa ekki a\u00f0 k\u00f3\u00f0a allt handvirkt vegna \u00feess a\u00f0 \u00feeir geta nota\u00f0 n\u00faverandi eiginleika og reiknirit. Hins vegar er enn \u00fe\u00e1ttur \u00ed k\u00f3\u00f0un sem kemur vi\u00f0 s\u00f6gu \u00e1 hverju stigi.<\/p>\n<h3><span class=\"ez-toc-section\" id=\"Hvada_faerni_tharftu_fyrir_sjalfvirkni_tolvusjonhugbunadarprofunar\"><\/span>Hva\u00f0a f\u00e6rni \u00fearftu fyrir sj\u00e1lfvirkni t\u00f6lvusj\u00f3nhugb\u00fana\u00f0arpr\u00f3funar?<span class=\"ez-toc-section-end\"><\/span><\/h3>\n<p>Jafnvel bestu t\u00f6lvusj\u00f3nart\u00e6kin fyrir sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar krefjast \u00fej\u00e1lfa\u00f0s forritara e\u00f0a verkfr\u00e6\u00f0ings \u00ed upphafi. \u00de\u00fa \u00fearft einhvern me\u00f0 v\u00ed\u00f0t\u00e6kan k\u00f3\u00f0unarbakgrunn og skilning \u00e1 DevOps a\u00f0fer\u00f0um til a\u00f0 koma kerfinu \u00e1 f\u00f3t og koma \u00f6llu \u00e1 neti\u00f0. Venjulega myndir \u00fe\u00fa nota h\u00e1\u00fer\u00f3a\u00f0a st\u00e6r\u00f0fr\u00e6\u00f0ikunn\u00e1ttu, t\u00f6lfr\u00e6\u00f0i, myndvinnslu og mynstur\u00feekkingarh\u00e6fileika.<\/p>\n<h2><\/h2>\n<h2><span class=\"ez-toc-section\" id=\"Tolvusjonarverkfaeri_fyrir_sjalfvirkni_hugbunadarprofunar\"><\/span>T\u00f6lvusj\u00f3narverkf\u00e6ri fyrir sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar<span class=\"ez-toc-section-end\"><\/span><\/h2>\n<p>T\u00f6lvusj\u00f3npr\u00f3funart\u00e6ki geta b\u00e6tt skilvirkni og framlei\u00f0ni, en \u00fea\u00f0 \u00fearf h\u00e1g\u00e6\u00f0a v\u00f6ru til a\u00f0 skila. ZAPTEST er lei\u00f0andi end-to-end t\u00f6lvusj\u00f3n hugb\u00fana\u00f0arbundi\u00f0 sj\u00e1lfvirknipr\u00f3funart\u00e6ki me\u00f0 sanna\u00f0an \u00e1rangur og sterka afrekaskr\u00e1.<\/p>\n<p>Me\u00f0 \u00fev\u00ed a\u00f0 nota Computer Vision t\u00e6kni \u00ed ZAP Object Engine (ZOE) geta notendur b\u00fai\u00f0 til sj\u00e1lfvirkni \u00ed hva\u00f0a stafr\u00e6nu vi\u00f0m\u00f3ti sem er, \u00fear me\u00f0 tali\u00f0 lifandi forrit og myndb\u00f6nd, og jafnvel b\u00fai\u00f0 til forskriftir \u00far mock-ups. Tegund H\u00cd t\u00e6kni undir sj\u00e1lfvirkni er ekki lengur spurning. Vi\u00f0 segjum hj\u00e1 ZAP: \u201eEf \u00fe\u00fa getur framkv\u00e6mt m\u00e1lsme\u00f0fer\u00f0 \u00ed gegnum forriti\u00f0 \u00feitt handvirkt, getur ZAPTEST sj\u00e1lfvirkt \u00fea\u00f0 ASIS \u00e1n nokkurra takmarkana.<\/p>\n<p>Vi\u00f0 notum h\u00e1\u00fer\u00f3a\u00f0a t\u00e6kni til a\u00f0 b\u00faa til bestu t\u00f6lvusj\u00f3nart\u00e6kin fyrir sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funar. Fj\u00f6lh\u00e6fur hugb\u00fana\u00f0ur okkar virkar \u00e1 m\u00f6rgum kerfum og forritum til a\u00f0 tryggja a\u00f0 \u00fe\u00fa f\u00e1ir bestu ni\u00f0urst\u00f6\u00f0una.<\/p>\n<p>Hefur \u00fe\u00fa \u00e1huga \u00e1 a\u00f0 l\u00e6ra hvernig sj\u00e1lfvirkni hugb\u00fana\u00f0arpr\u00f3funart\u00e6ki getur hagr\u00e6tt vi\u00f0skiptaferlum \u00fe\u00ednum og b\u00e6tt afkomu \u00fe\u00edna allt a\u00f0 t\u00edfalt? Hvort sem \u00fe\u00fa \u00fearft a\u00f0 gera sj\u00e1lfvirkan forrit \u00e1 hva\u00f0a vettvang sem er, \u00fear \u00e1 me\u00f0al <a href=\"https:\/\/www.zaptest.com\/linux-test-automation-tool\">Linux<\/a> , <a href=\"https:\/\/www.zaptest.com\/windows-apps-test-automation\">Windows<\/a> , <a href=\"https:\/\/www.zaptest.com\/android-apps-test-automation\">Android<\/a> , <a href=\"https:\/\/www.zaptest.com\/ios-apps-test-automation\">iOS<\/a> , <a href=\"https:\/\/www.zaptest.com\/web-apps-test-automation\">vefur<\/a> , e\u00f0a hva\u00f0a pr\u00f3f sem er, \u00fear \u00e1 me\u00f0al <a href=\"https:\/\/www.zaptest.com\/is\/hvad-er-alagsprofun-kafadu-djupt-i-tegundir-aefingar-verkfaeri-askoranir-og-fleira\">\u00e1lagspr\u00f3f<\/a> , <a href=\"https:\/\/www.zaptest.com\/performance-testing-automation\">frammist\u00f6\u00f0upr\u00f3f<\/a> , <a href=\"https:\/\/www.zaptest.com\/ui-testing-automation\">H\u00cd pr\u00f3f<\/a> , <a href=\"https:\/\/www.zaptest.com\/qa-test-automation\">QA pr\u00f3f<\/a> , fl\u00f3ki\u00f0 <a href=\"https:\/\/www.zaptest.com\/is\/hvad-er-adhvarfsprof-framkvaemd-verkfaeri-og-heildarleidbeiningar\">a\u00f0hvarfspr\u00f3f<\/a> , <a href=\"https:\/\/www.zaptest.com\/is\/hvad-er-einingaprofun-djupt-kafa-i-ferlid-kosti-askoranir-verkfaeri-og-fleira\">einingapr\u00f3f<\/a> , <a href=\"https:\/\/www.zaptest.com\/is\/hvad-er-virkniprof-tegundir-daemi-gatlisti-og-framkvaemd\">virknipr\u00f3f<\/a> , <a href=\"https:\/\/www.zaptest.com\/is\/hvad-er-samthaettingarprof-djupt-kafa-i-gerdir-ferli-og-utfaerslu\">sam\u00fe\u00e6ttingarpr\u00f3f<\/a> , <a href=\"https:\/\/www.zaptest.com\/is\/hvad-er-hi-hugbunadarprofun-djupt-kafa-i-gerdir-ferli-verkfaeri-og-utfaerslu\">notendavi\u00f0m\u00f3tspr\u00f3f<\/a> , <a href=\"https:\/\/www.zaptest.com\/api-testing-automation\">fl\u00f3kin API pr\u00f3f<\/a> og margt fleira, ZAPTEST er sj\u00e1lfvirkniverkf\u00e6ri fr\u00e1 enda til enda sem getur skila\u00f0 allt a\u00f0 10 X ar\u00f0semi \u00e1 pr\u00f3funum \u00fe\u00ednum.<\/p>\n<p>Haf\u00f0u samband vi\u00f0 ZAPTEST teymi\u00f0 \u00ed dag til a\u00f0 l\u00e6ra meira.<\/p>\n","protected":false},"excerpt":{"rendered":"<p>T\u00e6knin er \u00ed s\u00edfelldri \u00fer\u00f3un og tengist \u00f6llu sem vi\u00f0 gerum \u00ed pers\u00f3nulegu og faglegu l\u00edfi okkar. Allt fr\u00e1 snjalls\u00edmum til n\u00fdjustu t\u00f6lvuvi\u00f0m\u00f3ta, t\u00e6knin markar grunninn a\u00f0 samf\u00e9lagi okkar og lei\u00f0arlj\u00f3s \u00e1framhaldandi vaxtar. T\u00f6lvusj\u00f3n er \u00ed fararbroddi \u00ed \u00feeim heimi og \u00ed stakk b\u00fai\u00f0 til a\u00f0 breyta \u00fev\u00ed hvernig vi\u00f0 stundum vi\u00f0skipti. A\u00f0 tileinka s\u00e9r [&hellip;]<\/p>\n","protected":false},"author":262,"featured_media":54480,"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":[483],"tags":[],"class_list":{"0":"post-55440","1":"post","2":"type-post","3":"status-publish","4":"format-standard","5":"has-post-thumbnail","7":"category-ai-is"},"acf":{"short_name":""},"_links":{"self":[{"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/posts\/55440","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/users\/262"}],"replies":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/comments?post=55440"}],"version-history":[{"count":0,"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/posts\/55440\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/media\/54480"}],"wp:attachment":[{"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/media?parent=55440"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/categories?post=55440"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.zaptest.com\/is\/wp-json\/wp\/v2\/tags?post=55440"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}