{"id":6141,"date":"2018-08-22T11:59:06","date_gmt":"2018-08-22T11:59:06","guid":{"rendered":"http:\/\/framtidenskarriar.se\/ingenjor\/?p=6141"},"modified":"2020-11-09T10:50:14","modified_gmt":"2020-11-09T10:50:14","slug":"ai-utvecklingen-kraver-mjukare-kompetenser","status":"publish","type":"post","link":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/","title":{"rendered":"AI-utvecklingen kr\u00e4ver mjukare kompetenser"},"content":{"rendered":"\n
\"Danica
Danica Kragic Jensfelt, professor i datalogi p\u00e5 KTH och vice skolchef f\u00f6r Skolan f\u00f6r datavetenskap och kommunikation vid KTH.<\/figcaption><\/figure>\n\n\n\n

AI-utvecklingen sker med rasande fart och utvecklingens fr\u00e4msta fokus \u00e4r just nu p\u00e5 n\u00e4sta generation automatisering. N\u00e5got som kan inneb\u00e4ra en drastisk disruption p\u00e5 alla marknader.
\u2013 Den tekniska kompetensen kommer att beh\u00f6va kompletteras med mjukare kompetenser, s\u00e4ger Danica Kragic Jensfelt, professor i datalogi p\u00e5 KTH.<\/strong><\/p>\n\n\n\n

Automatisering med hj\u00e4lp av AI \u00e4r inget nytt l\u00e4ngre. Men tekniken idag handlar om ganska f\u00f6ruts\u00e4gbara r\u00f6relsem\u00f6nster och processer. N\u00e4sta steg \u00e4r att integrera finare motorik \u2013 till den grad att tekniken kan efterlikna m\u00e4nskliga r\u00f6relser och uppfattningsf\u00f6rm\u00e5gor.
\u2013 Kategorisering av bild och ljud har kommit en bra bit. Tekniken kan idag till exempel tolka medicinska bilder, eller bilder p\u00e5 platser och personer. Den kan j\u00e4mf\u00f6ra olika produkter, till exempel skor eller plagg inom modeindustrin. Finns det bara bra m\u00e4tdata g\u00e5r n\u00e4stan allt inom detta att automatisera idag, s\u00e4ger Danica Kragic Jensfelt, professor i datalogi p\u00e5 KTH och vice skolchef f\u00f6r Skolan f\u00f6r datavetenskap och kommunikation vid KTH.
\u2013 Men, l\u00e4gger hon till, att tolka en dialog mellan tv\u00e5 personer p\u00e5 gatan, d\u00e4r \u00e4r vi inte \u00e4n.<\/p>\n\n\n\n

N\u00e4sta generation automatisering<\/strong>
Som professor p\u00e5 KTH leder Danica Kragic Jensfelt just nu en del av Wallenbergstiftelsens nationella miljardsatsning p\u00e5 AI. Hon ansvarar f\u00f6r den del som fokuserar p\u00e5 maskininl\u00e4rning. Hon ber\u00e4ttar att AI-utvecklingen nu g\u00e5r in i n\u00e4sta fas, fr\u00e5n automatisering av tv\u00e5dimensionella r\u00f6relser till teknik som klarar av samma fysiska uppgifter som en m\u00e4nniska.
\u2013 Just nu tittar vi mycket p\u00e5 n\u00e4sta generations robotsystem som har mer av m\u00e4nniskans eller ett djurs fysiska m\u00f6jligheter. Vi pratar om n\u00e5got som r\u00f6r sig i mer \u00e4n tv\u00e5 dimensioner, om robotar som inte bara \u00e4r en stor arm. P\u00e5 ett modernt lager, till exempel, \u00e4r mycket automatiserat idag, men att organisera en hylla kr\u00e4ver fortfarande en m\u00e4nniskas hand. N\u00e4sta steg \u00e4r att integrera m\u00f6jlighet till kroppsliga r\u00f6relser och finmotorik.
Ska tekniken klara av att efterlikna m\u00e4nsklig interaktion kr\u00e4vs dock enorma datam\u00e4ngder, sensorer som uppfattar dem samt mjukvaran som analyserar och agerar utifr\u00e5n dem. Och dit \u00e4r det en bit kvar, menar hon.
\u2013 N\u00e4r det problemet \u00e4r l\u00f6st, d\u00e5 \u00e4r det inte mycket kvar f\u00f6r att automatisera allt, allt, allt vi m\u00e4nniskor g\u00f6r. Och v\u00e4l d\u00e4r kommer vi att st\u00e5 inf\u00f6r n\u00e4sta stora disruption, s\u00e4ger Danica.<\/p>\n\n\n\n

Digitalisering<\/strong>
Framtidens Karri\u00e4r \u2013 Ingenj\u00f6r har st\u00e4llt fr\u00e5gan \u201dVilka f\u00f6retag driver digitaliseringen fram\u00e5t?\u201d H\u00e4r \u00e4r Ericsson (48%) i topp bland respondenternas svar f\u00f6ljt av Volvo Cars (35%) och Ikea (28%).
\u2013 Jag blir lite f\u00f6rv\u00e5nad \u00f6ver att Ikea \u00e4r s\u00e5 h\u00f6gt p\u00e5 listan bland svaren. Det \u00e4r kanske l\u00e4ttare att uppfatta att f\u00f6retag som Ikea leder utvecklingen eftersom man som kund f\u00e5r en f\u00f6r\u00e4ndrad tj\u00e4nst. En bank kan dock g\u00f6ra en st\u00f6rre f\u00f6r\u00e4ndring utan att detta n\u00f6dv\u00e4ndigtvis uppfattas av kunden. Samtidigt har du f\u00f6retag som SEB i botten, f\u00f6retag som verkligen \u00e4r tvungna att driva digitaliseringsutvecklingen fram\u00e5t eftersom deras produkter baseras p\u00e5 digitalisering.
Egentligen kanske det \u00e4r exempelvis Volvo tillsammans med Ericsson, eller Ikea tillsammans med Electrolux som driver digitaliseringen mest, menar Danica. En bransch\u00f6verskridande utveckling allts\u00e5, som hon tror kommer att forts\u00e4tta p\u00e5 inslagen bana. Den oundvikliga disruption vi har att f\u00f6rv\u00e4nta oss, d\u00e4remot, kommer att st\u00e4lla nya fr\u00e5gor, skapa nya system och \u2013 inte minst \u2013 kr\u00e4va nya kompetenser.<\/p>\n\n\n\n

Mjukare kompetenser<\/strong>
\u2013 Det de flesta efterfr\u00e5gar just nu \u00e4r olika typer av mjukvaruingenj\u00f6rer, men sett till framtiden har vi v\u00e4ldigt sv\u00e5rt att f\u00f6rest\u00e4lla oss vilka nya omr\u00e5den som vi beh\u00f6ver l\u00e4ra oss mer om f\u00f6r att systemen ska kunna utvecklas p\u00e5 r\u00e4tt s\u00e4tt, s\u00e4ger Danica och forts\u00e4tter:
\u2013 Det vi d\u00e4remot vet \u00e4r att tekniken kommer att komma s\u00e5 n\u00e4ra m\u00e4nniskan s\u00e5 att det inte bara kommer att handla om teknik l\u00e4ngre. Och om du ska bygga system som \u00e4r till f\u00f6r och ska anv\u00e4ndas av m\u00e4nniskor, beh\u00f6ver du komplettera den tekniska kompetensen med mjukare kompetens. Som f\u00f6rm\u00e5gan att st\u00e4lla och svara p\u00e5 etiska och moraliska fr\u00e5gor, till exempel.<\/p>\n\n\n\n

\n
Vilka av f\u00f6ljande f\u00f6retag driver digitaliseringen mest fram\u00e5t?<\/h5>\n\n\n\n
\"\"<\/figure><\/div>\n<\/div><\/div>\n\n\n\n
\n
Om unders\u00f6kningen<\/h6>\n\n\n\n

Framtidens Karri\u00e4r \u2013 Ingenj\u00f6r har genomf\u00f6rt en unders\u00f6kning mot ett slumpm\u00e4ssigt urval av yrkesverksamma civil- och h\u00f6gskole\u00adingenj\u00f6rer den 9\u201315 maj 2018. Statistisk felmarginal \u00e4r 2,5\u20134 procentenheter.<\/p>\n<\/div><\/div>\n","protected":false},"excerpt":{"rendered":"

Utvecklingens fr\u00e4msta fokus \u00e4r just nu p\u00e5 n\u00e4sta generation automatisering<\/p>\n","protected":false},"author":2,"featured_media":6142,"comment_status":"closed","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[1],"tags":[19,26,58,66,137,146,171,204,262],"class_list":["post-6141","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-artikel","tag-ai","tag-automatisering","tag-digitalisering","tag-etik","tag-kompetensbehov","tag-kth","tag-moral","tag-robot","tag-undersokning"],"acf":[],"yoast_head":"\nAI-utvecklingen kr\u00e4ver mjukare kompetenser - Framtidens Karri\u00e4r - Ingenj\u00f6r<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/\" \/>\n<meta property=\"og:locale\" content=\"sv_SE\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"AI-utvecklingen kr\u00e4ver mjukare kompetenser - Framtidens Karri\u00e4r - Ingenj\u00f6r\" \/>\n<meta property=\"og:description\" content=\"Utvecklingens fr\u00e4msta fokus \u00e4r just nu p\u00e5 n\u00e4sta generation automatisering\" \/>\n<meta property=\"og:url\" content=\"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/\" \/>\n<meta property=\"og:site_name\" content=\"Framtidens Karri\u00e4r - Ingenj\u00f6r\" \/>\n<meta property=\"article:published_time\" content=\"2018-08-22T11:59:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2020-11-09T10:50:14+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/framtidenskarriar.se\/ingenjor\/wp-content\/uploads\/sites\/14\/2018\/08\/digitalisering-20181228-photosession-7d2-1285.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1000\" \/>\n\t<meta property=\"og:image:height\" content=\"708\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"viktorwallen\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Skriven av\" \/>\n\t<meta name=\"twitter:data1\" content=\"viktorwallen\" \/>\n\t<meta name=\"twitter:label2\" content=\"Ber\u00e4knad l\u00e4stid\" \/>\n\t<meta name=\"twitter:data2\" content=\"4 minuter\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/\"},\"author\":{\"name\":\"viktorwallen\",\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/#\\\/schema\\\/person\\\/2a13a849ec7646386c2211f59afe3083\"},\"headline\":\"AI-utvecklingen kr\u00e4ver mjukare kompetenser\",\"datePublished\":\"2018-08-22T11:59:06+00:00\",\"dateModified\":\"2020-11-09T10:50:14+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/\"},\"wordCount\":815,\"image\":{\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/wp-content\\\/uploads\\\/sites\\\/14\\\/2018\\\/08\\\/digitalisering-20181228-photosession-7d2-1285.jpg\",\"keywords\":[\"AI\",\"Automatisering\",\"Digitalisering\",\"Etik\",\"Kompetensbehov\",\"KTH\",\"Moral\",\"Robot\",\"Unders\u00f6kning\"],\"articleSection\":[\"Artikel\"],\"inLanguage\":\"sv-SE\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/\",\"url\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/\",\"name\":\"AI-utvecklingen kr\u00e4ver mjukare kompetenser - Framtidens Karri\u00e4r - Ingenj\u00f6r\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/wp-content\\\/uploads\\\/sites\\\/14\\\/2018\\\/08\\\/digitalisering-20181228-photosession-7d2-1285.jpg\",\"datePublished\":\"2018-08-22T11:59:06+00:00\",\"dateModified\":\"2020-11-09T10:50:14+00:00\",\"author\":{\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/#\\\/schema\\\/person\\\/2a13a849ec7646386c2211f59afe3083\"},\"breadcrumb\":{\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/#breadcrumb\"},\"inLanguage\":\"sv-SE\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/#primaryimage\",\"url\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/wp-content\\\/uploads\\\/sites\\\/14\\\/2018\\\/08\\\/digitalisering-20181228-photosession-7d2-1285.jpg\",\"contentUrl\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/wp-content\\\/uploads\\\/sites\\\/14\\\/2018\\\/08\\\/digitalisering-20181228-photosession-7d2-1285.jpg\",\"width\":1000,\"height\":708,\"caption\":\"Danica Kragic Jensfelt, professor i datalogi p\u00e5 KTH och vice skolchef f\u00f6r Skolan f\u00f6r datavetenskap och kommunikation vid KTH.\"},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/2018\\\/08\\\/22\\\/ai-utvecklingen-kraver-mjukare-kompetenser\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Home\",\"item\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"AI-utvecklingen kr\u00e4ver mjukare kompetenser\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/#website\",\"url\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/\",\"name\":\"Framtidens Karri\u00e4r - Ingenj\u00f6r\",\"description\":\"Just another NMDashboard.se Sites site\",\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"sv-SE\"},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/#\\\/schema\\\/person\\\/2a13a849ec7646386c2211f59afe3083\",\"name\":\"viktorwallen\",\"image\":{\"@type\":\"ImageObject\",\"inLanguage\":\"sv-SE\",\"@id\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/701701bd36169636031933997c8c6b954f2f635bbb7cd4802e4a007f9c9f4e59?s=96&d=mm&r=g\",\"url\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/701701bd36169636031933997c8c6b954f2f635bbb7cd4802e4a007f9c9f4e59?s=96&d=mm&r=g\",\"contentUrl\":\"https:\\\/\\\/secure.gravatar.com\\\/avatar\\\/701701bd36169636031933997c8c6b954f2f635bbb7cd4802e4a007f9c9f4e59?s=96&d=mm&r=g\",\"caption\":\"viktorwallen\"},\"url\":\"https:\\\/\\\/framtidenskarriar.se\\\/ingenjor\\\/author\\\/viktorwallen\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"AI-utvecklingen kr\u00e4ver mjukare kompetenser - Framtidens Karri\u00e4r - Ingenj\u00f6r","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/","og_locale":"sv_SE","og_type":"article","og_title":"AI-utvecklingen kr\u00e4ver mjukare kompetenser - Framtidens Karri\u00e4r - Ingenj\u00f6r","og_description":"Utvecklingens fr\u00e4msta fokus \u00e4r just nu p\u00e5 n\u00e4sta generation automatisering","og_url":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/","og_site_name":"Framtidens Karri\u00e4r - Ingenj\u00f6r","article_published_time":"2018-08-22T11:59:06+00:00","article_modified_time":"2020-11-09T10:50:14+00:00","og_image":[{"width":1000,"height":708,"url":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-content\/uploads\/sites\/14\/2018\/08\/digitalisering-20181228-photosession-7d2-1285.jpg","type":"image\/jpeg"}],"author":"viktorwallen","twitter_card":"summary_large_image","twitter_misc":{"Skriven av":"viktorwallen","Ber\u00e4knad l\u00e4stid":"4 minuter"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/#article","isPartOf":{"@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/"},"author":{"name":"viktorwallen","@id":"https:\/\/framtidenskarriar.se\/ingenjor\/#\/schema\/person\/2a13a849ec7646386c2211f59afe3083"},"headline":"AI-utvecklingen kr\u00e4ver mjukare kompetenser","datePublished":"2018-08-22T11:59:06+00:00","dateModified":"2020-11-09T10:50:14+00:00","mainEntityOfPage":{"@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/"},"wordCount":815,"image":{"@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/#primaryimage"},"thumbnailUrl":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-content\/uploads\/sites\/14\/2018\/08\/digitalisering-20181228-photosession-7d2-1285.jpg","keywords":["AI","Automatisering","Digitalisering","Etik","Kompetensbehov","KTH","Moral","Robot","Unders\u00f6kning"],"articleSection":["Artikel"],"inLanguage":"sv-SE"},{"@type":"WebPage","@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/","url":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/","name":"AI-utvecklingen kr\u00e4ver mjukare kompetenser - Framtidens Karri\u00e4r - Ingenj\u00f6r","isPartOf":{"@id":"https:\/\/framtidenskarriar.se\/ingenjor\/#website"},"primaryImageOfPage":{"@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/#primaryimage"},"image":{"@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/#primaryimage"},"thumbnailUrl":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-content\/uploads\/sites\/14\/2018\/08\/digitalisering-20181228-photosession-7d2-1285.jpg","datePublished":"2018-08-22T11:59:06+00:00","dateModified":"2020-11-09T10:50:14+00:00","author":{"@id":"https:\/\/framtidenskarriar.se\/ingenjor\/#\/schema\/person\/2a13a849ec7646386c2211f59afe3083"},"breadcrumb":{"@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/#breadcrumb"},"inLanguage":"sv-SE","potentialAction":[{"@type":"ReadAction","target":["https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/"]}]},{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/#primaryimage","url":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-content\/uploads\/sites\/14\/2018\/08\/digitalisering-20181228-photosession-7d2-1285.jpg","contentUrl":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-content\/uploads\/sites\/14\/2018\/08\/digitalisering-20181228-photosession-7d2-1285.jpg","width":1000,"height":708,"caption":"Danica Kragic Jensfelt, professor i datalogi p\u00e5 KTH och vice skolchef f\u00f6r Skolan f\u00f6r datavetenskap och kommunikation vid KTH."},{"@type":"BreadcrumbList","@id":"https:\/\/framtidenskarriar.se\/ingenjor\/2018\/08\/22\/ai-utvecklingen-kraver-mjukare-kompetenser\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Home","item":"https:\/\/framtidenskarriar.se\/ingenjor\/"},{"@type":"ListItem","position":2,"name":"AI-utvecklingen kr\u00e4ver mjukare kompetenser"}]},{"@type":"WebSite","@id":"https:\/\/framtidenskarriar.se\/ingenjor\/#website","url":"https:\/\/framtidenskarriar.se\/ingenjor\/","name":"Framtidens Karri\u00e4r - Ingenj\u00f6r","description":"Just another NMDashboard.se Sites site","potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/framtidenskarriar.se\/ingenjor\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"sv-SE"},{"@type":"Person","@id":"https:\/\/framtidenskarriar.se\/ingenjor\/#\/schema\/person\/2a13a849ec7646386c2211f59afe3083","name":"viktorwallen","image":{"@type":"ImageObject","inLanguage":"sv-SE","@id":"https:\/\/secure.gravatar.com\/avatar\/701701bd36169636031933997c8c6b954f2f635bbb7cd4802e4a007f9c9f4e59?s=96&d=mm&r=g","url":"https:\/\/secure.gravatar.com\/avatar\/701701bd36169636031933997c8c6b954f2f635bbb7cd4802e4a007f9c9f4e59?s=96&d=mm&r=g","contentUrl":"https:\/\/secure.gravatar.com\/avatar\/701701bd36169636031933997c8c6b954f2f635bbb7cd4802e4a007f9c9f4e59?s=96&d=mm&r=g","caption":"viktorwallen"},"url":"https:\/\/framtidenskarriar.se\/ingenjor\/author\/viktorwallen\/"}]}},"_links":{"self":[{"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/posts\/6141","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/comments?post=6141"}],"version-history":[{"count":3,"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/posts\/6141\/revisions"}],"predecessor-version":[{"id":6306,"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/posts\/6141\/revisions\/6306"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/media\/6142"}],"wp:attachment":[{"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/media?parent=6141"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/categories?post=6141"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/framtidenskarriar.se\/ingenjor\/wp-json\/wp\/v2\/tags?post=6141"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}