{"id":2089,"date":"2019-05-07T00:25:06","date_gmt":"2019-05-06T22:25:06","guid":{"rendered":"https:\/\/vgrblogg.se\/utveckling\/?p=2089"},"modified":"2019-05-07T00:50:29","modified_gmt":"2019-05-06T22:50:29","slug":"ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover","status":"publish","type":"post","link":"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/","title":{"rendered":"AI 2.0? \u00c4r det verkligen en h\u00f6gre versionsiffra vi beh\u00f6ver?"},"content":{"rendered":"

Del 6 i bloggserien f\u00f6r uppdraget Swelife \ud83d\ude0d AI<\/a>. Vissa talar nu om AI 2.0, men fr\u00e5gan \u00e4r om det \u00e4r meningsfullt att v\u00e4xla upp ett nummer f\u00f6r att l\u00e4mna det gamla bakom oss. Inte s\u00e4llan \u00e4r dessa numreringar historiel\u00f6sa. P\u00e5 s\u00e4tt och vis \u00e4r dagens AI minst 2.0, om inte annat med tanke p\u00e5 GOFAI<\/a> – Good-Old-Fashioned Artificial Intelligence – anno 1956.<\/p>\n

”Machine learning and deep learning are being put to work now.\u201d
\n<\/span>\u2013 Gadi Singer, Intel, under O\u2019Reilly\u2019s Artificial Intelligence Conference i New York 2019 [1<\/a>]<\/p><\/blockquote>\n

Optimismen inom AI \u00e4r mestadels bra! Men inneb\u00e4r det att AI 1.0 enbart levde i laboratoriemilj\u00f6? Jag tror inte de som byggde Optical Character Recognition (OCR), som m\u00e5nga av oss anv\u00e4nder f\u00f6r att skanna fakturor i bankens mobilapp varje m\u00e5nad, h\u00e5ller med. Inte heller de som i \u00f6ver tjugo \u00e5r jobbat med bilddiagnostik i radiologin.<\/p>\n

Tidigare versionshybris – webb 4.0<\/h2>\n

Som alltid kommer dessa nummer att missbrukas i marknadsf\u00f6ringssyfte och inneb\u00f6rden f\u00f6rsvinner. Jag kommer s\u00e5 v\u00e4l ih\u00e5g en kurs i webbutveckling f\u00f6r tolv \u00e5r sedan d\u00e4r en av de andra deltagarna kom fr\u00e5n en v\u00e4lk\u00e4nd reklamfirma. F\u00f6retaget hade veckan innan kursen f\u00f6rklarat att man minsann \u00f6vertr\u00e4ffade alla andra, man byggde n\u00e4mligen fj\u00e4rde generationens webbplatser. Andra firmor pratade vid den tiden om webb 2.0. Samma reklamfirma byggde fortfarande webbplatser i Adobe Flash (notera: en extremt d\u00e5lig id\u00e9) och de av oss som verkligen kunde webben hade ganska nyss b\u00f6rjat diskutera \u00f6verg\u00e5ngen till tredje generationens webb, det vill s\u00e4ga den semantiska webben<\/a>, med Microformats<\/a>\u00a0och webben som en distribuerad databas, m.m.<\/p>\n

S\u00e5 vad detta f\u00f6retag menade med fj\u00e4rde generationens webb \u00e4r fortfarande oklart. Men det gav dem artiklar i branschtidningar i alla fall.<\/p>\n

Inneb\u00f6rdsglidning – molnet, big data och nu AI<\/h2>\n

En g\u00e5ng f\u00f6r l\u00e4nge sedan fanns det n\u00e5got som kallades f\u00f6r webbtj\u00e4nster – tj\u00e4nster du n\u00e5dde \u00f6ver n\u00e4tet. Ett mer produktigt namn p\u00e5 det var d\u00e5 ASP (Application Service Provider)<\/a>. Vad som \u00e4r skillnaden mellan ASP och dagens definition av \u2018moln<\/i>\u2019 \u00f6verg\u00e5r fortfarande mitt f\u00f6rst\u00e5nd. Vet du s\u00e5 skriv f\u00f6r j\u00f6sse namn en kommentar. Men det var nya tider och det kr\u00e4vdes ett nytt namn, tydligen, f\u00f6r n\u00e5got vi redan kunde.<\/p>\n

Big data – sm\u00e5, ostrukturerade data som \u00e4ndras ibland<\/h3>\n

Sen kom begreppet \u2018big data<\/i>\u2019 som efter ett tag inte alls beh\u00f6vde handla om stora datam\u00e4ngder n\u00e4r tillr\u00e4ckligt m\u00e5nga lyckats inkludera det de gjorde i begreppet. En kompromiss n\u00e5ddes, att stora data snarare handlade om \u201cde tre V\u201d. Fiffigt va? N\u00e5got vi kan komma ih\u00e5g \ud83d\ude42<\/p>\n

De tre sakerna som b\u00f6rjar p\u00e5 \u2018v\u2019 \u00e4r beskrivande egenskaper om dessa data, att det handlar om deras:<\/p>\n

    \n
  1. Volym<\/b>. Allts\u00e5 att det helt enkelt \u00e4r stora datam\u00e4ngder.<\/li>\n
  2. Variation\/varians<\/b>. Helt enkelt att ostrukturerade data kunde vara big data bara de var tillr\u00e4ckligt jobbiga att ha att g\u00f6ra med. P\u00e5 detta s\u00e4tt kom alla som pysslade med s\u00f6k, data mining med mera med p\u00e5 t\u00e5get.<\/li>\n
  3. Velocitet\/hastighet<\/b>. Att ta hand om realtidsdata eller att l\u00f6pande analysera icke-statiska datam\u00e4ngder blev big data. S\u00e5 nu kom alla som inte har of\u00f6r\u00e4nderliga datam\u00e4ngder med, det vill s\u00e4ga n\u00e4stan alla.<\/li>\n<\/ol>\n

    Och ja, m\u00e5nga f\u00f6retag och m\u00e4nniskor som jobbat med big data, molnet, advanced analytics och visualisering anser att de jobbat med AI redan innan det var modernt p\u00e5 2010-talet. Och d\u00e5 jag \u00e4r uppvuxen i gn\u00e4llb\u00e4ltet kan jag med att s\u00e4ga att m\u00e5nga nog f\u00f6rs\u00f6ker f\u00e5 dagens fr\u00e4msta buzzword, AI allts\u00e5, att passa in i det de redan g\u00f6r och alltid har gjort.<\/p>\n

    Disclaimer<\/h3>\n

    Och innan n\u00e5gon g\u00e5r bananas p\u00e5 att jag jobbar med AI-fr\u00e5gor sedan n\u00e5got \u00e5r tillbaka. Jag utger mig inte f\u00f6r att vara n\u00e5gon AI-expert<\/b>. Jag \u00e4r en m\u00e5ngsidig utvecklare och informationsarkitekt. En som \u00e4r d\u00e5lig b\u00e5de p\u00e5 statistik och computer science, helt enkelt nidbilden av en data scientist. Andra popul\u00e4ra s\u00e4tt att beskriva mig \u00e4r som fullstack, en som optimerar databaser, kodar markup men ocks\u00e5 f\u00f6rst\u00e5r l\u00e4nkade data. En generalist till utvecklare helt enkelt.<\/p>\n

    On topic: Vad tycker du vore ett vettigt s\u00e4tt att beskriva dagens AI och den vi har inom r\u00e4ckh\u00e5ll?<\/p>\n","protected":false},"excerpt":{"rendered":"

    Del 6 i bloggserien f\u00f6r uppdraget Swelife \ud83d\ude0d AI. Vissa talar nu om AI 2.0, men fr\u00e5gan \u00e4r om det \u00e4r meningsfullt att v\u00e4xla upp ett nummer f\u00f6r att l\u00e4mna det gamla bakom oss. Inte s\u00e4llan \u00e4r dessa numreringar historiel\u00f6sa. P\u00e5 s\u00e4tt och vis \u00e4r dagens AI minst 2.0, om inte annat med tanke p\u00e5 … <\/p>\n

    Forts\u00e4tt l\u00e4sa \u201dAI 2.0? \u00c4r det verkligen en h\u00f6gre versionsiffra vi beh\u00f6ver?\u201d<\/span><\/a><\/p>\n","protected":false},"author":3,"featured_media":2091,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"footnotes":""},"categories":[9],"tags":[1031,66,1029,1030,993,982],"class_list":["post-2089","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-projekt","tag-asp-application-service-provider","tag-big-data","tag-gofai-good-old-fashioned-artificial-intelligence","tag-microformats","tag-ocr-optical-character-recognition","tag-swelife-ai"],"yoast_head":"\nAI 2.0? \u00c4r det verkligen en h\u00f6gre versionsiffra vi beh\u00f6ver?<\/title>\n<meta name=\"description\" content=\"Vissa talar nu om AI 2.0, men fr\u00e5gan \u00e4r om det \u00e4r meningsfullt. 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Om inte annat med tanke p\u00e5 Good-Old-Fashioned Artificial Intelligence - GOFAI.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/\" \/>\n<meta property=\"og:site_name\" content=\"Utveckling i VGR\" \/>\n<meta property=\"article:published_time\" content=\"2019-05-06T22:25:06+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2019-05-06T22:50:29+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/vgrblogg.se\/utveckling\/wp-content\/uploads\/sites\/3\/2019\/05\/can-chat-chatting-362.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1200\" \/>\n\t<meta property=\"og:image:height\" content=\"800\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Marcus \u00d6sterberg\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@marcusosterberg\" \/>\n<meta name=\"twitter:label1\" content=\"Skriven av\" \/>\n\t<meta name=\"twitter:data1\" content=\"Marcus \u00d6sterberg\" \/>\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:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/#article\",\"isPartOf\":{\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/\"},\"author\":{\"name\":\"Marcus \u00d6sterberg\",\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/#\/schema\/person\/89521ab4d20982613661305cbdd5bc79\"},\"headline\":\"AI 2.0? \u00c4r det verkligen en h\u00f6gre versionsiffra vi beh\u00f6ver?\",\"datePublished\":\"2019-05-06T22:25:06+00:00\",\"dateModified\":\"2019-05-06T22:50:29+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/\"},\"wordCount\":770,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/#organization\"},\"image\":{\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/vgrblogg.se\/utveckling\/wp-content\/uploads\/sites\/3\/2019\/05\/can-chat-chatting-362.jpg\",\"keywords\":[\"ASP (Application Service Provider)\",\"Big data\",\"GOFAI (Good-Old-Fashioned Artificial Intelligence)\",\"Microformats\",\"OCR (Optical Character Recognition)\",\"Swelife AI\"],\"articleSection\":[\"Projekt\"],\"inLanguage\":\"sv-SE\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/#respond\"]}]},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/\",\"url\":\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/\",\"name\":\"AI 2.0? \u00c4r det verkligen en h\u00f6gre versionsiffra vi beh\u00f6ver?\",\"isPartOf\":{\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/#primaryimage\"},\"image\":{\"@id\":\"https:\/\/vgrblogg.se\/utveckling\/2019\/05\/07\/ai-2-0-ar-det-verkligen-en-hogre-versionsiffra-vi-behover\/#primaryimage\"},\"thumbnailUrl\":\"https:\/\/vgrblogg.se\/utveckling\/wp-content\/uploads\/sites\/3\/2019\/05\/can-chat-chatting-362.jpg\",\"datePublished\":\"2019-05-06T22:25:06+00:00\",\"dateModified\":\"2019-05-06T22:50:29+00:00\",\"description\":\"Vissa talar nu om AI 2.0, men fr\u00e5gan \u00e4r om det \u00e4r meningsfullt. 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