{"id":16834,"date":"2025-06-05T11:53:54","date_gmt":"2025-06-05T09:53:54","guid":{"rendered":"https:\/\/www.novotek.com\/fi\/?post_type=insights&#038;p=16834"},"modified":"2026-02-25T09:58:42","modified_gmt":"2026-02-25T07:58:42","slug":"tekoaly-vs-koneoppiminen","status":"publish","type":"insights","link":"https:\/\/www.novotek.com\/fi\/insight\/tekoaly-vs-koneoppiminen\/","title":{"rendered":"Teko\u00e4ly, koneoppiminen ja syv\u00e4oppiminen \u2013 mit\u00e4 eroa niill\u00e4 on?"},"content":{"rendered":"<div class=\"container-md paragraph  \">\n<p>Oletko joskus ny\u00f6kytellyt muiden mukana kokouksessa, kun puhe k\u00e4\u00e4ntyy teko\u00e4lyyn (AI), koneoppimiseen (ML) tai syv\u00e4oppimiseen (Deep Learning), vaikka et ole ollut aivan varma, mit\u00e4 kukin termi tarkoittaa? Et ole yksin. N\u00e4it\u00e4 k\u00e4sitteit\u00e4 k\u00e4ytet\u00e4\u00e4n usein ristiin, joten sekaannus on t\u00e4ysin ymm\u00e4rrett\u00e4v\u00e4\u00e4.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><em>Otetaan siis selv\u00e4\u00e4, mist\u00e4 on oikeasti kyse.<\/em><\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>T\u00e4m\u00e4 artikkeli auttaa sinua ymm\u00e4rt\u00e4m\u00e4\u00e4n teko\u00e4lyn, koneoppimisen, neuroverkkojen ja syv\u00e4oppimisen v\u00e4liset erot \u2013 ja miksi niill\u00e4 on merkityst\u00e4 erityisesti modernissa teollisuudessa.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Jotta kokonaisuus olisi helpompi hahmottaa, l\u00e4hestymme aihetta kerroksittain \u2013 ik\u00e4\u00e4nkuin kuorisimme sipulia. Mit\u00e4 l\u00e4hemm\u00e4s ydint\u00e4 p\u00e4\u00e4st\u00e4\u00e4n, sit\u00e4 tehokkaammista datan hy\u00f6dynt\u00e4misen tavoista on kyse.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-background\" style=\"background-color:#f8f8f8\"><em>Haluatko ymm\u00e4rt\u00e4\u00e4, miksi teko\u00e4lyll\u00e4 on niin merkitt\u00e4v\u00e4 rooli teollisuuden kehityksess\u00e4? Tutustu artikkeliin:  <a href=\"https:\/\/www.novotek.com\/fi\/insight\/road-to-ai\/\">Teko\u00e4ly teollisuudessa &#8211; The Road to AI<\/a><\/em><\/p>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowAI-1024x576-1.png\" alt=\"Kuvassa teko\u00e4lyn eri osa-alueet kerroksittain: teko\u00e4ly kattaa laajimmin, koneoppiminen on sen sis\u00e4ll\u00e4, ja syv\u00e4oppiminen syvimp\u00e4n\u00e4 osana neuroverkkoja. T\u00e4m\u00e4 rakenne auttaa ymm\u00e4rt\u00e4m\u00e4\u00e4n, mihin mik\u00e4kin teknologia liittyy.\" class=\"wp-image-16836\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowAI-1024x576-1.png 1024w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowAI-1024x576-1-300x169.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowAI-1024x576-1-768x432.png 768w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowAI-1024x576-1-86x48.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowAI-1024x576-1-306x172.png 306w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowAI-1024x576-1-636x358.png 636w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-novotek-blue-color has-text-color has-link-color has-medium-font-size wp-elements-779da27835c2ea85a6fddd0fd30565a8\"><strong>1. Kerros:<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Teko\u00e4ly <strong>\u2013<\/strong> Iso kuva<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4ly (Artificial Intelligence, AI) on laajin kokonaisuus. Se viittaa mihin tahansa teknologiaan, joka mahdollistaa koneille kyvyn k\u00e4ytt\u00e4\u00e4 <strong>ihmis\u00e4lyyn liitettyj\u00e4 taitoja<\/strong> \u2013 kuten esimerkiksi p\u00e4\u00e4ttely\u00e4, oppimista, havainnointia ja jopa luovuutta.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>N\u00e4m\u00e4 esimerkit saattavat olla sinulle jo tuttuja:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>varastossa navigoiva robotti<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>\u00e4\u00e4niavustajat kuten Siri ja Alexa<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>j\u00e4rjestelm\u00e4t, jotka aikatauluttavat tuotantoa tai optimoivat reittej\u00e4 reaaliaikaisen datan perusteella<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4ly toimii sateenvarjona, jonka alle rakennetaan yh\u00e4 \u00e4lykk\u00e4\u00e4mpi\u00e4, nopeampia ja itsen\u00e4isempi\u00e4 j\u00e4rjestelmi\u00e4.<\/p>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowML-1024x576-1.png\" alt=\"Kerros: Machine Learning, eli koneoppiminen vahvistettuna\" class=\"wp-image-16838\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowML-1024x576-1.png 1024w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowML-1024x576-1-300x169.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowML-1024x576-1-768x432.png 768w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowML-1024x576-1-86x48.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowML-1024x576-1-306x172.png 306w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/GlowML-1024x576-1-636x358.png 636w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-novotek-blue-color has-text-color has-link-color has-medium-font-size wp-elements-f4c3a5a1b2100dc41d199d8eafa64f52\"><strong>2. Kerros:<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Koneoppiminen &#8211; Aivot \u00e4lykkyyden takana<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Koneoppiminen (Machine Learning, ML) on <strong>teko\u00e4lyn osa-alue<\/strong>. Se antaa j\u00e4rjestelmille kyvyn oppia datasta sen sijaan, ett\u00e4 ne ohjelmoidaan s\u00e4\u00e4nt\u00f6 kerrallaan. Mallit koulutetaan datalla \u2013 ja ne oppivat itse l\u00f6yt\u00e4m\u00e4\u00e4n merkitykselliset kaavat.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Esimerkkej\u00e4 koneoppimisesta:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>ennakoivan kunnossapidon ty\u00f6kalut, jotka analysoivat konedataa ja ennustavat vikoja<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>laadunvalvontaj\u00e4rjestelm\u00e4t, jotka kehittyv\u00e4t virheiden tunnistuksessa ajan my\u00f6t\u00e4<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>kysynn\u00e4n ennustaminen historiallisen tuotantodatan perusteella<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Monet \u00e4lykk\u00e4\u00e4t ty\u00f6kalut moderneissa tehtaissa perustuvat koneoppimiseen.<\/p>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"576\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-NN-1024x576-1.png\" alt=\"Neural Networks - Neuroverkot - miten ne toimivat?\" class=\"wp-image-16839\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-NN-1024x576-1.png 1024w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-NN-1024x576-1-300x169.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-NN-1024x576-1-768x432.png 768w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-NN-1024x576-1-86x48.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-NN-1024x576-1-306x172.png 306w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-NN-1024x576-1-636x358.png 636w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-novotek-blue-color has-text-color has-link-color has-medium-font-size wp-elements-f59dc60a18dc68b52d2aead2aa0b0bca\"><strong>3. Kerros:<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Neuroverkot &#8211; Ihmisaivoista inspiroituneet<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Neuroverkot (Neural Networks) ovat koneoppimisen menetelm\u00e4, joka j\u00e4ljittelee ihmisaivojen toimintaa. Ne koostuvat kerroksista, joissa on toisiinsa kytkettyj\u00e4 solmuja (ik\u00e4\u00e4n kuin neuroneita), jotka k\u00e4sittelev\u00e4t tietoa vaiheittain. Neuroverkot v\u00e4litt\u00e4v\u00e4t signaaleja ja s\u00e4\u00e4t\u00e4v\u00e4t toimintaansa oppimisen edetess\u00e4.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Neuroverkot soveltuvat erityisen hyvin:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>kaavojen tunnistamiseen<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>j\u00e4sent\u00e4m\u00e4tt\u00f6m\u00e4n datan, kuten kuvien, \u00e4\u00e4nen tai monimutkaisten aikasarjojen k\u00e4sittelyyn<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teollisuudessa neuroverkkoja voidaan hy\u00f6dynt\u00e4\u00e4 esimerkiksi laitteiden t\u00e4rinadatan analysointiin, jolloin voidaan havaita vikaantumisen varhaisia merkkej\u00e4 \u2013 sellaisia, jotka saattavat j\u00e4\u00e4d\u00e4 yksinkertaisemmilta malleilta huomaamatta.<\/p>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"768\" height=\"432\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-DL-768x432-1.png\" alt=\"Deep Learning - Syv\u00e4oppiminen - Mit\u00e4 se on?\" class=\"wp-image-16837\" srcset=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-DL-768x432-1.png 768w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-DL-768x432-1-300x169.png 300w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-DL-768x432-1-86x48.png 86w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-DL-768x432-1-306x172.png 306w, https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Glow-DL-768x432-1-636x358.png 636w\" sizes=\"auto, (max-width: 768px) 100vw, 768px\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p class=\"has-novotek-blue-color has-text-color has-link-color has-medium-font-size wp-elements-37264f6b4c1dfd71da68c6862ed1368a\"><strong>4. Kerros:<\/strong><\/p>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Syv\u00e4oppiminen &#8211; Kehittynein taso<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Syv\u00e4oppiminen (Deep Learning, DL) on koneoppimisen osa-alue, jossa k\u00e4ytet\u00e4\u00e4n <strong>monikerroksisia<\/strong> neuroverkkoja. Se kykenee tunnistamaan datasta monimutkaisia yhteyksi\u00e4, joita perinteiset menetelm\u00e4t eiv\u00e4t pysty havaitsemaan, ja kykenee t\u00e4st\u00e4 syyst\u00e4 suorittamaan monia teht\u00e4vi\u00e4 suuremmalla tarkkuudella ja paremmalla ennustettavuudella.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Syv\u00e4oppimista hy\u00f6dynnet\u00e4\u00e4n mm.:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>tietokonen\u00e4\u00f6ss\u00e4 (esim. automaattinen tarkastus kameroiden avulla)<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>puheentunnistuksessa<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>kehittyneiss\u00e4 chatboteissa ja kielimalleissa (kuten ChatGPT)<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teollisuudessa syv\u00e4oppiminen mahdollistaa tehokkaita sovelluksia, kuten:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>automaattinen visuaalinen tarkastus<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>tuotteiden laadun ennustaminen<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>prosessien mukautuva optimointi<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Ent\u00e4s sitten?<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Miksi teko\u00e4lyn ja koneoppimisen ero on t\u00e4rke\u00e4 ymm\u00e4rt\u00e4\u00e4? Koska se auttaa esitt\u00e4m\u00e4\u00e4n oikeita kysymyksi\u00e4:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Tarvitsemmeko j\u00e4rjestelm\u00e4n, joka noudattaa s\u00e4\u00e4nt\u00f6j\u00e4, vai sellaisen, joka oppii datasta?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Ker\u00e4\u00e4mmek\u00f6 koneoppimisen kannalta oikeaa dataa?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Onko meill\u00e4 oikeanlaiset laitteet syv\u00e4oppimismallien ajamiseen?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Se auttaa my\u00f6s n\u00e4kem\u00e4\u00e4n markkinahypen l\u00e4pi. Kun toimittaja kertoo j\u00e4rjestelm\u00e4ns\u00e4 k\u00e4ytt\u00e4v\u00e4n teko\u00e4ly\u00e4, voit kysy\u00e4 tarkentavia kysymyksi\u00e4 kuten:<\/p>\n<\/div>\n\n<div class=\"container-md list  \">\n<ul class=\"wp-block-list\"><div class=\"container-md list-item  \">\n<li>Perustuuko j\u00e4rjestelm\u00e4 s\u00e4\u00e4nt\u00f6ihin?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Oppiiko se ja mukautuuko se reaaliaikaisen datan perusteella?<\/li>\n<\/div>\n\n<div class=\"container-md list-item  \">\n<li>Onko ratkaisu skaalattavissa useille eri tuotantolinjoille ja toimipisteille?<\/li>\n<\/div><\/ul>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\">Yhteenveto<\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Teko\u00e4ly on visio, joka n\u00e4ytt\u00e4\u00e4 suuntaa. Koneoppiminen on polku, jota pitkin p\u00e4\u00e4semme perille. Neuroverkot ja syv\u00e4oppiminen ovat t\u00e4rkeimm\u00e4t varusteemme matkalla.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Ja nyt \u2013 toisin kuin koskaan aikaisemmin \u2013 n\u00e4m\u00e4 ty\u00f6kalut ovat kaikkien saatavilla.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>SCADA-j\u00e4rjestelmien, aikasarjatietokantojen tai MES-ratkaisujen kautta ker\u00e4\u00e4m\u00e4si data? Se on polttoainetta.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Ty\u00f6kalut, kuten <strong><a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/analytiikka\/proficy-csense\/\">Proficy CSense<\/a><\/strong> ja alustat kuten<strong><a href=\"https:\/\/www.novotek.com\/fi\/ratkaisut-ja-tuotteet\/teollinen-dataops\/highbyte-intelligence-hub\/\"> HighByte Intelligence Hub <\/a><\/strong>helpottavat datan yhdist\u00e4mist\u00e4, oikeiden mallien hy\u00f6dynt\u00e4mist\u00e4 ja mahdollistavat merkitt\u00e4v\u00e4t, todellista hy\u00f6ty\u00e4 tuovat toimet.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Kun seuraavan kerran keskustelu k\u00e4\u00e4ntyy teko\u00e4lyyn, et en\u00e4\u00e4 vain ny\u00f6kk\u00e4ile mukana. Tied\u00e4t, miss\u00e4 menn\u00e4\u00e4n \u2013 ja miten voitte kehitty\u00e4.<\/p>\n<\/div>\n\n<div class=\"container-md image  \">\n<figure class=\"wp-block-image size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"86\" height=\"86\" src=\"https:\/\/www.novotek.com\/fi\/wp-content\/uploads\/sites\/6\/Insights\/2025\/AI-ML\/Martin-profilepicture-circle-border-smaller-86x86-1.jpg\" alt=\"Martin Novotek\" class=\"wp-image-16840\" \/><\/figure>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p><strong>Kirjoittaja:&nbsp;<\/strong>Martin Paczona \u2013&nbsp;<em>Head of Industrial Data Science<\/em><\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:40px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md heading  \">\n<h2 class=\"wp-block-heading\"><strong>Mit\u00e4 teid\u00e4n tuotantonne tarvitsee?<\/strong><\/h2>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Jatka keskustelua tiimimme kanssa! Olemme valmiina tarjoamaan yksinkertaisen ja nopean arvion nykytilanteestanne ja vinkkej\u00e4 teko\u00e4lyn k\u00e4ytt\u00f6\u00f6noton edellytyksille.<\/p>\n<\/div>\n\n<div class=\"container-md paragraph  \">\n<p>Ei paineita \u2013 haluamme jakaa tietoa teko\u00e4lyn tarjoamista mahdollisuuksista ja auttaa suomalaisia teollisuusyrityksi\u00e4 tekem\u00e4\u00e4n \u00e4lykk\u00e4\u00e4mpi\u00e4 p\u00e4\u00e4t\u00f6ksi\u00e4.<\/p>\n<\/div>\n\n<div class=\"container-md spacer  \">\n<div style=\"height:24px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n<\/div>\n\n<div class=\"container-md form  \"><script type=\"text\/javascript\">\n\/* <![CDATA[ *\/\nvar 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kokouksessa, kun puhe k\u00e4\u00e4ntyy teko\u00e4lyyn (AI), koneoppimiseen (ML) tai syv\u00e4oppimiseen (Deep Learning), vaikka et ole ollut aivan varma, mit\u00e4 kukin termi tarkoittaa? Et ole yksin. N\u00e4it\u00e4 k\u00e4sitteit\u00e4 k\u00e4ytet\u00e4\u00e4n usein ristiin, joten sekaannus on t\u00e4ysin ymm\u00e4rrett\u00e4v\u00e4\u00e4. Otetaan siis selv\u00e4\u00e4, mist\u00e4 on oikeasti kyse. T\u00e4m\u00e4 artikkeli auttaa sinua ymm\u00e4rt\u00e4m\u00e4\u00e4n teko\u00e4lyn, koneoppimisen, neuroverkkojen [&hellip;]<\/p>\n","protected":false},"featured_media":0,"template":"","insight_category":[52],"class_list":["post-16834","insights","type-insights","status-publish","hentry","insight_category-tekoaly"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Teko\u00e4ly, koneoppiminen ja syv\u00e4oppiminen \u2013 mit\u00e4 eroa niill\u00e4 on? - Novotek Finland<\/title>\n<meta name=\"description\" content=\"Tied\u00e4tk\u00f6, mit\u00e4 eroa on teko\u00e4lyll\u00e4 ja koneoppimisella? 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