{"id":42462,"date":"2024-09-09T05:39:12","date_gmt":"2024-09-09T05:39:12","guid":{"rendered":"https:\/\/www.carmatec.com\/?page_id=42462"},"modified":"2026-06-23T13:08:19","modified_gmt":"2026-06-23T13:08:19","slug":"mlops-konsultointipalvelut","status":"publish","type":"page","link":"https:\/\/www.carmatec.com\/fi\/mlops-consulting-services\/","title":{"rendered":"MLOps-konsultointipalvelut"},"content":{"rendered":"<div data-elementor-type=\"wp-page\" data-elementor-id=\"42462\" class=\"elementor elementor-42462\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1dcc768b e-flex e-con-boxed e-con e-parent\" data-id=\"1dcc768b\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;shape_divider_bottom&quot;:&quot;waves&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-shape elementor-shape-bottom\" aria-hidden=\"true\" data-negative=\"false\">\n\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewbox=\"0 0 1000 100\" preserveaspectratio=\"none\">\n\t<path class=\"elementor-shape-fill\" d=\"M421.9,6.5c22.6-2.5,51.5,0.4,75.5,5.3c23.6,4.9,70.9,23.5,100.5,35.7c75.8,32.2,133.7,44.5,192.6,49.7\tc23.6,2.1,48.7,3.5,103.4-2.5c54.7-6,106.2-25.6,106.2-25.6V0H0v30.3c0,0,72,32.6,158.4,30.5c39.2-0.7,92.8-6.7,134-22.4\tc21.2-8.1,52.2-18.2,79.7-24.2C399.3,7.9,411.6,7.5,421.9,6.5z\"\/>\n<\/svg>\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5204f19 e-con-full e-flex e-con e-child\" data-id=\"5204f19\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-41c75bd6 elementor-widget elementor-widget-heading\" data-id=\"41c75bd6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">MLOps-konsultointipalvelut<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-14af581a elementor-widget elementor-widget-heading\" data-id=\"14af581a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Nopeuta ja optimoi koneoppimismallisi Carmatecin asiantuntijoiden tarjoamien MLOps-konsultointipalveluiden avulla.<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-00a420a elementor-align-left elementor-mobile-align-left elementor-widget__width-auto elementor-invisible elementor-widget elementor-widget-button\" data-id=\"00a420a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.carmatec.com\/fi\/ota-meihin-yhteytta\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Pyyd\u00e4 tarjous<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-2c8525f e-con-full elementor-hidden-mobile e-flex e-con e-child\" data-id=\"2c8525f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-6985b284 e-flex e-con-boxed e-con e-parent\" data-id=\"6985b284\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-7daee735 e-con-full e-flex e-con e-child\" data-id=\"7daee735\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-c397408 why_kafke_sec elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"c397408\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Tehosta koneoppimisen k\u00e4ytt\u00f6\u00e4 MLOps-asiantuntemuksen avulla<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-67ba8f9e elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"67ba8f9e\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p>Carmatec on erikoistunut tarjoamaan vankkoja MLOps-konsultointipalveluja, jotka virtaviivaistavat ja automatisoivat koneoppimisen (ML) ty\u00f6nkulkuja ja varmistavat, ett\u00e4 mallisi ovat skaalautuvia, luotettavia ja tuotantok\u00e4ytt\u00f6\u00f6n valmiita. Yhdist\u00e4m\u00e4ll\u00e4 kehityksen ja tuotannon autamme yrityksi\u00e4 ottamaan k\u00e4ytt\u00f6\u00f6n, seuraamaan ja hallinnoimaan koneoppimismalleja tehokkaasti, mik\u00e4 nopeuttaa oivallusten saamista ja v\u00e4hent\u00e4\u00e4 toiminnallisia pullonkauloja.<\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-0eae859 elementor-align-left elementor-mobile-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"0eae859\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.carmatec.com\/fi\/ota-meihin-yhteytta\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Keskustele konsultin kanssa<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1da1ef81 e-con-full e-flex e-con e-child\" data-id=\"1da1ef81\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2f0b3fa elementor-widget elementor-widget-image\" data-id=\"2f0b3fa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"525\" height=\"350\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/most-trusted.png\" class=\"attachment-large size-large wp-image-40057\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/most-trusted.png 525w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/most-trusted-300x200.png 300w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/most-trusted-18x12.png 18w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/most-trusted-400x267.png 400w\" sizes=\"(max-width: 525px) 100vw, 525px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-24c9875b e-flex e-con-boxed e-con e-parent\" data-id=\"24c9875b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e871aca elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"e871aca\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">MLOps-konsultointipalveluihimme kuuluvat<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7f3cc43c e-con-full e-flex e-con e-child\" data-id=\"7f3cc43c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-44c02b2b e-con-full e-flex e-con e-child\" data-id=\"44c02b2b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3797da6b elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"3797da6b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"\/fi\/ai-chatbot-kehitys-yritys\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/upgrade.png\" class=\"attachment-full size-full wp-image-40061\" alt=\"p\u00e4ivitys\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/upgrade.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/upgrade-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/upgrade-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"\/fi\/ai-chatbot-kehitys-yritys\/\">Kokonaisvaltainen koneoppimisen prosessien automatisointi<\/a><\/h3><p class=\"elementor-image-box-description\">Suunnittelemme ja toteutamme automatisoituja prosessiketjuja, jotka kattavat koneoppimisen koko elinkaaren \u2013 tietojen ker\u00e4\u00e4misest\u00e4 ja mallien kouluttamisesta k\u00e4ytt\u00f6\u00f6nottoon ja seurantaan \u2013 ja varmistamme saumattoman integroinnin olemassa olevaan infrastruktuuriinne.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-212e4fe5 e-con-full e-flex e-con e-child\" data-id=\"212e4fe5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-68955a91 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"68955a91\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"\/fi\/ai-callcenter-palvelut-ja-ratkaisut\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/generative-ai.png\" class=\"attachment-full size-full wp-image-40066\" alt=\"generative-ai\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/generative-ai.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/generative-ai-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/generative-ai-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"\/fi\/ai-callcenter-palvelut-ja-ratkaisut\/\">CI\/CD koneoppimismalleille<\/a><\/h3><p class=\"elementor-image-box-description\">Ota k\u00e4ytt\u00f6\u00f6n koneoppimismalliesi jatkuva integrointi ja toimitus (CI\/CD), jotta voit varmistaa nopeamman k\u00e4ytt\u00f6\u00f6noton, versiohallinnan ja p\u00e4ivitykset mahdollisimman pienill\u00e4 k\u00e4ytt\u00f6katkoilla. N\u00e4in varmistat, ett\u00e4 mallisi ovat tuotantoymp\u00e4rist\u00f6iss\u00e4 aina ajan tasalla ja luotettavia.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-793626f1 e-con-full e-flex e-con e-child\" data-id=\"793626f1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2433edd e-con-full e-flex e-con e-child\" data-id=\"2433edd\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-45329f28 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"45329f28\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"\/fi\/ai-integraatiopalvelut\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-integration.png\" class=\"attachment-full size-full wp-image-40068\" alt=\"malli-integraatio\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-integration.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-integration-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-integration-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"\/fi\/ai-integraatiopalvelut\/\">Mallien valvonta ja huolto<\/a><\/h3><p class=\"elementor-image-box-description\">Tarjoamme k\u00e4ytt\u00f6\u00f6notettujen mallien reaaliaikaista seurantaa ja ennakoivaa yll\u00e4pitoa, mik\u00e4 takaa niiden tarkan toiminnan pitk\u00e4ll\u00e4 aikav\u00e4lill\u00e4 ja mahdollistaa niiden mukautumisen muuttuviin data- ja liiketoimintavaatimuksiin.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-51a3e4e0 e-con-full e-flex e-con e-child\" data-id=\"51a3e4e0\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f6c0bef elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"7f6c0bef\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"\/fi\/ai-integraatiopalvelut\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/healthcare.png\" class=\"attachment-full size-full wp-image-40067\" alt=\"terveydenhuolto\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/healthcare.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/healthcare-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/healthcare-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"\/fi\/ai-integraatiopalvelut\/\">Infrastruktuurin optimointi<\/a><\/h3><p class=\"elementor-image-box-description\">Tiimimme optimoi infrastruktuurisi koneoppimisteht\u00e4vi\u00e4 varten ja varmistaa resurssien kustannustehokkaan k\u00e4yt\u00f6n sek\u00e4 skaalautuvat ratkaisut riippumatta siit\u00e4, k\u00e4yt\u00e4tk\u00f6 pilvipalveluita, paikallisia palvelimia vai hybridiymp\u00e4rist\u00f6j\u00e4.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-143fc4fc e-con-full e-flex e-con e-child\" data-id=\"143fc4fc\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-4539374a e-con-full e-flex e-con e-child\" data-id=\"4539374a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5c264778 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"5c264778\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"\/fi\/tiedonhallintapalvelut\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/end-to-end.png\" class=\"attachment-full size-full wp-image-40064\" alt=\"end-to-end\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/end-to-end.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/end-to-end-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/end-to-end-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"\/fi\/tiedonhallintapalvelut\/\">Tietojen hallinta ja hallinto<\/a><\/h3><p class=\"elementor-image-box-description\">Autamme sinua ottamaan k\u00e4ytt\u00f6\u00f6n tehokkaita tietohallintak\u00e4yt\u00e4nt\u00f6j\u00e4, joilla varmistetaan tietojen laatu, versiohallinta ja hallinto koneoppimisprosessien kaikissa vaiheissa. T\u00e4m\u00e4 takaa alan standardien ja m\u00e4\u00e4r\u00e4ysten noudattamisen.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3ca70259 e-con-full e-flex e-con e-child\" data-id=\"3ca70259\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3d9ee3c6 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"3d9ee3c6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><a href=\"\/fi\/cybersecurity-consulting-services\/\" tabindex=\"-1\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/chatgpt.png\" class=\"attachment-full size-full wp-image-40062\" alt=\"chatgpt\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/chatgpt.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/chatgpt-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/chatgpt-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/a><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\"><a href=\"\/fi\/cybersecurity-consulting-services\/\">Turvallisuus ja vaatimustenmukaisuus<\/a><\/h3><p class=\"elementor-image-box-description\">Turvallisuus on etusijalla jokaisessa toteuttamassamme koneoppimisprojektissa. MLOps-ratkaisumme takaavat tietoturvan, mallien luotettavuuden ja toimialakohtaisten m\u00e4\u00e4r\u00e4ysten noudattamisen, jotta arkaluontoiset tiedot pysyv\u00e4t suojattuina.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-484d7907 e-flex e-con-boxed e-con e-parent\" data-id=\"484d7907\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-63dc4a23 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"63dc4a23\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">MLOPs-konsultointiprosessimme<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-754c557f e-con-full e-flex e-con e-child\" data-id=\"754c557f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-23c5a6e5 e-con-full e-flex e-con e-child\" data-id=\"23c5a6e5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1471dcf4 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"1471dcf4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement.png\" class=\"attachment-full size-full wp-image-40072\" alt=\"vaatimus\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Kuuleminen<\/h3><p class=\"elementor-image-box-description\">Aloitamme perusteellisella konsultoinnilla, jossa kartoitamme yrityksesi tarpeet, tavoitteet ja haasteet.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7085cd2e e-con-full e-flex e-con e-child\" data-id=\"7085cd2e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5e4d95b8 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"5e4d95b8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla.png\" class=\"attachment-full size-full wp-image-40073\" alt=\"research-pla\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Strategian kehitt\u00e4minen<\/h3><p class=\"elementor-image-box-description\">Tiimimme laatii kattavan MLOps-strategian, joka on r\u00e4\u00e4t\u00e4l\u00f6ity juuri teid\u00e4n tavoitteidenne mukaisesti ja takaa saumattoman k\u00e4ytt\u00f6\u00f6noton.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-231d004b e-con-full e-flex e-con e-child\" data-id=\"231d004b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2e007d92 e-con-full e-flex e-con e-child\" data-id=\"2e007d92\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6629b141 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"6629b141\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png\" class=\"attachment-full size-full wp-image-40082\" alt=\"data-prepa\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Suunnittelu &amp; arkkitehtuuri<\/h3><p class=\"elementor-image-box-description\">Suunnittelemme vankkoja koneoppimisprosessien arkkitehtuureja, jotka tukevat skaalautuvia ja tehokkaita koneoppimisprosesseja.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5c952b57 e-con-full e-flex e-con e-child\" data-id=\"5c952b57\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e3c9fff elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"4e3c9fff\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png\" class=\"attachment-full size-full wp-image-40087\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Kehitys ja automaatio<\/h3><p class=\"elementor-image-box-description\">Rakennamme ja automatisoimme koneoppimisen prosessiketjuja keskittyen integrointiin, suorituskykyyn ja luotettavuuteen.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-8e7d3ae e-con-full e-flex e-con e-child\" data-id=\"8e7d3ae\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-9c446a9 e-con-full e-flex e-con e-child\" data-id=\"9c446a9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d8c1d79 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"d8c1d79\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png\" class=\"attachment-full size-full wp-image-40082\" alt=\"data-prepa\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Mallien k\u00e4ytt\u00f6\u00f6notto ja seuranta<\/h3><p class=\"elementor-image-box-description\">Mallisi otetaan tuotantok\u00e4ytt\u00f6\u00f6n reaaliaikaisen seurannan ja jatkuvan optimoinnin avulla, jotta suorituskyky olisi mahdollisimman hyv\u00e4.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ed07c95 e-con-full e-flex e-con e-child\" data-id=\"ed07c95\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-052de26 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"052de26\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png\" class=\"attachment-full size-full wp-image-40087\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Tuki ja yll\u00e4pito<\/h3><p class=\"elementor-image-box-description\">Tarjoamme jatkuvaa tukea ja s\u00e4\u00e4nn\u00f6llisi\u00e4 p\u00e4ivityksi\u00e4, jotta MLOps-ymp\u00e4rist\u00f6si pysyy tehokkaana ja mukautuu muuttuviin tarpeisiin.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-0c826f5 e-flex e-con-boxed e-con e-parent\" data-id=\"0c826f5\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d6746b6 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"d6746b6\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\"> T\u00e4rkeimm\u00e4t edut<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-d1088c1 e-con-full e-flex e-con e-child\" data-id=\"d1088c1\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3cb4747 e-con-full e-flex e-con e-child\" data-id=\"3cb4747\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2423599 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"2423599\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement.png\" class=\"attachment-full size-full wp-image-40072\" alt=\"vaatimus\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Parannettu tehokkuus<\/h3><p class=\"elementor-image-box-description\">Automatisoi ja virtaviivaista koneoppimisen ty\u00f6nkulkuja manuaalisen ty\u00f6n v\u00e4hent\u00e4miseksi ja mallien kehitt\u00e4misen nopeuttamiseksi.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-47bae4b e-con-full e-flex e-con e-child\" data-id=\"47bae4b\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-44ecfe4 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"44ecfe4\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla.png\" class=\"attachment-full size-full wp-image-40073\" alt=\"research-pla\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Skaalautuvat ratkaisut<\/h3><p class=\"elementor-image-box-description\">Otetaan k\u00e4ytt\u00f6\u00f6n skaalautuvia k\u00e4yt\u00e4nt\u00f6j\u00e4, jotka tukevat kasvavia tietom\u00e4\u00e4ri\u00e4 ja mallien monimutkaisuutta.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c160618 e-con-full e-flex e-con e-child\" data-id=\"c160618\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-ada6165 e-con-full e-flex e-con e-child\" data-id=\"ada6165\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-98f915e elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"98f915e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png\" class=\"attachment-full size-full wp-image-40082\" alt=\"data-prepa\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Mallin suorituskyvyn parantaminen<\/h3><p class=\"elementor-image-box-description\">Optimoi ja seuraa malleja jatkuvasti, jotta niiden suorituskyky on tarkka ja luotettava.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-4c5da8f e-con-full e-flex e-con e-child\" data-id=\"4c5da8f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d2f913 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"4d2f913\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png\" class=\"attachment-full size-full wp-image-40087\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Nopeampi markkinoille saattaminen<\/h3><p class=\"elementor-image-box-description\">Nopeuta mallien k\u00e4ytt\u00f6\u00f6nottoa CI\/CD-prosessien avulla, jotta ominaisuuksien integrointi ja p\u00e4ivitykset sujuvat nopeammin.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ea2f3ef e-con-full e-flex e-con e-child\" data-id=\"ea2f3ef\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-3ac0b0a e-con-full e-flex e-con e-child\" data-id=\"3ac0b0a\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-081e3db elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"081e3db\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png\" class=\"attachment-full size-full wp-image-40082\" alt=\"data-prepa\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Kustannuss\u00e4\u00e4st\u00f6t<\/h3><p class=\"elementor-image-box-description\">Optimoi resurssien k\u00e4ytt\u00f6 ja v\u00e4henn\u00e4 tehottomuudesta ja tuhlauksesta aiheutuvia kustannuksia.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a380e92 e-con-full e-flex e-con e-child\" data-id=\"a380e92\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7f2967a elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"7f2967a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png\" class=\"attachment-full size-full wp-image-40087\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Parannettu turvallisuus ja vaatimustenmukaisuus<\/h3><p class=\"elementor-image-box-description\">Varmista tietosuoja ja noudata s\u00e4\u00e4ntelyvaatimuksia luotettavien tietoturva- ja hallintotoimenpiteiden avulla.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9d3c1aa e-flex e-con-boxed e-con e-parent\" data-id=\"9d3c1aa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-61b8052 elementor-align-center elementor-mobile-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"61b8052\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.carmatec.com\/fi\/ota-meihin-yhteytta\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Aloita t\u00e4n\u00e4\u00e4n<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-726efa4 e-flex e-con-boxed e-con e-parent\" data-id=\"726efa4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d3e44d7 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"d3e44d7\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Miksi valita Carmatec MLOps-konsultointiin?<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-ecba1e9 e-con-full e-flex e-con e-child\" data-id=\"ecba1e9\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-feb64d8 e-con-full e-flex e-con e-child\" data-id=\"feb64d8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-8adfa33 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"8adfa33\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement.png\" class=\"attachment-full size-full wp-image-40072\" alt=\"vaatimus\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Asiantuntemus koneoppimisesta ja DevOpsista<\/h3><p class=\"elementor-image-box-description\">Kokeneella tiimill\u00e4mme yhdistyv\u00e4t koneoppimisen asiantuntemus ja syv\u00e4llinen tuntemus DevOps-k\u00e4yt\u00e4nn\u00f6ist\u00e4, mik\u00e4 takaa koneoppimismallienne onnistuneen k\u00e4ytt\u00f6\u00f6noton ja skaalautuvuuden.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e502f12 e-con-full e-flex e-con e-child\" data-id=\"e502f12\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4478565 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"4478565\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla.png\" class=\"attachment-full size-full wp-image-40073\" alt=\"research-pla\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">R\u00e4\u00e4t\u00e4l\u00f6idyt ratkaisut yrityksellesi<\/h3><p class=\"elementor-image-box-description\">Tarjoamme r\u00e4\u00e4t\u00e4l\u00f6ityj\u00e4 MLOps-ratkaisuja, jotka vastaavat yrityksesi liiketoimintatavoitteita ja varmistavat, ett\u00e4 mallisi on optimoitu suorituskyvyn ja luotettavuuden kannalta.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-1d52dd7 e-con-full e-flex e-con e-child\" data-id=\"1d52dd7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-6aba4a6 e-con-full e-flex e-con e-child\" data-id=\"6aba4a6\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-25b81ea elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"25b81ea\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png\" class=\"attachment-full size-full wp-image-40082\" alt=\"data-prepa\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Saumaton integrointi<\/h3><p class=\"elementor-image-box-description\">Ratkaisumme on suunniteltu integroitavaksi olemassa oleviin j\u00e4rjestelmiin ja ty\u00f6kaluihin, mik\u00e4 varmistaa h\u00e4iri\u00f6iden minimoinnin ja tehokkuuden maksimoinnin.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-bdca3de e-con-full e-flex e-con e-child\" data-id=\"bdca3de\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7ebd41c elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"7ebd41c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png\" class=\"attachment-full size-full wp-image-40087\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Jatkuva tuki ja optimointi<\/h3><p class=\"elementor-image-box-description\">Tarjoamme jatkuvaa tukea ja optimointipalveluja, jotta koneoppimismallisi pysyv\u00e4t tehokkaina, tarkkoina ja vastaavat yrityksesi muuttuvia tarpeita.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9ca2a6c e-flex e-con-boxed e-con e-parent\" data-id=\"9ca2a6c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-51d8c29 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"51d8c29\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Palvelemme toimialat<\/h2>\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-415f551 e-con-full e-flex e-con e-child\" data-id=\"415f551\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-2d8f8a7 e-con-full e-flex e-con e-child\" data-id=\"2d8f8a7\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-460eda5 elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"460eda5\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement.png\" class=\"attachment-full size-full wp-image-40072\" alt=\"vaatimus\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/requirement-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Terveydenhuolto<\/h3><p class=\"elementor-image-box-description\">Automatisoi l\u00e4\u00e4ketieteellisten tietojen analysointi, kehit\u00e4 diagnoosiv\u00e4lineit\u00e4 ja paranna potilashoitoa skaalautuvien koneoppimismallien avulla.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-9bd267e e-con-full e-flex e-con e-child\" data-id=\"9bd267e\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0898f1a elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"0898f1a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla.png\" class=\"attachment-full size-full wp-image-40073\" alt=\"research-pla\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/research-pla-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Rahoitus<\/h3><p class=\"elementor-image-box-description\">Tehosta petosten havaitsemista, riskien arviointia ja asiakaspalvelua \u00e4lykk\u00e4iden koneoppimisratkaisujen avulla.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-b73ada4 e-con-full e-flex e-con e-child\" data-id=\"b73ada4\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t<div class=\"elementor-element elementor-element-7eb88f8 e-con-full e-flex e-con e-child\" data-id=\"7eb88f8\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2b6d1bc elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"2b6d1bc\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png\" class=\"attachment-full size-full wp-image-40082\" alt=\"data-prepa\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/data-prepa-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">V\u00e4hitt\u00e4iskauppa ja s\u00e4hk\u00f6inen kaupank\u00e4ynti<\/h3><p class=\"elementor-image-box-description\">Hy\u00f6dynn\u00e4 dataan perustuvia oivalluksia r\u00e4\u00e4t\u00e4l\u00f6idyss\u00e4 markkinoinnissa, varastonhallinnassa ja asiakaskokemuksen parantamisessa.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e103656 e-con-full e-flex e-con e-child\" data-id=\"e103656\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-a5496ed elementor-position-left elementor-vertical-align-middle elementor-position-left elementor-vertical-align-middle elementor-widget elementor-widget-image-box\" data-id=\"a5496ed\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image-box.default\">\n\t\t\t\t\t<div class=\"elementor-image-box-wrapper\"><figure class=\"elementor-image-box-img\"><img decoding=\"async\" width=\"200\" height=\"200\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png\" class=\"attachment-full size-full wp-image-40087\" alt=\"\" srcset=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop.png 200w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-150x150.png 150w, https:\/\/www.carmatec.com\/wp-content\/uploads\/2024\/02\/model-develop-12x12.png 12w\" sizes=\"(max-width: 200px) 100vw, 200px\" \/><\/figure><div class=\"elementor-image-box-content\"><h3 class=\"elementor-image-box-title\">Valmistus<\/h3><p class=\"elementor-image-box-description\">Optimoi tuotantoprosessit, ennakoiva kunnossapito ja toimitusketjun hallinta koneoppimiseen perustuvan automaation avulla.<\/p><\/div><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7f5da129 e-flex e-con-boxed e-con e-parent\" data-id=\"7f5da129\" data-element_type=\"container\" data-e-type=\"container\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-12657bd3 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"12657bd3\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Oletko kiinnostunut sijoittamaan MLOps-konsultointiin?<\/h4>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-669eba94 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"669eba94\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInUp&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Ota rohkeasti yhteytt\u00e4 MLOps-asiantuntijaamme. Otamme mielell\u00e4mme vastaan sek\u00e4 konkreettisia k\u00e4ytt\u00f6tapauksia ett\u00e4 yleisluontoisia ideoita tulevista sovelluksista.<\/span><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1c5baa8c elementor-align-center elementor-mobile-align-center elementor-invisible elementor-widget elementor-widget-button\" data-id=\"1c5baa8c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;zoomIn&quot;}\" data-widget_type=\"button.default\">\n\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm\" href=\"https:\/\/www.carmatec.com\/fi\/ota-meihin-yhteytta\/\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t\t\t\t<span class=\"elementor-button-text\">Varaa ILMAINEN konsultaatio<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t<\/a>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e43e324 e-flex e-con-boxed e-con e-parent\" data-id=\"e43e324\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-27bc1c75 elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"27bc1c75\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">UKK<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-338d63f8 elementor-widget elementor-widget-accordion\" data-id=\"338d63f8\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"accordion.default\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion\">\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8641\" class=\"elementor-tab-title\" data-tab=\"1\" role=\"button\" aria-controls=\"elementor-tab-content-8641\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Mik\u00e4 on MLOps?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8641\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"1\" role=\"region\" aria-labelledby=\"elementor-tab-title-8641\"><p>MLOps (Machine Learning Operations) on joukko k\u00e4yt\u00e4nt\u00f6j\u00e4, jotka yhdist\u00e4v\u00e4t koneoppimismallien kehitt\u00e4misen (ML) ohjelmistokehitysprosesseihin (DevOps). Se mahdollistaa koneoppimismallien automatisoinnin, k\u00e4ytt\u00f6\u00f6noton, seurannan ja hallinnan laajassa mittakaavassa.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8642\" class=\"elementor-tab-title\" data-tab=\"2\" role=\"button\" aria-controls=\"elementor-tab-content-8642\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Miksi yritykseni tarvitsee MLOps-konsultointia?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8642\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"2\" role=\"region\" aria-labelledby=\"elementor-tab-title-8642\"><p>MLOps-konsultointi auttaa yrityksi\u00e4 automatisoimaan ja tehostamaan koneoppimismallien k\u00e4ytt\u00f6\u00f6nottoa ja hallintaa. Hy\u00f6dynt\u00e4m\u00e4ll\u00e4 MLOpsia voit parantaa koneoppimisprosessien tehokkuutta, v\u00e4hent\u00e4\u00e4 toiminnallisia pullonkauloja ja varmistaa, ett\u00e4 mallit toimivat optimaalisesti tuotantoymp\u00e4rist\u00f6iss\u00e4.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8643\" class=\"elementor-tab-title\" data-tab=\"3\" role=\"button\" aria-controls=\"elementor-tab-content-8643\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Mit\u00e4 palveluja MLOps-konsultointiin sis\u00e4ltyy?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8643\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"3\" role=\"region\" aria-labelledby=\"elementor-tab-title-8643\"><p>MLOps-konsultointipalveluihin kuuluvat tyypillisesti koneoppimisen prosessien automatisointi, mallien jatkuva integrointi ja jatkuva toimitus (CI\/CD), infrastruktuurin optimointi, mallien valvonta, tietohallinto sek\u00e4 tietoturvavaatimusten noudattaminen. N\u00e4m\u00e4 palvelut varmistavat, ett\u00e4 koneoppimismallit ovat skaalautuvia, turvallisia ja hyvin yll\u00e4pidettyj\u00e4.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8644\" class=\"elementor-tab-title\" data-tab=\"4\" role=\"button\" aria-controls=\"elementor-tab-content-8644\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Miten MLOps parantaa koneoppimismallien suorituskyky\u00e4?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8644\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"4\" role=\"region\" aria-labelledby=\"elementor-tab-title-8644\"><p>MLOps automatisoi ja optimoi mallien k\u00e4ytt\u00f6\u00f6noton ja seurannan varmistaen, ett\u00e4 ne pysyv\u00e4t tarkkoina ja tehokkaina pitk\u00e4ll\u00e4 aikav\u00e4lill\u00e4. Ottamalla k\u00e4ytt\u00f6\u00f6n jatkuvan seurannan ja uudelleenkoulutuksen mekanismit MLOps varmistaa, ett\u00e4 mallit pysyv\u00e4t muuttuvien tietojen ja liiketoimintavaatimusten mukaisina.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8645\" class=\"elementor-tab-title\" data-tab=\"5\" role=\"button\" aria-controls=\"elementor-tab-content-8645\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Miten MLOps lyhent\u00e4\u00e4 koneoppimismallien markkinoille saattamiseen kuluvaa aikaa?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8645\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"5\" role=\"region\" aria-labelledby=\"elementor-tab-title-8645\"><p>MLOps helpottaa koneoppimismallien jatkuvaa integrointia ja k\u00e4ytt\u00f6\u00f6nottoa (CI\/CD) automatisoimalla toistuvia teht\u00e4vi\u00e4 ja v\u00e4hent\u00e4m\u00e4ll\u00e4 manuaalista ty\u00f6t\u00e4. T\u00e4m\u00e4 nopeuttaa uusien mallien ja p\u00e4ivitysten k\u00e4ytt\u00f6\u00f6nottoa ja lyhent\u00e4\u00e4 tuotteen markkinoille saattamiseen kuluvaa aikaa merkitt\u00e4v\u00e4sti.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8646\" class=\"elementor-tab-title\" data-tab=\"6\" role=\"button\" aria-controls=\"elementor-tab-content-8646\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Voidaanko MLOps integroida nykyiseen infrastruktuuriini?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8646\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"6\" role=\"region\" aria-labelledby=\"elementor-tab-title-8646\"><p>Kyll\u00e4, MLOps voidaan integroida saumattomasti olemassa olevaan infrastruktuuriisi riippumatta siit\u00e4, k\u00e4yt\u00e4tk\u00f6 pilvipalveluita, paikallisia j\u00e4rjestelmi\u00e4 vai hybridiymp\u00e4rist\u00f6j\u00e4. Konsultointipalvelumme takaavat sujuvan integroinnin ilman, ett\u00e4 se h\u00e4iritsee toimintaasi.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8647\" class=\"elementor-tab-title\" data-tab=\"7\" role=\"button\" aria-controls=\"elementor-tab-content-8647\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Mitk\u00e4 ovat MLOpsin tietoturvatoimenpiteet?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8647\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"7\" role=\"region\" aria-labelledby=\"elementor-tab-title-8647\"><p>MLOps varmistaa koneoppimismallien ja tietojen suojauksen ottamalla k\u00e4ytt\u00f6\u00f6n tiukkoja tietoturvaprotokollia, kuten salauksen, k\u00e4ytt\u00f6oikeuksien hallinnan ja alan s\u00e4\u00e4nn\u00f6sten noudattamisen. T\u00e4m\u00e4 suojaa arkaluonteisia tietoja ja varmistaa mallien eheyden.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8648\" class=\"elementor-tab-title\" data-tab=\"8\" role=\"button\" aria-controls=\"elementor-tab-content-8648\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Miten valitsen yritykselleni sopivat MLOps-ty\u00f6kalut?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8648\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"8\" role=\"region\" aria-labelledby=\"elementor-tab-title-8648\"><p>Oikeiden MLOps-ty\u00f6kalujen valinta riippuu yrityksesi erityisvaatimuksista, kuten skaalautuvuudesta, mallien monimutkaisuudesta ja infrastruktuurista. MLOps-konsultointitiimimme auttaa sinua valitsemaan ja ottamaan k\u00e4ytt\u00f6\u00f6n parhaat ty\u00f6kalut, jotka vastaavat yrityksesi tarpeita ja tavoitteita.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-8649\" class=\"elementor-tab-title\" data-tab=\"9\" role=\"button\" aria-controls=\"elementor-tab-content-8649\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Mitk\u00e4 toimialat hy\u00f6tyv\u00e4t MLOps-konsultoinnista?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-8649\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"9\" role=\"region\" aria-labelledby=\"elementor-tab-title-8649\"><p>MLOps-konsultointi hy\u00f6dytt\u00e4\u00e4 monia eri toimialoja, kuten terveydenhuoltoa, rahoitusalaa, v\u00e4hitt\u00e4iskauppaa, teollisuutta ja televiestint\u00e4\u00e4. Kaikki koneoppimismalleja hy\u00f6dynt\u00e4v\u00e4t yritykset voivat parantaa tehokkuuttaan, suorituskyky\u00e4\u00e4n ja skaalautuvuuttaan MLOpsin avulla.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-accordion-item\">\n\t\t\t\t\t<div id=\"elementor-tab-title-86410\" class=\"elementor-tab-title\" data-tab=\"10\" role=\"button\" aria-controls=\"elementor-tab-content-86410\" aria-expanded=\"false\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon elementor-accordion-icon-left\" aria-hidden=\"true\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-closed\"><i class=\"fas fa-plus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t<span class=\"elementor-accordion-icon-opened\"><i class=\"fas fa-minus\"><\/i><\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t\t\t<a class=\"elementor-accordion-title\" tabindex=\"0\">Tarjoaako Carmatec jatkuvaa tukea MLOps-ratkaisun k\u00e4ytt\u00f6\u00f6noton j\u00e4lkeen?<\/a>\n\t\t\t\t\t<\/div>\n\t\t\t\t\t<div id=\"elementor-tab-content-86410\" class=\"elementor-tab-content elementor-clearfix\" data-tab=\"10\" role=\"region\" aria-labelledby=\"elementor-tab-title-86410\"><p>Kyll\u00e4, Carmatec tarjoaa jatkuvaa tukea ja yll\u00e4pitoa MLOps-ratkaisun k\u00e4ytt\u00f6\u00f6noton j\u00e4lkeen. Valvomme mallejanne, teemme tarvittavat p\u00e4ivitykset ja varmistamme, ett\u00e4 koko j\u00e4rjestelm\u00e4 toimii tehokkaasti pitk\u00e4ll\u00e4 aikav\u00e4lill\u00e4 sopeutuen uusiin tietoihin ja liiketoiminnan muutoksiin.<\/p><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-c2d9303 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"c2d9303\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-a96fd01\" data-id=\"a96fd01\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-040e60d elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"040e60d\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-07466d5\" data-id=\"07466d5\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-0bfa341 elementor-widget elementor-widget-image\" data-id=\"0bfa341\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"260\" height=\"173\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2022\/10\/healthcare.jpg\" class=\"attachment-large size-large wp-image-32772\" alt=\"terveydenhuolto\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7778ecf elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"7778ecf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.carmatec.com\/fi\/terveydenhuollon-ohjelmistojen-kehityspalvelut\/\">Terveydenhuolto<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-4e2b1e6\" data-id=\"4e2b1e6\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-470d8cf elementor-widget elementor-widget-image\" data-id=\"470d8cf\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"260\" height=\"173\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2022\/10\/education.jpg\" class=\"attachment-large size-large wp-image-32771\" alt=\"V\u00e4hitt\u00e4iskaupan digitaalimuunnospalvelut\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a231bb5 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"a231bb5\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.carmatec.com\/fi\/koulutusohjelmistojen-kehittaminen\/\">koulutus<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-95663ae\" data-id=\"95663ae\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-dc7dc1d elementor-widget elementor-widget-image\" data-id=\"dc7dc1d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"260\" height=\"173\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2022\/10\/insurance.jpg\" class=\"attachment-large size-large wp-image-32773\" alt=\"vakuutus\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-190020a elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"190020a\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<a href=\"#\">Telecom<\/a>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-956590a\" data-id=\"956590a\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-58782da elementor-widget elementor-widget-image\" data-id=\"58782da\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"260\" height=\"173\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2022\/10\/banking.jpg\" class=\"attachment-large size-large wp-image-32769\" alt=\"pankkitoimintaa\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a84e72c elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"a84e72c\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.carmatec.com\/fi\/fintech-ohjelmistokehitys\/\">FinTech<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-74288f0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"74288f0\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-c14c383\" data-id=\"c14c383\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-21cbc52 elementor-widget elementor-widget-image\" data-id=\"21cbc52\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"260\" height=\"173\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2022\/10\/manufacturing.jpg\" class=\"attachment-large size-large wp-image-32775\" alt=\"valmistus\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-ae69209 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"ae69209\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.carmatec.com\/fi\/hotelli-ja-matkailuohjelmistojen-kehittaminen\/\">Matkailu ja vieraanvaraisuus <\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-c66f109\" data-id=\"c66f109\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68f4760 elementor-widget elementor-widget-image\" data-id=\"68f4760\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"260\" height=\"173\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2022\/10\/media.jpg\" class=\"attachment-large size-large wp-image-32776\" alt=\"media\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-e7538e9 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"e7538e9\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<a href=\"#\">Logistinen<\/a>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-60c15dd\" data-id=\"60c15dd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-688441d elementor-widget elementor-widget-image\" data-id=\"688441d\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"260\" height=\"173\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2022\/10\/retail.png\" class=\"attachment-large size-large wp-image-32947\" alt=\"j\u00e4lleenmyynti\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-f2712df elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"f2712df\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<p><a href=\"https:\/\/www.carmatec.com\/fi\/vahittaiskaupan-ohjelmistokehitysyritys\/\">J\u00e4lleenmyynti<\/a><\/p>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-3da7bb4\" data-id=\"3da7bb4\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-f8b5fe6 elementor-widget elementor-widget-image\" data-id=\"f8b5fe6\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"260\" height=\"173\" src=\"https:\/\/www.carmatec.com\/wp-content\/uploads\/2022\/10\/supply-chain.jpg\" class=\"attachment-large size-large wp-image-32779\" alt=\"toimitusketju\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-8a98689 elementor-invisible elementor-widget elementor-widget-text-editor\" data-id=\"8a98689\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeInDown&quot;}\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\t<a href=\"#\">Viihde<\/a>\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-ae62c7c e-flex e-con-boxed e-con e-parent\" data-id=\"ae62c7c\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-2792a6e elementor-widget elementor-widget-html\" data-id=\"2792a6e\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"html.default\">\n\t\t\t\t\t<script type=\"application\/ld+json\">{\n    \"@context\": \"https:\\\/\\\/schema.org\",\n    \"@type\": \"Service\",\n    \"name\": \"MLOps Consulting Services\",\n    \"serviceType\": \"MLOps Consulting Services\",\n    \"url\": \"https:\\\/\\\/www.carmatec.com\\\/mlops-consulting-services\\\/\",\n    \"description\": \"Carmatec is a leading MLOps consulting company offering ML pipeline automation, CI\\\/CD for machine learning models, model deployment, monitoring, infrastructure optimization, data governance, and scalable MLOps solutions for enterprises worldwide.\",\n    \"areaServed\": \"Global\",\n    \"provider\": {\n        \"@type\": \"Organization\",\n        \"name\": \"Carmatec\",\n        \"url\": \"https:\\\/\\\/www.carmatec.com\"\n    }\n}<\/script>\r\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>","protected":false},"excerpt":{"rendered":"<p>MLOps Consulting Services Accelerate and optimize your machine learning models with expert MLOps consulting services from Carmatec. Get a quote Streamline ML Operations with MLOps Expertise At Carmatec, we specialize in delivering robust MLOps consulting services that streamline and automate machine learning (ML) workflows, ensuring your models are scalable, reliable, and production-ready. By integrating development [&hellip;]<\/p>\n","protected":false},"author":10,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-42462","page","type-page","status-publish","hentry"],"_links":{"self":[{"href":"https:\/\/www.carmatec.com\/fi\/wp-json\/wp\/v2\/pages\/42462","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.carmatec.com\/fi\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/www.carmatec.com\/fi\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/fi\/wp-json\/wp\/v2\/users\/10"}],"replies":[{"embeddable":true,"href":"https:\/\/www.carmatec.com\/fi\/wp-json\/wp\/v2\/comments?post=42462"}],"version-history":[{"count":7,"href":"https:\/\/www.carmatec.com\/fi\/wp-json\/wp\/v2\/pages\/42462\/revisions"}],"predecessor-version":[{"id":54389,"href":"https:\/\/www.carmatec.com\/fi\/wp-json\/wp\/v2\/pages\/42462\/revisions\/54389"}],"wp:attachment":[{"href":"https:\/\/www.carmatec.com\/fi\/wp-json\/wp\/v2\/media?parent=42462"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}