{"id":9370,"date":"2025-10-29T09:27:32","date_gmt":"2025-10-29T08:27:32","guid":{"rendered":"https:\/\/www.trusteddecisions.com\/blog-new\/prognozejosa-analitika-definicija-metodes-un-pielietojuma-piemeri-uznemumiem\/"},"modified":"2025-10-29T09:27:32","modified_gmt":"2025-10-29T08:27:32","slug":"prognozejosa-analitika-definicija-metodes-un-pielietojuma-piemeri-uznemumiem","status":"publish","type":"blog-new","link":"https:\/\/www.trusteddecisions.com\/lv\/blog\/prognozejosa-analitika-definicija-metodes-un-pielietojuma-piemeri-uznemumiem\/","title":{"rendered":"Prognoz\u0113jo\u0161\u0101 anal\u012btika: defin\u012bcija, metodes un pielietojuma piem\u0113ri uz\u0146\u0113mumiem"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Svar\u012bg\u0101kie fakti \u012bsum\u0101<\/h2>\n\n<p>Prognoz\u0113jo\u0161\u0101 anal\u012btika ir uz n\u0101kotni v\u0113rsta datu anal\u012bze, kur\u0101 izmanto statistikas mode\u013cus, ma\u0161\u012bnm\u0101c\u012b\u0161anos un m\u0101ksl\u012bgo intelektu, lai prognoz\u0113tu n\u0101kotnes notikumus. M\u0113r\u0137is ir savlaic\u012bgi atpaz\u012bt tendences, riskus un iesp\u0113jas, pamatojoties uz uz\u0146\u0113muma v\u0113sturiskajiem datiem, un no tiem atvasin\u0101t pamatotus l\u0113mumus. <\/p>\n\n<p>Gan ra\u017eo\u0161an\u0101, gan m\u0101rketing\u0101, gan finans\u0113s prognoz\u0113\u0161anas anal\u012btika pal\u012bdz uz\u0146\u0113mumiem identific\u0113t likumsakar\u012bbas lielos datu apjomos un prec\u012bzi nov\u0113rt\u0113t n\u0101kotnes notikumu iesp\u0113jam\u012bbu. \u0160\u012b tehnolo\u0123ija tiek uzskat\u012bta par m\u016bsdienu biznesa izl\u016bko\u0161anas centr\u0101lo komponentu, un t\u0101 ir apraksto\u0161\u0101s un diagnostisk\u0101s anal\u012btikas evol\u016bcija, p\u0101rveidojot to par proakt\u012bvas vad\u012bbas r\u012bku. <\/p>\n\n<p>Izmantojot progres\u012bvas datu ieguves un model\u0113\u0161anas metodes, organiz\u0101cijas tagad var ne tikai saprast, kas ir noticis, bet galvenok\u0101rt to, kas notiks, un m\u0113r\u0137tiec\u012bgi uz to rea\u0123\u0113t.<\/p>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<style>.cta-container {\n            background-color: #455254;\n            padding: 50px 20px;\n            margin: 50px auto;\n            text-align: center;\n            border-radius: 10px;\n            max-width: 800px;\n            box-sizing: border-box;\n        }\n\n        .cta-title {\n            display: block; \/* Macht das span-Element block-level f\u00fcr richtige Zentrierung *\/\n            color: white;\n            font-weight: bold;\n            font-size: 25px;\n            line-height: 35px;\n            font-family: \"Open Sans\", -apple-system, \"system-ui\", \"Segoe UI\", Roboto, Oxygen-Sans, Ubuntu, Cantarell, \"Helvetica Neue\", sans-serif;\n            margin-bottom: 20px;\n        }\n\n        .cta-container p {\n            color: #ddd;\n            margin-bottom: 30px;\n        }\n\n        .cta-button {\n            background-color: #9A6700;\n            color: white;\n            padding: 14px 25px;\n            text-align: center;\n            text-decoration: none;\n            font-weight: bold;\n            display: inline-block;\n            border: none;\n            border-radius: 5px;\n            transition: background-color 0.5s ease; \/* Weicher \u00dcbergang f\u00fcr den Hover-Effekt *\/\n        }\n\n        .cta-button:hover {\n            background-image: linear-gradient(to right, #d29b2d, #b2821c); \/* Gradient-\u00dcbergang von der urspr\u00fcnglichen Farbe zu einer dunkleren *\/\n        }\n\n        @media (max-width: 600px) {\n            .cta-container {\n                padding: 30px 10px;\n                margin: 30px 10px;\n            }\n\n            .cta-title {\n                font-size: 20px;\n                line-height: 30px;\n            }\n\n            .cta-button {\n                padding: 10px 20px;\n            }\n        }\n    <\/style><div class=\"cta-container\"><span class=\"cta-title\">Sie ben\u00f6tigen Unterst\u00fctzung?<\/span><p>Vereinbaren Sie mit uns einen kostenfreien Beratungstermin.<\/p><a href=\"https:\/\/kontakt.trusteddecisions.com\/kontakt\/\" class=\"cta-button\">Beratungstermin vereinbaren<\/a><\/div>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">Prognoz\u0113jo\u0161\u0101 anal\u012btika &#8211; defin\u012bcija un noz\u012bme<\/h2>\n\n<p>Prognoz\u0113jo\u0161\u0101 anal\u012btika apraksta datu anal\u012bzes, statistikas un m\u0101ksl\u012bg\u0101 intelekta izmanto\u0161anu, lai prognoz\u0113tu n\u0101kotnes notikumus vai notikumus. T\u0101 ir m\u016bsdienu biznesa anal\u012btikas galven\u0101 sast\u0101vda\u013ca, kas pal\u012bdz uz\u0146\u0113mumiem atpaz\u012bt tendences, nov\u0113rt\u0113t riskus un pie\u0146emt pamatotus l\u0113mumus, pamatojoties uz v\u0113sturiskiem datiem. <\/p>\n\n<p>At\u0161\u0137ir\u012bb\u0101 no tradicion\u0101l\u0101s anal\u012bzes, kas tikai izskaidro, <em>kas ir noticis<\/em>, prognoz\u0113\u0161anas anal\u012bzes m\u0113r\u0137is ir prognoz\u0113t, kas var\u0113tu notikt. T\u0101d\u0113j\u0101di t\u0101 veido saikni starp pag\u0101tnes anal\u012bzi un n\u0101kotnes pl\u0101no\u0161anu un datu anal\u012bzei pie\u0161\u0137ir akt\u012bvu, strat\u0113\u0123isku dimensiju. <\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">M\u016bsdien\u012bgas biznesa izl\u016bko\u0161anas da\u013ca<\/h3>\n\n<p>Prognoz\u0113jo\u0161\u0101 anal\u012bze tagad ir daudzu biznesa izl\u016bko\u0161anas sist\u0113mu neat\u0146emama sast\u0101vda\u013ca. Lielo datu, datu ieguves un ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s apvienojums rada sp\u0113c\u012bgu r\u012bku, kas atpaz\u012bst likumsakar\u012bbas, apr\u0113\u0137ina varb\u016bt\u012bbas un, pamatojoties uz t\u0101m, izstr\u0101d\u0101 ieteikumus r\u012bc\u012bbai vad\u012bbai un specializ\u0113taj\u0101m strukt\u016brvien\u012bb\u0101m.<br\/>Tas \u013cauj uz\u0146\u0113mumiem lab\u0101k pl\u0101not, optimiz\u0113t procesus un savlaic\u012bgi rea\u0123\u0113t uz izmai\u0146\u0101m &#8211; s\u0101kot no iepirkumiem un m\u0101rketinga l\u012bdz pat finan\u0161u p\u0101rvald\u012bbai. <\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">Diferenci\u0101cija biznesa anal\u012bz\u0113<\/h3>\n\n<p>Biznesa anal\u012btik\u0101 prognoz\u0113jo\u0161\u0101 anal\u012btika ir starp\u012bba starp apraksto\u0161o anal\u012bzi un uz r\u012bc\u012bbu orient\u0113tu anal\u012bzi.<br\/>Ja apraksto\u0161\u0101 anal\u012btika apkopo pag\u0101tni un diagnostikas anal\u012btika p\u0113ta c\u0113lo\u0146us, tad prognoz\u0113jo\u0161\u0101 anal\u012btika raug\u0101s n\u0101kotn\u0113.<br\/>T\u0101 izmanto matem\u0101tiskus mode\u013cus un algoritmus, lai simul\u0113tu n\u0101kotnes scen\u0101rijus, pamatojoties uz eso\u0161ajiem datiem.<br\/>Visbeidzot, preskript\u012bv\u0101 anal\u012btika ir lo\u0123isks n\u0101kamais solis &#8211; t\u0101 iet soli t\u0101l\u0101k, sniedzot konkr\u0113tus ieteikumus r\u012bc\u012bbai, pamatojoties uz \u0161\u012bm prognoz\u0113m.<\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<style>\n  .wussten-sie-schon-box {\n    border-left: 4px solid #D29B2D;\n    background-color: #455254;\n    padding: 1em;\n    margin: 2em 0;\n    font-family: Arial, sans-serif;\n    color: #FFFFFF;\n    width: 100%;\n    box-sizing: border-box;\n  }\n  .wussten-sie-schon-box strong {\n    color: #D29B2D;\n    font-size: 1.3em;\n    display: block;\n    margin-bottom: 0.5em;\n  }\n  .wussten-sie-schon-box ul {\n    margin: 0;\n    padding-left: 1.2em;\n  }\n  .wussten-sie-schon-box li {\n    margin: 0.3em 0;\n    font-size: 1em;\n  }\n\n  @media screen and (max-width: 600px) {\n    .wussten-sie-schon-box {\n      padding: 0.8em;\n    }\n    .wussten-sie-schon-box strong {\n      font-size: 1.1em;\n    }\n    .wussten-sie-schon-box li {\n      font-size: 0.95em;\n    }\n  }\n<\/style>\n\n<div class=\"wussten-sie-schon-box\" role=\"note\" aria-label=\"Begriffe im \u00dcberblick \u2013 von Data Mining bis Predictive Analytics\">\n  <strong>Terminu p\u0101rskats &#8211; no datu ieguves l\u012bdz prognoz\u0113\u0161anas anal\u012bzei<\/strong>\n  <ul>\n    <li><b>Datu ieguve:<\/b> mode\u013cu un korel\u0101ciju identific\u0113\u0161ana lielos datu apjomos.<\/li>\n    <li><b>Ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s:<\/b> m\u0101c\u012b\u0161an\u0101s algoritmu izmanto\u0161ana progno\u017eu uzlabo\u0161anai.<\/li>\n    <li><b>Prognoz\u0113\u0161anas model\u0113\u0161ana:<\/b> matem\u0101tisko mode\u013cu veido\u0161ana, lai prognoz\u0113tu n\u0101kotnes notikumus.<\/li>\n    <li><b>Biznesa izl\u016bko\u0161ana:<\/b> holistiska datu izmanto\u0161ana l\u0113mumu pie\u0146em\u0161anas atbalstam.<\/li>\n  <\/ul>\n<\/div>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">Pamati un funkcionalit\u0101te<\/h2>\n\n<p>Prognoz\u0113\u0161anas anal\u012btikas pamat\u0101 ir ideja par n\u0101kotnes notikumu<em>prognoz\u0113\u0161anu<\/em>, izmantojot eso\u0161os datus. V\u0113sturiskie dati no da\u017e\u0101diem avotiem, piem\u0113ram, dar\u012bjumiem, iek\u0101rt\u0101m, klientu datiem vai sensoru datiem, tiek analiz\u0113ti un p\u0101rveidoti mode\u013cos, kas apr\u0113\u0137ina n\u0101kotnes rezult\u0101tu varb\u016bt\u012bbas. <\/p>\n\n<p>T\u0101p\u0113c prognoz\u0113\u0161anas anal\u012bze ir uz\u0146\u0113m\u0113jdarb\u012bbas anal\u012btikas apak\u0161nozare, kur\u0101 apvienota statistika, datu ieguves metodes un ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s. Datu zin\u0101tnieki izmanto da\u017e\u0101das metodes, lai datos atpaz\u012btu mode\u013cus un izmantotu tos matem\u0101tisku mode\u013cu izveidei. \u0160ie mode\u013ci tiek nep\u0101rtraukti uzlaboti, izmantojot jaunus datus, lai laika gait\u0101 to prognozes k\u013c\u016btu prec\u012bz\u0101kas.  <\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">Tipisks prognoz\u0113\u0161anas anal\u012bzes process<\/h3>\n\n<p>Prognoz\u0113\u0161anas anal\u012btikas projekt\u0101 parasti tiek iev\u0113rots atk\u0101rtots process. Galven\u0101 uzman\u012bba tiek piev\u0113rsta nevis t\u012briem apr\u0113\u0137iniem, bet gan datu izpratnei un rezult\u0101tu p\u0101rv\u0113r\u0161anai konkr\u0113tos l\u0113mumos. <\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<style>\n.responsive-table {\n        width: 100%;\n        max-width: 100%;\n        border-collapse: collapse;\n        margin: 20px 0;\n        overflow-x: auto;\n        display: block;\n        white-space: nowrap;\n    }\n    .responsive-table thead {\n        background-color: #9A6700;\n    }\n    .responsive-table th, .responsive-table td {\n        border: 1px solid #ddd;\n        padding: 10px;\n        text-align: left;\n    }\n    .responsive-table th {\n        padding-top: 10px;\n        padding-bottom: 10px;\n        background-color:#c7932b;\n        color: white;\n    }\n    @media screen and (max-width: 600px) {\n        .responsive-table {\n            overflow-x: scroll;\n        }\n    }\n<\/style>\n<div class=\"responsive-table\">\n<table>\n  <thead>\n    <tr>\n      <th>Solis<\/th>\n      <th>Solis Apraksts<\/th>\n      <th>Rezult\u0101ts<\/th>\n    <\/tr>\n  <\/thead>\n  <tbody>\n    <tr>\n      <td>1<\/td>\n      <td>Datu v\u0101k\u0161ana<\/td>\n      <td>Uz\u0146\u0113muma datu konsolid\u0101cija no ERP, CRM vai IoT sist\u0113m\u0101m.<\/td>\n    <\/tr>\n    <tr>\n      <td>2<\/td>\n      <td>Datu sagatavo\u0161ana<\/td>\n      <td>Datu att\u012br\u012b\u0161ana, struktur\u0113\u0161ana un attiec\u012bgo main\u012bgo atlase.<\/td>\n    <\/tr>\n    <tr>\n      <td>3<\/td>\n      <td>Model\u0113\u0161ana<\/td>\n      <td>T\u0101du meto\u017eu izmanto\u0161ana k\u0101 l\u0113mumu koki, regresijas vai klasifik\u0101cijas mode\u013ci.<\/td>\n    <\/tr>\n    <tr>\n      <td>4<\/td>\n      <td>Apstiprin\u0101\u0161ana<\/td>\n      <td>Mode\u013ca kvalit\u0101tes p\u0101rbaude, izmantojot re\u0101lus datus (piem\u0113ram, vid\u0113j\u0101 sl\u012bdo\u0161\u0101 v\u0113rt\u012bba vai savstarp\u0113ja valid\u0101cija).<\/td>\n    <\/tr>\n    <tr>\n      <td>5<\/td>\n      <td>Pieteikums<\/td>\n      <td>Rezult\u0101tu integr\u0113\u0161ana uz\u0146\u0113m\u0113jdarb\u012bbas procesos, piem\u0113ram, m\u0101rketinga kampa\u0146\u0101s vai kr\u0101p\u0161anas atkl\u0101\u0161an\u0101.<\/td>\n    <\/tr>\n  <\/tbody>\n<\/table>\n<\/div>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">\u012ass skaidrojums<\/h3>\n\n<p>T\u0101p\u0113c prognoz\u0113\u0161anas anal\u012btika nav stingra proced\u016bra, bet gan m\u0101c\u012b\u0161an\u0101s process, kas uzlabojas ar katru atk\u0101rtojumu. Izmantojot m\u0101ksl\u012bgo intelektu un automatiz\u0113tas model\u0113\u0161anas metodes, tiek rad\u012btas pa\u0161m\u0101c\u012bbas sist\u0113mas, kas patst\u0101v\u012bgi piel\u0101gojas jauniem datiem &#8211; tas ir iz\u0161\u0137iro\u0161s solis uz priek\u0161u datu kvalit\u0101tes, dro\u0161\u012bbas un efektivit\u0101tes nodro\u0161in\u0101\u0161an\u0101 uz\u0146\u0113mumos, kuru pamat\u0101 ir dati. <\/p>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">Metodes un mode\u013ci<\/h2>\n\n<p>Prognostisk\u0101s anal\u012btikas pan\u0101kumi liel\u0101 m\u0113r\u0101 ir atkar\u012bgi no izmantotaj\u0101m metod\u0113m un mode\u013ciem. Tie nosaka, cik prec\u012bzas ir prognozes un kur\u0101s uz\u0146\u0113muma jom\u0101s var izmantot anal\u012bzi. Atkar\u012bb\u0101 no datu situ\u0101cijas, m\u0113r\u0137a un jaut\u0101juma tiek izmantotas da\u017e\u0101das pieejas &#8211; no klasisk\u0101m statistikas metod\u0113m l\u012bdz modern\u0101m ma\u0161\u012bnm\u0101c\u012b\u0161an\u0101s metod\u0113m.  <\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">Tipiskas metodes \u012bsum\u0101<\/h3>\n\n<h4 class=\"wp-block-heading\">1. regresijas anal\u012bze<\/h4>\n\n<p>Regresijas anal\u012bze ir viena no sen\u0101kaj\u0101m prognoz\u0113\u0161anas anal\u012bzes metod\u0113m.<br\/>T\u0101 p\u0113ta korel\u0101cijas starp main\u012bgajiem lielumiem un tiek izmantota, lai prognoz\u0113tu nep\u0101rtrauktas v\u0113rt\u012bbas, piem\u0113ram, apgroz\u012bjumu, p\u0101rdo\u0161anas apjomus vai piepras\u012bjumu.<br\/>T\u0101 sniedz v\u0113rt\u012bgu ieskatu par tendenc\u0113m un ietekm\u0113jo\u0161iem faktoriem, jo \u012bpa\u0161i m\u0101rketinga kampa\u0146\u0101s vai p\u0101rdo\u0161anas kontrol\u0113.<\/p>\n\n<h4 class=\"wp-block-heading\">2. l\u0113mumu koki<\/h4>\n\n<p>L\u0113mumu koki ir \u012bpa\u0161i apraksto\u0161i mode\u013ci, kas att\u0113lo uz nosac\u012bjumiem balst\u012btus l\u0113mumu pie\u0146em\u0161anas ce\u013cus.<br\/>Uz\u0146\u0113mumi tos izmanto klientu segment\u0101cijai, pirkuma varb\u016bt\u012bbas nov\u0113rt\u0113\u0161anai vai atteikumu skaita prognoz\u0113\u0161anai.<br\/>Viena no galvenaj\u0101m priek\u0161roc\u012bb\u0101m ir to p\u0101rredzam\u012bba &#8211; rezult\u0101tus var viegli vizualiz\u0113t un interpret\u0113t.<\/p>\n\n<h4 class=\"wp-block-heading\">3. klasifik\u0101cijas mode\u013ci<\/h4>\n\n<p>Klasifik\u0101cijas mode\u013ci, piem\u0113ram, izlases me\u017ei vai atbalsta vektoru ma\u0161\u012bnas, iedala datus iepriek\u0161 noteikt\u0101s kategorij\u0101s.<br\/>Tos bie\u017ei izmanto kr\u0101p\u0161anas atkl\u0101\u0161an\u0101, kred\u012btu p\u0101rbaud\u0113s vai m\u0101rketing\u0101, lai efekt\u012bv\u0101k m\u0113r\u0137\u0113tu kampa\u0146as.<br\/>\u0160o mode\u013cu priek\u0161roc\u012bba ir to sp\u0113ja uzticami atpaz\u012bt mode\u013cus un anom\u0101lijas sare\u017e\u0123\u012bt\u0101s datu kop\u0101s.<\/p>\n\n<h4 class=\"wp-block-heading\">4. neironu t\u012bkli<\/h4>\n\n<p>Neironu t\u012bkli ir da\u013ca no m\u0101ksl\u012bg\u0101 intelekta (AI) un ir viena no visjaud\u012bg\u0101kaj\u0101m prognoz\u0113\u0161anas anal\u012bzes metod\u0113m.<br\/>Tie ir \u012bpa\u0161i piem\u0113roti mode\u013cu atpaz\u012b\u0161anai lielos datu apjomos un tiek izmantoti t\u0101d\u0101s jom\u0101s k\u0101 ra\u017eo\u0161ana, kvalit\u0101tes p\u0101rbaude un klientu anal\u012bze.<br\/>Nep\u0101rtraukti m\u0101coties, neironu t\u012bkli uzlabo savu prognoz\u0113\u0161anas kvalit\u0101ti ar katru jaunu datu paaudzi.<\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<style>\n  .wussten-sie-schon-box {\n    border-left: 4px solid #D29B2D;\n    background-color: #455254;\n    padding: 1em;\n    margin: 2em 0;\n    font-family: Arial, sans-serif;\n    color: #FFFFFF;\n    width: 100%;\n    box-sizing: border-box;\n  }\n  .wussten-sie-schon-box strong {\n    color: #D29B2D;\n    font-size: 1.3em;\n    display: block;\n    margin-bottom: 0.5em;\n  }\n  .wussten-sie-schon-box ul {\n    margin: 0;\n    padding-left: 1.2em;\n  }\n  .wussten-sie-schon-box li {\n    margin: 0.3em 0;\n    font-size: 1em;\n  }\n\n  @media screen and (max-width: 600px) {\n    .wussten-sie-schon-box {\n      padding: 0.8em;\n    }\n    .wussten-sie-schon-box strong {\n      font-size: 1.1em;\n    }\n    .wussten-sie-schon-box li {\n      font-size: 0.95em;\n    }\n  }\n<\/style>\n\n<div class=\"wussten-sie-schon-box\" role=\"note\" aria-label=\"G\u00e4ngige Predictive-Analytics-Methoden und ihre Vorteile\">\n  <strong>Bie\u017e\u0101k izmantot\u0101s prognoz\u0113\u0161anas anal\u012bzes metodes un to priek\u0161roc\u012bbas<\/strong>\n  <ul>\n    <li><b>Regresija:<\/b> nodro\u0161ina prec\u012bzas kvantitat\u012bvas p\u0101rdo\u0161anas vai piepras\u012bjuma prognozes.<\/li>\n    <li><b>L\u0113mumu koki:<\/b> skaidri izskaidrojiet prognozes un veiciniet p\u0101rredzam\u012bbu.<\/li>\n    <li><b>Klasifik\u0101cijas mode\u013ci:<\/b> klientu datu mode\u013cu atpaz\u012b\u0161ana m\u0113r\u0137tiec\u012bg\u0101m kampa\u0146\u0101m.<\/li>\n    <li><b>Neironu t\u012bkli:<\/b> Augsta precizit\u0101te, izmantojot sare\u017e\u0123\u012btus datu mode\u013cus &#8211; ide\u0101li piem\u0113rots m\u0101ksl\u012bg\u0101 intelekta lietojumiem.<\/li>\n  <\/ul>\n<\/div>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">Izmanto\u0161ana uz\u0146\u0113mumos<\/h2>\n\n<p>Prognoz\u0113\u0161anas anal\u012btiku tagad var izmantot gandr\u012bz vis\u0101s uz\u0146\u0113muma jom\u0101s &#8211; visur, kur tiek \u0123ener\u0113ti dati, j\u0101pie\u0146em l\u0113mumi un j\u0101uzlabo procesi. Ieguvums ir agr\u012bn\u0101 n\u0101kotnes scen\u0101riju atpaz\u012b\u0161ana un savas strat\u0113\u0123ijas piel\u0101go\u0161ana, pamatojoties uz datiem. <\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">M\u0101rketings un p\u0101rdo\u0161ana<\/h3>\n\n<p>M\u0101rketing\u0101 prognoz\u0113\u0161anas anal\u012btika \u013cauj lab\u0101k izprast klientu b\u0101zi.<br\/>V\u0113sturiskos datus var izmantot, lai noteiktu pirkumu varb\u016bt\u012bbu, intereses un uzved\u012bbas mode\u013cus.<br\/>Tas \u013cauj uz\u0146\u0113mumiem izstr\u0101d\u0101t atbilsto\u0161\u0101kas un efekt\u012bv\u0101kas kampa\u0146as.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Pirk\u0161anas varb\u016bt\u012bbas un produktu intereses prognoz\u0113\u0161ana<\/li>\n\n\n\n<li>Potenci\u0101lo migr\u0101cijas risku atpaz\u012b\u0161ana<\/li>\n\n\n\n<li>Automatiz\u0113ta kampa\u0146u optimiz\u0101cija re\u0101llaik\u0101<\/li>\n<\/ul>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">Ra\u017eo\u0161anas un kvalit\u0101tes vad\u012bba<\/h3>\n\n<p>R\u016bpniec\u012bb\u0101 prognoz\u0113\u0161anas anal\u012btika nodro\u0161ina liel\u0101ku efektivit\u0101ti un maz\u0101ku d\u012bkst\u0101ves laiku.<br\/>Ma\u0161\u012bnu dati tiek analiz\u0113ti re\u0101llaik\u0101, lai atkl\u0101tu gaid\u0101m\u0101s k\u013c\u016bmes vai kvalit\u0101tes novirzes, pirms t\u0101s rodas.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Prognoz\u0113jam\u0101 apkope: prognoz\u0113jo\u0161a apkope, nevis rea\u0123\u0113\u0161ana uz trauc\u0113jumiem.<\/li>\n\n\n\n<li>Kvalit\u0101tes novir\u017eu mode\u013ca agr\u012bna atkl\u0101\u0161ana<\/li>\n\n\n\n<li>liel\u0101ka darb\u012bbas uzticam\u012bba un resursu izmanto\u0161ana<\/li>\n<\/ul>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">Finanses un riska anal\u012bze<\/h3>\n\n<p>Prognoz\u0113\u0161anas anal\u012btika tiek izmantota finan\u0161u jom\u0101, lai jau agr\u012bn\u0101 stadij\u0101 identific\u0113tu finan\u0161u riskus un p\u0101rk\u0101pumus.<br\/>m\u0101ksl\u012bg\u0101 intelekta atbalst\u012btie mode\u013ci \u013cauj autom\u0101tiski atpaz\u012bt novirzes un kr\u0101p\u0161anas m\u0113\u0123in\u0101jumus.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Dar\u012bjumu mode\u013cu anal\u012bze kr\u0101p\u0161anas atkl\u0101\u0161anai<\/li>\n\n\n\n<li>Kred\u012btu prognozes, pamatojoties uz v\u0113sturiskajiem maks\u0101jumu datiem<\/li>\n\n\n\n<li>Automatiz\u0113ta riska nov\u0113rt\u0113\u0161ana un l\u0113mumu pie\u0146em\u0161anas atbalsts<\/li>\n<\/ul>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">Person\u0101la vad\u012bba<\/h3>\n\n<p>Cilv\u0113kresursu jom\u0101 prognoz\u0113\u0161anas anal\u012btika rada p\u0101rredzam\u012bbu par att\u012bst\u012bbu, sniegumu un sv\u0101rst\u012bb\u0101m.<br\/>Uz\u0146\u0113mumi g\u016bst ieskatu par darbinieku uzved\u012bbu un n\u0101kotnes person\u0101la pras\u012bb\u0101m.<\/p>\n\n<ul class=\"wp-block-list\">\n<li>Galveno darb\u012bbas r\u0101d\u012bt\u0101ju un darba kav\u0113jumu anal\u012bze<\/li>\n\n\n\n<li>Sv\u0101rst\u012bbu varb\u016bt\u012bbas prognoze<\/li>\n\n\n\n<li>Uz datiem balst\u012bta person\u0101la pl\u0101no\u0161ana un p\u0113ctec\u012bbas att\u012bst\u012bba<\/li>\n<\/ul>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<style>\n  .wussten-sie-schon-box {\n    border-left: 4px solid #D29B2D;\n    background-color: #455254;\n    padding: 1em;\n    margin: 2em 0;\n    font-family: Arial, sans-serif;\n    color: #FFFFFF;\n    width: 100%;\n    box-sizing: border-box;\n  }\n  .wussten-sie-schon-box strong {\n    color: #D29B2D;\n    font-size: 1.3em;\n    display: block;\n    margin-bottom: 0.5em;\n  }\n  .wussten-sie-schon-box ul {\n    margin: 0;\n    padding-left: 1.2em;\n  }\n  .wussten-sie-schon-box li {\n    margin: 0.3em 0;\n    font-size: 1em;\n  }\n\n  @media screen and (max-width: 600px) {\n    .wussten-sie-schon-box {\n      padding: 0.8em;\n    }\n    .wussten-sie-schon-box strong {\n      font-size: 1.1em;\n    }\n    .wussten-sie-schon-box li {\n      font-size: 0.95em;\n    }\n  }\n<\/style>\n\n<div class=\"wussten-sie-schon-box\" role=\"note\" aria-label=\"Praxisbeispiele erfolgreicher Anwendungen\">\n  <strong>Veiksm\u012bgu lietojumu praktiskie piem\u0113ri<\/strong>\n  <ul>\n    <li><b>Mazumtirdzniec\u012bba:<\/b> personaliz\u0113ti produktu ieteikumi un prec\u012bz\u0101kas cenu strat\u0113\u0123ijas.<\/li>\n    <li><b>R\u016bpniec\u012bba:<\/b> agr\u012bna tehnisk\u0101s apkopes pl\u0101no\u0161ana un kvalit\u0101tes optimiz\u0101cija, izmantojot sensoru datus.<\/li>\n    <li><b>Finanses:<\/b> Automatiz\u0113ta kr\u0101p\u0161anas atkl\u0101\u0161ana un dinamiska riska anal\u012bze.<\/li>\n    <li><b>Cilv\u0113kresursi:<\/b> agr\u012bna person\u0101la main\u012bbas atkl\u0101\u0161ana un m\u0113r\u0137tiec\u012bga darbinieku att\u012bst\u012bba.<\/li>\n  <\/ul>\n<\/div>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<p>Prognoz\u0113jo\u0161\u0101 anal\u012btika pal\u012bdz uz\u0146\u0113mumiem akt\u012bvi p\u0101rv\u0113rst datus v\u0113rt\u012bb\u0101.<br\/>Neatkar\u012bgi no t\u0101, vai tas attiecas uz p\u0101rdo\u0161anu, ra\u017eo\u0161anu vai kontroli &#8211; tie, kas izprot likumsakar\u012bbas, var m\u0113r\u0137tiec\u012bgi paredz\u0113t notikumu att\u012bst\u012bbu un nodro\u0161in\u0101t konkurences priek\u0161roc\u012bbas.<br\/>T\u0101d\u0113j\u0101di datu anal\u012bze k\u013c\u016bst par iz\u0161\u0137iro\u0161u m\u016bsdienu uz\u0146\u0113muma kult\u016bras virz\u012bt\u0101jsp\u0113ku.<\/p>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">Priek\u0161roc\u012bbas un izaicin\u0101jumi<\/h2>\n\n<p>Prognoz\u0113\u0161anas anal\u012btikas izmanto\u0161ana uz\u0146\u0113mumiem pied\u0101v\u0101 milz\u012bgas iesp\u0113jas, ta\u010du ce\u013c\u0161 uz to ir sare\u017e\u0123\u012bts. Lai gan priek\u0161roc\u012bbas ir ac\u012bmredzamas, to \u012bsteno\u0161an\u0101 bie\u017ei rodas tehniski un organizatoriski \u0161\u0137\u0113r\u0161\u013ci. N\u0101kamaj\u0101 tabul\u0101 \u012bsum\u0101 par\u0101d\u012bti svar\u012bg\u0101kie kontrasti:  <\/p>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">Prognostisk\u0101s anal\u012btikas priek\u0161roc\u012bbas un probl\u0113mas \u012bsum\u0101<\/h3>\n\n<div style=\"height:20px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<style>\n.responsive-table {\n        width: 100%;\n        max-width: 100%;\n        border-collapse: collapse;\n        margin: 20px 0;\n        overflow-x: auto;\n        display: block;\n        white-space: nowrap;\n    }\n    .responsive-table thead {\n        background-color: #9A6700;\n    }\n    .responsive-table th, .responsive-table td {\n        border: 1px solid #ddd;\n        padding: 10px;\n        text-align: left;\n        vertical-align: top;\n    }\n    .responsive-table th {\n        padding-top: 10px;\n        padding-bottom: 10px;\n        background-color:#C7932B;\n        color: white;\n    }\n    @media screen and (max-width: 600px) {\n        .responsive-table {\n            overflow-x: scroll;\n        }\n    }\n<\/style>\n\n<div class=\"responsive-table\">\n<table>\n  <thead>\n    <tr>\n      <th>Priek\u0161roc\u012bbas<\/th>\n      <th>Izaicin\u0101jumi<\/th>\n    <\/tr>\n  <\/thead>\n  <tbody>\n    <tr>\n      <td><b>Pamatoti l\u0113mumi:<\/b> Uz datiem balst\u012btas prognozes uzlabo strat\u0113\u0123isko un operat\u012bvo l\u0113mumu kvalit\u0101ti.<\/td>\n      <td><b>Datu kvalit\u0101te:<\/b> tr\u016bksto\u0161i vai nepareizi dati mazina mode\u013cu der\u012bgumu.<\/td>\n    <\/tr>\n    <tr>\n      <td><b>Risku agr\u012bna atkl\u0101\u0161ana:<\/b> iesp\u0113jam\u0101s probl\u0113mas vai iesp\u0113jas k\u013c\u016bst \u0101tr\u0101k paman\u0101mas.<\/td>\n      <td><b>Mode\u013cu sare\u017e\u0123\u012bt\u012bba:<\/b> m\u0101ksl\u012bg\u0101 intelekta procesi prasa skaidrojumus, un tiem nepiecie\u0161ami pieredz\u0113ju\u0161i datu zin\u0101tnieki.<\/td>\n    <\/tr>\n    <tr>\n      <td><b>Liel\u0101ka efektivit\u0101te:<\/b> automatiz\u0113tas anal\u012bzes samazina p\u016bles un pa\u0101trina procesus.<\/td>\n      <td><b>Integr\u0101cija biznesa procesos:<\/b> Saskar\u0146u tr\u016bkums ar eso\u0161aj\u0101m sist\u0113m\u0101m kav\u0113 ievie\u0161anu.<\/td>\n    <\/tr>\n    <tr>\n      <td><b>Prec\u012bz\u0101ka<\/b> anal\u012bze \u013cauj individualiz\u0113t pied\u0101v\u0101jumus un pan\u0101kt liel\u0101ku klientu apmierin\u0101t\u012bbu.<\/td>\n      <td><b>Pie\u0146em\u0161ana un uz\u0146\u0113muma kult\u016bra:<\/b> darbiniekiem ir j\u0101iem\u0101c\u0101s str\u0101d\u0101t ar datiem un uztic\u0113ties uz datiem balst\u012btiem rezult\u0101tiem.<\/td>\n    <\/tr>\n    <tr>\n      <td><b>Konkurences priek\u0161roc\u012bbas:<\/b> \u0101tr\u0101ka rea\u0123\u0113\u0161ana uz tirgus izmai\u0146\u0101m un jaun\u0101m tendenc\u0113m.<\/td>\n      <td><b>Pras\u012bbas p\u0113c resursiem<\/b>: anal\u012btisko zin\u0101\u0161anu un infrastrukt\u016bras izveide prasa ieguld\u012bjumus un apm\u0101c\u012bbu.<\/td>\n    <\/tr>\n  <\/tbody>\n<\/table>\n<\/div>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">N\u0101kotne un tendences &#8211; m\u0101ksl\u012bgais intelekts un preskript\u012bv\u0101 anal\u012bze<\/h2>\n\n<p>Prognostisk\u0101s anal\u012btikas att\u012bst\u012bba nest\u0101v uz vietas.<br\/>L\u012bdz ar m\u0101ksl\u012bg\u0101 intelekta (AI) un automatiz\u0113to datu anal\u012bzes r\u012bku att\u012bst\u012bbu arvien vair\u0101k uzman\u012bbas tiek piev\u0113rsts ne tikai t\u012brai prognoz\u0113\u0161anai, bet ar\u012b uz ieteikumiem balst\u012bt\u0101m sist\u0113m\u0101m &#8211; t\u0101 sauktajai preskript\u012bvajai anal\u012bzei.<\/p>\n\n<p>Prognoz\u0113jo\u0161\u0101 anal\u012btika par\u0101da, <em>kas var\u0113tu notikt<\/em>, bet preskript\u012bv\u0101 anal\u012btika iet soli t\u0101l\u0101k un atbild uz b\u016btisko jaut\u0101jumu:<br\/>\ud83d\udc49 <em>Ko uz\u0146\u0113mumam vajadz\u0113tu dar\u012bt tagad?<\/em><\/p>\n\n<p>\u0160\u012b turpm\u0101k\u0101 att\u012bst\u012bba b\u016btiski maina uz\u0146\u0113m\u0113jdarb\u012bbas procesus. Modern\u0101s sist\u0113mas ne tikai atpaz\u012bst mode\u013cus, bet ar\u012b izmanto tos, lai patst\u0101v\u012bgi izstr\u0101d\u0101tu ieteikumus r\u012bc\u012bbai. Tas \u013cauj pie\u0146emt uz datiem balst\u012btus l\u0113mumus re\u0101laj\u0101 laik\u0101 &#8211; no m\u0101rketinga l\u012bdz ra\u017eo\u0161anas vad\u012bbai.  <\/p>\n\n<p>Uz\u0146\u0113mumi arvien bie\u017e\u0101k izmanto m\u0101ksl\u012bg\u0101 intelekta atbalst\u012btus pakalpojumus, lai izprastu un autom\u0101tiski nov\u0113rt\u0113tu sare\u017e\u0123\u012btus datu mode\u013cus un no tiem ieg\u016btu konkr\u0113tas strat\u0113\u0123ijas. Datu anal\u012bti\u0137i un datu zin\u0101tnieki arvien vair\u0101k k\u013c\u016bst par l\u0113mumu arhitektiem, kas interpret\u0113 rezult\u0101tus un atbalsta to \u012bsteno\u0161anu. <\/p>\n\n<p>Uz\u0146\u0113mumiem tas noz\u012bm\u0113, ka prognoz\u0113\u0161anas anal\u012btika k\u013c\u016bst par inteli\u0123entu partneri, kas darbojas proakt\u012bvi un nep\u0101rtraukti uzlabo procesus.<br\/>\u0160\u0101d\u0101 veid\u0101 dati tiek p\u0101rv\u0113rsti re\u0101l\u0101s atzi\u0146\u0101s, kas p\u0101rsniedz t\u012bras inform\u0101cijas v\u0113rt\u012bbu &#8211; tie k\u013c\u016bst par n\u0101kotnes uz\u0146\u0113mumu vad\u012bbas virz\u012bt\u0101jsp\u0113ku.<\/p>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">No anal\u012bzes uz r\u012bc\u012bbu &#8211; n\u0101kamais solis<\/h2>\n\n<p>Prognostisk\u0101s anal\u012btikas patiesais sp\u0113ks sl\u0113pjas nevis pa\u0161\u0101 apr\u0113\u0137in\u0101, bet gan taj\u0101, kas no t\u0101 izriet.<br\/>Tie, kas pareizi nolasa datus, atpaz\u012bst ne tikai likumsakar\u012bbas, bet ar\u012b iesp\u0113jas &#8211; un var m\u0113r\u0137tiec\u012bgi r\u012bkoties, pirms rodas probl\u0113mas.<\/p>\n\n<p>Uz\u0146\u0113mumi, kas strat\u0113\u0123iski izmanto savas anal\u012btisk\u0101s sp\u0113jas, att\u012bsta jaunu veikl\u012bbas veidu: l\u0113mumi vairs nav balst\u012bti uz pie\u0146\u0113mumiem, bet gan uz pamatot\u0101m prognoz\u0113m.<br\/>Vai tas b\u016btu jaunu produktu pl\u0101no\u0161ana, prec\u012bzu m\u0101rketinga kampa\u0146u izstr\u0101de vai iek\u0161\u0113jo procesu optimiz\u0101cija &#8211; n\u0101kam\u0101 konkurences priek\u0161roc\u012bba rodas tad, kad datu izl\u016bko\u0161ana k\u013c\u016bst par darb\u012bbas izl\u016bko\u0161anu.<\/p>\n\n<p>T\u0101p\u0113c prognoz\u0113jo\u0161\u0101 anal\u012bze vairs nav n\u0101kotnes r\u012bks &#8211; t\u0101 ir iz\u0161\u0137iro\u0161ais faktors uz\u0146\u0113m\u0113jdarb\u012bbas att\u012bst\u012bbai \u0161odien.<br\/>M\u0101ksla ir apvienot tehnolo\u0123ijas, datus un cilv\u0113kus &#8211; un rad\u012bt re\u0101lu ietekmi no anal\u012bzes.<\/p>\n\n<div style=\"height:80px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h2 class=\"wp-block-heading\">Bie\u017e\u0101k uzdotie jaut\u0101jumi:<\/h2>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">K\u0101da ir at\u0161\u0137ir\u012bba starp prognoz\u0113\u0161anas anal\u012bzi un klasisko datu anal\u012bzi?<\/h3>\n\n<p>Datu anal\u012bze apraksta <em>pag\u0101tn\u0113 notiku\u0161o<\/em>, bet prognoz\u0113\u0161anas anal\u012btika iet v\u0113l vienu soli t\u0101l\u0101k:<br\/>T\u0101 analiz\u0113 v\u0113sturiskos datus, atpaz\u012bst likumsakar\u012bbas un izmanto t\u0101s, lai veidotu prognozes par n\u0101kotnes noris\u0113m.<br\/>T\u0101d\u0113j\u0101di t\u012bra retrospekt\u012bva anal\u012bze k\u013c\u016bst par akt\u012bvu vad\u012bbas pal\u012bgl\u012bdzekli uz\u0146\u0113mumiem.<\/p>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">Kur\u0101s jom\u0101s tiek izmantota prognoz\u0113\u0161anas anal\u012btika?<\/h3>\n\n<p>Prognoz\u0113jo\u0161o anal\u012btiku izmanto daudz\u0101s uz\u0146\u0113muma jom\u0101s, jo \u012bpa\u0161i tur, kur regul\u0101ri tiek \u0123ener\u0113ti dati.<br\/>Tipiskas pielietojuma jomas ir m\u0101rketinga kampa\u0146as, riska p\u0101rvald\u012bba, ra\u017eo\u0161ana, finanses un person\u0101la pl\u0101no\u0161ana.<br\/>Uz\u0146\u0113mumi izmanto \u0161o tehnolo\u0123iju, lai prognoz\u0113tu klientu uzved\u012bbu, optimiz\u0113tu procesus un pa\u0101trin\u0101tu l\u0113mumu pie\u0146em\u0161anu.<\/p>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">K\u0101da loma prognoz\u0113\u0161anas anal\u012bzes proces\u0101 ir datu anal\u012bti\u0137im?<\/h3>\n\n<p>Datu anal\u012bti\u0137is ir saskarne starp datiem un l\u0113mumu pie\u0146em\u0161anu.<br\/>Vi\u0146\u0161 struktur\u0113 inform\u0101ciju, izv\u0113las piem\u0113rotus anal\u012bzes r\u012bkus un interpret\u0113 rezult\u0101tus.<br\/>Vi\u0146a uzdevums ir no sare\u017e\u0123\u012bt\u0101m datu kop\u0101m ieg\u016bt skaidras atzi\u0146as, ko vad\u012bba un specializ\u0113t\u0101s noda\u013cas var \u012bstenot.<\/p>\n\n<div style=\"height:30px\" aria-hidden=\"true\" class=\"wp-block-spacer\"><\/div>\n\n<h3 class=\"wp-block-heading\">K\u0101di ir prognoz\u0113\u0161anas anal\u012btikas mode\u013cu veidi?<\/h3>\n\n<p>Atkar\u012bb\u0101 no m\u0113r\u0137a tiek izmantoti da\u017e\u0101di mode\u013cu veidi:<\/p>\n\n<ul class=\"wp-block-list\">\n<li><strong>Regresijas mode\u013ci<\/strong> skaitlisko v\u0113rt\u012bbu (piem\u0113ram, p\u0101rdo\u0161anas apjoma) prognoz\u0113\u0161anai.<\/li>\n\n\n\n<li><strong>Klasifik\u0101cijas mode\u013ci<\/strong> kategoriz\u0113\u0161anai (piem\u0113ram, pirk\u0161ana vai nepirk\u0161ana)<\/li>\n\n\n\n<li><strong>Laika rindu mode\u013ci<\/strong> ilg\u0101ku laika periodu att\u012bst\u012bbai<\/li>\n\n\n\n<li><strong>Neironu t\u012bkli<\/strong> sare\u017e\u0123\u012btu rakstu atpaz\u012b\u0161anai ar m\u0101ksl\u012bg\u0101 intelekta atbalstu<\/li>\n<\/ul>\n\n<p><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Svar\u012bg\u0101kie fakti \u012bsum\u0101 Prognoz\u0113jo\u0161\u0101 anal\u012btika ir uz n\u0101kotni v\u0113rsta datu anal\u012bze, kur\u0101 izmanto statistikas mode\u013cus, ma\u0161\u012bnm\u0101c\u012b\u0161anos un m\u0101ksl\u012bgo intelektu, lai<span class=\"excerpt-hellip\"> [\u2026]<\/span><\/p>\n","protected":false},"author":2,"featured_media":7482,"parent":0,"template":"","format":"standard","meta":[],"blog-tag":[],"blog-type":[136,130],"class_list":["post-9370","blog-new","type-blog-new","status-publish","format-standard","has-post-thumbnail","hentry","blog-type-ai-un-tehnologijas","blog-type-dati-un-analize"],"acf":[],"_links":{"self":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-new\/9370","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-new"}],"about":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/types\/blog-new"}],"author":[{"embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/users\/2"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/media\/7482"}],"wp:attachment":[{"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/media?parent=9370"}],"wp:term":[{"taxonomy":"blog-tag","embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-tag?post=9370"},{"taxonomy":"blog-type","embeddable":true,"href":"https:\/\/www.trusteddecisions.com\/lv\/wp-json\/wp\/v2\/blog-type?post=9370"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}