{"id":5868,"date":"2025-03-31T00:00:00","date_gmt":"2025-03-30T21:00:00","guid":{"rendered":"https:\/\/www.taisykla7.lt\/?p=5868"},"modified":"2025-03-31T00:00:00","modified_gmt":"2025-03-30T21:00:00","slug":"machine-learning-pagrindai-nespecialistams","status":"publish","type":"post","link":"https:\/\/www.taisykla7.lt\/uk\/machine-learning-pagrindai-nespecialistams\/","title":{"rendered":"Machine Learning pagrindai nespecialistams"},"content":{"rendered":"<h2>Dirbtinis intelektas be paslap\u010di\u0173: kas ta ma\u0161ininio mokymosi magija?<\/h2>\n<p>Ar kada susim\u0105st\u0117te, kaip \u201eNetflix&#8221; \u017eino, kok\u012f film\u0105 jums pasi\u016blyti penktadienio vakarui? Arba kod\u0117l \u201eSpotify&#8221; taip tiksliai atsp\u0117ja j\u016bs\u0173 muzikinius pom\u0117gius? O gal nustebote, kai telefono klaviat\u016bra prad\u0117jo nusp\u0117ti j\u016bs\u0173 \u017eod\u017eius dar nesp\u0117jus j\u0173 surinkti? U\u017e \u0161i\u0173 kasdieni\u0173 \u201estebukl\u0173&#8221; slypi ne burtai, o ma\u0161ininis mokymasis (Machine Learning) \u2013 technologija, kuri \u0161iandien kei\u010dia pasaul\u012f grei\u010diau nei sp\u0117jame pasteb\u0117ti.<\/p>\n<p>Nors terminas skamba sud\u0117tingai, ma\u0161ininio mokymosi esm\u0117 yra gana paprasta \u2013 tai kompiuterio geb\u0117jimas mokytis i\u0161 duomen\u0173 ir priimti sprendimus be tiesioginio \u017emogaus programavimo. Ta\u010diau kaip tai veikia prakti\u0161kai? Kokios galimyb\u0117s atsiveria verslui ir kasdieniam gyvenimui? Ir svarbiausia \u2013 ar reikia b\u016bti programavimo guru, kad gal\u0117tum pasinaudoti \u0161ios technologijos privalumais?<\/p>\n<h2>Kaip kompiuteriai i\u0161moksta: ma\u0161ininio mokymosi anatomija<\/h2>\n<p>\u012esivaizduokite, kad mokote vaik\u0105 atpa\u017einti obuolius. Parodote \u0161imtus obuoli\u0173 nuotrauk\u0173, pasakodami: \u201e\u0160tai \u010dia obuolys&#8221;. Po kurio laiko vaikas pradeda atpa\u017einti obuolius net tokiose nuotraukose, kuri\u0173 anks\u010diau nemat\u0117. Ma\u0161ininis mokymasis veikia pana\u0161iu principu.<\/p>\n<p>Kompiuterin\u0117 sistema \u201emaitinama&#8221; dideliais duomen\u0173 kiekiais (pavyzd\u017eiui, t\u016bkstan\u010diais obuoli\u0173 nuotrauk\u0173) ir informacija apie tai, kas tie duomenys yra (\u201etai obuolys&#8221;, \u201etai ne obuolys&#8221;). Sistema analizuoja \u0161iuos duomenis, ie\u0161ko d\u0117sningum\u0173 ir sukuria matematin\u012f model\u012f, kuris v\u0117liau padeda atpa\u017einti naujus, dar nematytus objektus.<\/p>\n<p>\u0160tai paprastas pavyzdys: \u012fsivaizduokite, kad kuriate sistem\u0105, kuri atskirt\u0173 elektroninius lai\u0161kus \u012f \u201e\u0161iuk\u0161les&#8221; ir \u201ene \u0161iuk\u0161les&#8221;. Pirmiausia surenkate t\u016bkstan\u010dius lai\u0161k\u0173 pavyzd\u017ei\u0173, kuriuos \u017emon\u0117s jau pa\u017eym\u0117jo kaip \u201e\u0161iuk\u0161les&#8221; arba \u201ene \u0161iuk\u0161les&#8221;. Algoritmas i\u0161analizuoja \u0161iuos lai\u0161kus ir i\u0161moksta atpa\u017einti tam tikrus po\u017eymius, b\u016bdingus \u0161iuk\u0161liniams lai\u0161kams \u2013 specifini\u0173 \u017eod\u017ei\u0173 vartojim\u0105, siunt\u0117j\u0173 adresus, lai\u0161ko strukt\u016br\u0105 ir t.t. Kai kit\u0105 kart\u0105 gausite nauj\u0105 lai\u0161k\u0105, sistema jau gal\u0117s nuspr\u0119sti, ar jis pana\u0161us \u012f anks\u010diau matytus \u0161iuk\u0161linius lai\u0161kus.<\/p>\n<h2>Trys ma\u0161ininio mokymosi keliai: pri\u017ei\u016brimas, nepri\u017ei\u016brimas ir pastiprintas mokymasis<\/h2>\n<p>Ma\u0161ininio mokymosi metodai skirstomi \u012f tris pagrindines kategorijas, kurios skiriasi tuo, kaip algoritmas mokosi i\u0161 duomen\u0173:<\/p>\n<ol>\n<li><strong>Pri\u017ei\u016brimas mokymasis (Supervised Learning)<\/strong> \u2013 kai algoritmas mokomas naudojant pa\u017eym\u0117tus duomenis. Pavyzd\u017eiui, nuotraukos su etikete \u201ekat\u0117&#8221; arba \u201e\u0161uo&#8221;. Tai tarsi mokymasis su mokytoju, kuris nurodo teisingus atsakymus. \u0160is metodas naudojamas klasifikavimo ir prognozavimo u\u017edaviniams spr\u0119sti.<\/li>\n<li><strong>Nepri\u017ei\u016brimas mokymasis (Unsupervised Learning)<\/strong> \u2013 kai algoritmas mokosi i\u0161 nepa\u017eym\u0117t\u0173 duomen\u0173, ie\u0161kodamas strukt\u016br\u0173 ir grupi\u0173. Tai pana\u0161u \u012f mokym\u0105si be mokytojo, kai reikia pa\u010diam atrasti d\u0117sningumus. \u0160is metodas da\u017enai naudojamas segmentavimui, anomalij\u0173 aptikimui.<\/li>\n<li><strong>Pastiprintas mokymasis (Reinforcement Learning)<\/strong> \u2013 kai algoritmas mokosi per bandym\u0173 ir klaid\u0173 metod\u0105, gaudamas atlyg\u012f u\u017e teisingus sprendimus. Tai primena \u0161uns dres\u016br\u0105 \u2013 u\u017e ger\u0105 elges\u012f duodamas skan\u0117stas. \u0160is metodas naudojamas robotikoje, \u017eaidimuose, autonominiuose automobiliuose.<\/li>\n<\/ol>\n<p>\u012emon\u0117je \u201eXYZ Analytics&#8221; neseniai dieg\u0117me klient\u0173 segmentavimo sistem\u0105, naudojan\u010di\u0105 nepri\u017ei\u016brimo mokymosi metod\u0105. Sistema i\u0161analizavo t\u016bkstan\u010dius klient\u0173 profili\u0173 ir savaime atrado penkis skirtingus klient\u0173 segmentus, apie kuriuos anks\u010diau net ne\u017einojome. Tai leido sukurti tikslingesnes rinkodaros kampanijas kiekvienam segmentui ir padidinti pardavimus 23%.<\/p>\n<h2>Kada verta pasitelkti ma\u0161inin\u012f mokym\u0105si: praktiniai pritaikymo atvejai<\/h2>\n<p>Ma\u0161ininis mokymasis n\u0117ra stebuklingas \u012frankis visoms problemoms spr\u0119sti. Jis labiausiai naudingas specifin\u0117se situacijose:<\/p>\n<ul>\n<li><strong>Kai turite daug duomen\u0173<\/strong> \u2013 ma\u0161ininio mokymosi algoritmai \u201ealkani&#8221; duomenims. Kuo daugiau kokybi\u0161k\u0173 duomen\u0173 turite, tuo geresnius rezultatus galite pasiekti.<\/li>\n<li><strong>Kai problema per sud\u0117tinga tradiciniam programavimui<\/strong> \u2013 jei negalite ai\u0161kiai apibr\u0117\u017eti taisykli\u0173, kaip spr\u0119sti problem\u0105, ma\u0161ininis mokymasis gali pad\u0117ti atrasti neakivaizd\u017eius d\u0117sningumus.<\/li>\n<li><strong>Kai reikia nuolat prisitaikyti prie besikei\u010dian\u010di\u0173 s\u0105lyg\u0173<\/strong> \u2013 ma\u0161ininio mokymosi modeliai gali b\u016bti periodi\u0161kai apmokomi i\u0161 naujo, kad prisitaikyt\u0173 prie kintan\u010di\u0173 aplinkybi\u0173.<\/li>\n<\/ul>\n<p>Praktiniai ma\u0161ininio mokymosi pritaikymo pavyzd\u017eiai:<\/p>\n<ul>\n<li>Klient\u0173 nutek\u0117jimo prognozavimas \u2013 algoritmas gali nustatyti, kurie klientai grei\u010diausiai nutrauks paslaug\u0173 prenumerat\u0105<\/li>\n<li>Gamybos defekt\u0173 aptikimas \u2013 sistema gali automati\u0161kai aptikti nekokybi\u0161kus gaminius gamybos linijoje<\/li>\n<li>Medicinin\u0117 diagnostika \u2013 algoritmai gali pad\u0117ti gydytojams anks\u010diau aptikti ligas rentgeno nuotraukose<\/li>\n<li>Finansini\u0173 suk\u010diavim\u0173 aptikimas \u2013 sistema gali atpa\u017einti \u012ftartinus banko operacij\u0173 \u0161ablonus<\/li>\n<li>Preki\u0173 pardavim\u0173 prognozavimas \u2013 algoritmas gali numatyti, koki\u0173 preki\u0173 paklausa i\u0161augs artimiausioje ateityje<\/li>\n<\/ul>\n<h2>Pirmieji \u017eingsniai: kaip prad\u0117ti naudoti ma\u0161inin\u012f mokym\u0105si be technini\u0173 \u017eini\u0173<\/h2>\n<p>Gera \u017einia ta, kad \u0161iandien egzistuoja daugyb\u0117 \u012franki\u0173, leid\u017eian\u010di\u0173 i\u0161naudoti ma\u0161ininio mokymosi galimybes net ir neturint programavimo \u012fg\u016bd\u017ei\u0173:<\/p>\n<ol>\n<li><strong>\u201eNo-code&#8221; platformos<\/strong> \u2013 \u012frankiai kaip \u201eObviously AI&#8221;, \u201eGoogle AutoML&#8221; ar \u201eAmazon SageMaker Canvas&#8221; leid\u017eia kurti ma\u0161ininio mokymosi modelius tiesiog tempiant ir metant elementus grafin\u0117je s\u0105sajoje.<\/li>\n<li><strong>Integruoti sprendimai<\/strong> \u2013 daugelis verslo program\u0173 jau turi integruotus ma\u0161ininio mokymosi komponentus. Pavyzd\u017eiui, \u201eSalesforce Einstein&#8221; ar \u201eHubSpot&#8221; si\u016blo prognozavimo funkcijas, kurios veikia ma\u0161ininio mokymosi pagrindu.<\/li>\n<li><strong>API paslaugos<\/strong> \u2013 galite naudoti jau sukurtus ma\u0161ininio mokymosi modelius per API (program\u0173 s\u0105sajas). Pavyzd\u017eiui, \u201eGoogle Cloud Vision API&#8221; leid\u017eia atpa\u017einti objektus nuotraukose, o \u201eIBM Watson&#8221; si\u016blo teksto analiz\u0117s galimybes.<\/li>\n<\/ol>\n<p>Vienas mano klient\u0173, ma\u017eos konditerijos savininkas, prad\u0117jo naudoti paprast\u0105 \u201eno-code&#8221; ma\u0161ininio mokymosi \u012frank\u012f, kad prognozuot\u0173, kiek koki\u0173 pyragai\u010di\u0173 reik\u0117s kepti kiekvien\u0105 dien\u0105. Anks\u010diau jis r\u0117m\u0117si nuojauta ir da\u017enai arba pritr\u016bkdavo populiariausi\u0173 gamini\u0173, arba i\u0161mesdavo nepardav\u0119s. Po trij\u0173 m\u0117nesi\u0173 naudojant prognozavimo \u012frank\u012f, maisto atliekos suma\u017e\u0117jo 40%, o pajamos i\u0161augo 15%.<\/p>\n<h2>Duomen\u0173 rinkimas ir paruo\u0161imas: svarbiausias \u017eingsnis<\/h2>\n<p>Nors technologijos tampa vis prieinamesn\u0117s, s\u0117kmingo ma\u0161ininio mokymosi projekto pagrindas i\u0161lieka kokybi\u0161ki duomenys. Net ir galingiausias algoritmas neduos ger\u0173 rezultat\u0173, jei jam pateiksite netinkamus duomenis.<\/p>\n<p>\u0160tai keletas patarim\u0173, kaip tinkamai paruo\u0161ti duomenis ma\u0161ininio mokymosi projektui:<\/p>\n<ul>\n<li><strong>Duomen\u0173 rinkimas<\/strong> \u2013 identifikuokite, kokie duomenys jums reikalingi ir kur juos galite gauti. Tai gali b\u016bti j\u016bs\u0173 CRM sistema, apskaitos programa, socialini\u0173 tinkl\u0173 analiz\u0117s \u012frankiai ar net paprastos apklausos.<\/li>\n<li><strong>Duomen\u0173 valymas<\/strong> \u2013 pa\u0161alinkite dublikatus, i\u0161taisykite klaidas, u\u017epildykite tr\u016bkstamas reik\u0161mes. Ne\u0161var\u016bs duomenys yra da\u017eniausia ma\u0161ininio mokymosi projekt\u0173 nes\u0117kmi\u0173 prie\u017eastis.<\/li>\n<li><strong>Duomen\u0173 transformavimas<\/strong> \u2013 kartais duomenis reikia pertvarkyti \u012f format\u0105, kur\u012f algoritmai gali efektyviai apdoroti. Pavyzd\u017eiui, kategoriniai duomenys (kaip \u201evyras\/moteris&#8221;) da\u017enai ver\u010diami \u012f skaitinius (0\/1).<\/li>\n<li><strong>Duomen\u0173 padalijimas<\/strong> \u2013 duomenis reikia padalinti \u012f mokymosi ir testavimo rinkinius. Mokymosi duomenys naudojami algoritmui apmokyti, o testavimo duomenys \u2013 patikrinti, kaip gerai algoritmas veikia su naujais duomenimis.<\/li>\n<\/ul>\n<p>Praktinis patarimas: prad\u0117kite nuo ma\u017eo duomen\u0173 rinkinio ir paprast\u0173 modeli\u0173. Geriau tur\u0117ti veikiant\u012f paprast\u0105 sprendim\u0105, kur\u012f galite tobulinti, nei u\u017estrigti bandant sukurti tobul\u0105 sistem\u0105 i\u0161 karto.<\/p>\n<h2>I\u0161\u0161\u016bkiai ir etiniai aspektai: ko reikia saugotis<\/h2>\n<p>Ma\u0161ininis mokymasis atveria did\u017eiules galimybes, ta\u010diau kartu kelia ir tam tikr\u0173 i\u0161\u0161\u016bki\u0173 bei etini\u0173 klausim\u0173:<\/p>\n<ul>\n<li><strong>\u0160ali\u0161kumas ir diskriminacija<\/strong> \u2013 jei mokymui naudojami \u0161ali\u0161ki duomenys, algoritmas gali i\u0161mokti ir atkartoti t\u0105 \u0161ali\u0161kum\u0105. Pavyzd\u017eiui, \u012fdarbinimo algoritmas, apmokytas istoriniais duomenimis, gali diskriminuoti moteris, jei praeityje \u012fmon\u0117je dominavo vyrai.<\/li>\n<li><strong>Skaidrumo tr\u016bkumas<\/strong> \u2013 kai kurie sud\u0117tingesni algoritmai (ypa\u010d gilieji neuroniniai tinklai) veikia kaip \u201ejuodosios d\u0117\u017e\u0117s&#8221; \u2013 sunku paai\u0161kinti, kod\u0117l jie pri\u0117m\u0117 konkret\u0173 sprendim\u0105.<\/li>\n<li><strong>Privatumo klausimai<\/strong> \u2013 ma\u0161ininio mokymosi modeliai da\u017enai reikalauja dideli\u0173 asmenini\u0173 duomen\u0173 kieki\u0173, o tai kelia privatumo apsaugos klausim\u0173.<\/li>\n<li><strong>Saugumo rizikos<\/strong> \u2013 ma\u0161ininio mokymosi modeliai gali b\u016bti pa\u017eeid\u017eiami prie\u0161i\u0161koms atakoms, kai specialiai sukurti \u012fvesties duomenys priver\u010dia model\u012f padaryti klaid\u0105.<\/li>\n<\/ul>\n<p>Kaip spr\u0119sti \u0161ias problemas? Pirmiausia, u\u017etikrinkite, kad j\u016bs\u0173 duomenys b\u016bt\u0173 \u012fvair\u016bs ir reprezentatyv\u016bs. Antra, reguliariai tikrinkite savo modeli\u0173 rezultatus, ie\u0161kodami galimo \u0161ali\u0161kumo. Tre\u010dia, laikykit\u0117s \u201eprivatumas pagal dizain\u0105&#8221; principo \u2013 rinkite tik tuos duomenis, kurie tikrai b\u016btini, ir tinkamai juos apsaugokite.<\/p>\n<h2>Ateities horizontai: \u017evilgsnis \u012f rytojaus galimybes<\/h2>\n<p>Ma\u0161ininis mokymasis n\u0117ra tik dar vienas technologinis \u012frankis \u2013 tai fundamentalus pokytis, kei\u010diantis m\u016bs\u0173 santyk\u012f su informacija ir sprendim\u0173 pri\u0117mimu. Kaip elektra XIX am\u017eiuje ar internetas XX-ame, ma\u0161ininis mokymasis XXI am\u017eiuje tampa visur esan\u010dia infrastrukt\u016bra, \u012fgalinan\u010dia naujus verslo modelius ir visuomen\u0117s transformacijas.<\/p>\n<p>Artimiausioje ateityje matysime vis daugiau \u201edemokratizuot\u0173&#8221; ma\u0161ininio mokymosi \u012franki\u0173, leid\u017eian\u010di\u0173 net ir ma\u017eoms \u012fmon\u0117ms ar individualiems specialistams pasitelkti \u0161ios technologijos gali\u0105. Matysime gilesnius integracijos sprendimus, kai ma\u0161ininis mokymasis taps neatskiriama programin\u0117s \u012frangos dalimi, o ne atskiru komponentu.<\/p>\n<p>Ta\u010diau svarbiausia suprasti, kad ma\u0161ininis mokymasis n\u0117ra magi\u0161ka lazdel\u0117, i\u0161sprend\u017eianti visas problemas. Tai \u012frankis, kurio efektyvumas priklauso nuo to, kaip sumaniai j\u012f naudojame. Kaip ir su bet kokia technologija, s\u0117km\u0117 priklauso ne tik nuo pa\u010dio \u012frankio, bet ir nuo \u017emoni\u0173, kurie j\u012f naudoja \u2013 j\u0173 k\u016brybi\u0161kumo, kritinio m\u0105stymo ir geb\u0117jimo u\u017eduoti teisingus klausimus.<\/p>\n<p>Galb\u016bt did\u017eiausias ma\u0161ininio mokymosi potencialas slypi ne pa\u010diuose algoritmuose, o naujame \u017emoni\u0173 ir ma\u0161in\u0173 bendradarbiavimo modelyje, kur technologija sustiprina \u017emogaus geb\u0117jimus, o \u017emogus nukreipia technologij\u0105 prasming\u0173 tiksl\u0173 link. \u0160ioje kelion\u0117je visi esame ne tik steb\u0117tojai, bet ir aktyv\u016bs dalyviai, formuojantys technologin\u0119 ateit\u012f, kurioje nor\u0117tume gyventi.<\/p>","protected":false},"excerpt":{"rendered":"<p>Dirbtinis intelektas be paslap\u010di\u0173: kas ta ma\u0161ininio mokymosi magija? Ar kada susim\u0105st\u0117te, kaip \u201eNetflix&#8221; \u017eino, kok\u012f film\u0105 jums pasi\u016blyti penktadienio vakarui? Arba kod\u0117l \u201eSpotify&#8221; taip tiksliai atsp\u0117ja j\u016bs\u0173 muzikinius pom\u0117gius? O gal nustebote, kai telefono klaviat\u016bra prad\u0117jo nusp\u0117ti j\u016bs\u0173 \u017eod\u017eius dar nesp\u0117jus j\u0173 surinkti? U\u017e \u0161i\u0173 kasdieni\u0173 \u201estebukl\u0173&#8221; slypi ne burtai, o ma\u0161ininis mokymasis (Machine&hellip;&nbsp;<a href=\"https:\/\/www.taisykla7.lt\/uk\/machine-learning-pagrindai-nespecialistams\/\" rel=\"bookmark\">\u0427\u0438\u0442\u0430\u0442\u0438 \u0434\u0430\u043b\u0456 \"<span class=\"screen-reader-text\">Machine Learning pagrindai nespecialistams<\/span><\/a><\/p>","protected":false},"author":1,"featured_media":5867,"comment_status":"","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_uag_custom_page_level_css":"","neve_meta_sidebar":"","neve_meta_container":"","neve_meta_enable_content_width":"","neve_meta_content_width":0,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"","neve_meta_disable_header":"","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"categories":[2],"tags":[],"class_list":["post-5868","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-kompiuteriu-remontas"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Machine Learning pagrindai nespecialistams<\/title>\n<meta name=\"description\" content=\"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/www.taisykla7.lt\/uk\/machine-learning-pagrindai-nespecialistams\/\" \/>\n<meta property=\"og:locale\" content=\"uk_UA\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning pagrindai nespecialistams\" \/>\n<meta property=\"og:description\" content=\"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose\" \/>\n<meta property=\"og:url\" content=\"https:\/\/www.taisykla7.lt\/uk\/machine-learning-pagrindai-nespecialistams\/\" \/>\n<meta property=\"og:site_name\" content=\"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose\" \/>\n<meta property=\"article:published_time\" content=\"2025-03-30T21:00:00+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"1024\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"admin\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e\" \/>\n\t<meta name=\"twitter:data1\" content=\"admin\" \/>\n\t<meta name=\"twitter:label2\" content=\"\u041f\u0440\u0438\u0431\u043b. \u0447\u0430\u0441 \u0447\u0438\u0442\u0430\u043d\u043d\u044f\" \/>\n\t<meta name=\"twitter:data2\" content=\"7 \u0445\u0432\u0438\u043b\u0438\u043d\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\\\/\\\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/#article\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/\"},\"author\":{\"name\":\"admin\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#\\\/schema\\\/person\\\/188688ffc9cb55eade538563d6359154\"},\"headline\":\"Machine Learning pagrindai nespecialistams\",\"datePublished\":\"2025-03-30T21:00:00+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/\"},\"wordCount\":1498,\"publisher\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#organization\"},\"image\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.taisykla7.lt\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/Machine_Learning_pagrindai_nespecialistams.jpg\",\"articleSection\":[\"Kompiuteriai \\\/ kompiuteri\u0173 remontas\"],\"inLanguage\":\"uk\"},{\"@type\":\"WebPage\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/\",\"url\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/\",\"name\":\"Machine Learning pagrindai nespecialistams\",\"isPartOf\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#website\"},\"primaryImageOfPage\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/#primaryimage\"},\"image\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/#primaryimage\"},\"thumbnailUrl\":\"https:\\\/\\\/www.taisykla7.lt\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/Machine_Learning_pagrindai_nespecialistams.jpg\",\"datePublished\":\"2025-03-30T21:00:00+00:00\",\"description\":\"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose\",\"breadcrumb\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/#breadcrumb\"},\"inLanguage\":\"uk\",\"potentialAction\":[{\"@type\":\"ReadAction\",\"target\":[\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/\"]}]},{\"@type\":\"ImageObject\",\"inLanguage\":\"uk\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/#primaryimage\",\"url\":\"https:\\\/\\\/www.taisykla7.lt\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/Machine_Learning_pagrindai_nespecialistams.jpg\",\"contentUrl\":\"https:\\\/\\\/www.taisykla7.lt\\\/wp-content\\\/uploads\\\/2025\\\/03\\\/Machine_Learning_pagrindai_nespecialistams.jpg\",\"width\":1024,\"height\":1024},{\"@type\":\"BreadcrumbList\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/machine-learning-pagrindai-nespecialistams\\\/#breadcrumb\",\"itemListElement\":[{\"@type\":\"ListItem\",\"position\":1,\"name\":\"Pagrindinis\",\"item\":\"https:\\\/\\\/www.taisykla7.lt\\\/\"},{\"@type\":\"ListItem\",\"position\":2,\"name\":\"Kompiuteriai \\\/ kompiuteri\u0173 remontas\",\"item\":\"https:\\\/\\\/www.taisykla7.lt\\\/tema\\\/kompiuteriu-remontas\\\/\"},{\"@type\":\"ListItem\",\"position\":3,\"name\":\"Machine Learning pagrindai nespecialistams\"}]},{\"@type\":\"WebSite\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#website\",\"url\":\"https:\\\/\\\/www.taisykla7.lt\\\/\",\"name\":\"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose\",\"description\":\"Televizori\u0173, paspirtuk\u0173, kompiuteri\u0173, telefon\u0173, kavos aparat\u0173 ir kitos technikos remontas \\\/ taisykla\",\"publisher\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#organization\"},\"potentialAction\":[{\"@type\":\"SearchAction\",\"target\":{\"@type\":\"EntryPoint\",\"urlTemplate\":\"https:\\\/\\\/www.taisykla7.lt\\\/?s={search_term_string}\"},\"query-input\":{\"@type\":\"PropertyValueSpecification\",\"valueRequired\":true,\"valueName\":\"search_term_string\"}}],\"inLanguage\":\"uk\"},{\"@type\":\"Organization\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#organization\",\"name\":\"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose\",\"url\":\"https:\\\/\\\/www.taisykla7.lt\\\/\",\"logo\":{\"@type\":\"ImageObject\",\"inLanguage\":\"uk\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#\\\/schema\\\/logo\\\/image\\\/\",\"url\":\"https:\\\/\\\/www.taisykla7.lt\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/taisykla7_logo.jpg\",\"contentUrl\":\"https:\\\/\\\/www.taisykla7.lt\\\/wp-content\\\/uploads\\\/2022\\\/04\\\/taisykla7_logo.jpg\",\"width\":400,\"height\":100,\"caption\":\"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose\"},\"image\":{\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#\\\/schema\\\/logo\\\/image\\\/\"}},{\"@type\":\"Person\",\"@id\":\"https:\\\/\\\/www.taisykla7.lt\\\/#\\\/schema\\\/person\\\/188688ffc9cb55eade538563d6359154\",\"name\":\"admin\",\"sameAs\":[\"https:\\\/\\\/www.taisykla7.lt\"],\"url\":\"https:\\\/\\\/www.taisykla7.lt\\\/uk\\\/author\\\/admin\\\/\"}]}<\/script>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Machine Learning pagrindai nespecialistams","description":"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose","robots":{"index":"index","follow":"follow","max-snippet":"max-snippet:-1","max-image-preview":"max-image-preview:large","max-video-preview":"max-video-preview:-1"},"canonical":"https:\/\/www.taisykla7.lt\/uk\/machine-learning-pagrindai-nespecialistams\/","og_locale":"uk_UA","og_type":"article","og_title":"Machine Learning pagrindai nespecialistams","og_description":"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose","og_url":"https:\/\/www.taisykla7.lt\/uk\/machine-learning-pagrindai-nespecialistams\/","og_site_name":"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose","article_published_time":"2025-03-30T21:00:00+00:00","og_image":[{"width":1024,"height":1024,"url":"https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg","type":"image\/jpeg"}],"author":"admin","twitter_card":"summary_large_image","twitter_misc":{"\u041d\u0430\u043f\u0438\u0441\u0430\u043d\u043e":"admin","\u041f\u0440\u0438\u0431\u043b. \u0447\u0430\u0441 \u0447\u0438\u0442\u0430\u043d\u043d\u044f":"7 \u0445\u0432\u0438\u043b\u0438\u043d"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"Article","@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/#article","isPartOf":{"@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/"},"author":{"name":"admin","@id":"https:\/\/www.taisykla7.lt\/#\/schema\/person\/188688ffc9cb55eade538563d6359154"},"headline":"Machine Learning pagrindai nespecialistams","datePublished":"2025-03-30T21:00:00+00:00","mainEntityOfPage":{"@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/"},"wordCount":1498,"publisher":{"@id":"https:\/\/www.taisykla7.lt\/#organization"},"image":{"@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/#primaryimage"},"thumbnailUrl":"https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg","articleSection":["Kompiuteriai \/ kompiuteri\u0173 remontas"],"inLanguage":"uk"},{"@type":"WebPage","@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/","url":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/","name":"Machine Learning pagrindai nespecialistams","isPartOf":{"@id":"https:\/\/www.taisykla7.lt\/#website"},"primaryImageOfPage":{"@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/#primaryimage"},"image":{"@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/#primaryimage"},"thumbnailUrl":"https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg","datePublished":"2025-03-30T21:00:00+00:00","description":"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose","breadcrumb":{"@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/#breadcrumb"},"inLanguage":"uk","potentialAction":[{"@type":"ReadAction","target":["https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/"]}]},{"@type":"ImageObject","inLanguage":"uk","@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/#primaryimage","url":"https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg","contentUrl":"https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg","width":1024,"height":1024},{"@type":"BreadcrumbList","@id":"https:\/\/www.taisykla7.lt\/machine-learning-pagrindai-nespecialistams\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Pagrindinis","item":"https:\/\/www.taisykla7.lt\/"},{"@type":"ListItem","position":2,"name":"Kompiuteriai \/ kompiuteri\u0173 remontas","item":"https:\/\/www.taisykla7.lt\/tema\/kompiuteriu-remontas\/"},{"@type":"ListItem","position":3,"name":"Machine Learning pagrindai nespecialistams"}]},{"@type":"WebSite","@id":"https:\/\/www.taisykla7.lt\/#website","url":"https:\/\/www.taisykla7.lt\/","name":"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose","description":"\u0420\u0435\u043c\u043e\u043d\u0442\/\u0432\u0456\u0434\u043d\u043e\u0432\u043b\u0435\u043d\u043d\u044f \u0442\u0435\u043b\u0435\u0432\u0456\u0437\u043e\u0440\u0456\u0432, \u0441\u043a\u0443\u0442\u0435\u0440\u0456\u0432, \u043a\u043e\u043c\u043f'\u044e\u0442\u0435\u0440\u0456\u0432, \u0442\u0435\u043b\u0435\u0444\u043e\u043d\u0456\u0432, \u043a\u0430\u0432\u043e\u0432\u0430\u0440\u043e\u043a \u0442\u0430 \u0456\u043d\u0448\u043e\u0457 \u0442\u0435\u0445\u043d\u0456\u043a\u0438","publisher":{"@id":"https:\/\/www.taisykla7.lt\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/www.taisykla7.lt\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"uk"},{"@type":"Organization","@id":"https:\/\/www.taisykla7.lt\/#organization","name":"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose","url":"https:\/\/www.taisykla7.lt\/","logo":{"@type":"ImageObject","inLanguage":"uk","@id":"https:\/\/www.taisykla7.lt\/#\/schema\/logo\/image\/","url":"https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2022\/04\/taisykla7_logo.jpg","contentUrl":"https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2022\/04\/taisykla7_logo.jpg","width":400,"height":100,"caption":"Elektronikos remontas Vilniuje, Kaune, Klaip\u0117doje, \u0160iauliuose"},"image":{"@id":"https:\/\/www.taisykla7.lt\/#\/schema\/logo\/image\/"}},{"@type":"Person","@id":"https:\/\/www.taisykla7.lt\/#\/schema\/person\/188688ffc9cb55eade538563d6359154","name":"\u0410\u0434\u043c\u0456\u043d\u0456\u0441\u0442\u0440\u0430\u0442\u043e\u0440","sameAs":["https:\/\/www.taisykla7.lt"],"url":"https:\/\/www.taisykla7.lt\/uk\/author\/admin\/"}]}},"uagb_featured_image_src":{"full":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg",1024,1024,false],"thumbnail":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams-150x150.jpg",150,150,true],"medium":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams-300x300.jpg",300,300,true],"medium_large":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams-768x768.jpg",768,768,true],"large":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg",1024,1024,false],"1536x1536":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg",1024,1024,false],"2048x2048":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams.jpg",1024,1024,false],"trp-custom-language-flag":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams-12x12.jpg",12,12,true],"neve-blog":["https:\/\/www.taisykla7.lt\/wp-content\/uploads\/2025\/03\/Machine_Learning_pagrindai_nespecialistams-930x620.jpg",930,620,true]},"uagb_author_info":{"display_name":"admin","author_link":"https:\/\/www.taisykla7.lt\/uk\/author\/admin\/"},"uagb_comment_info":0,"uagb_excerpt":"Dirbtinis intelektas be paslap\u010di\u0173: kas ta ma\u0161ininio mokymosi magija? Ar kada susim\u0105st\u0117te, kaip \u201eNetflix&#8221; \u017eino, kok\u012f film\u0105 jums pasi\u016blyti penktadienio vakarui? Arba kod\u0117l \u201eSpotify&#8221; taip tiksliai atsp\u0117ja j\u016bs\u0173 muzikinius pom\u0117gius? O gal nustebote, kai telefono klaviat\u016bra prad\u0117jo nusp\u0117ti j\u016bs\u0173 \u017eod\u017eius dar nesp\u0117jus j\u0173 surinkti? U\u017e \u0161i\u0173 kasdieni\u0173 \u201estebukl\u0173&#8221; slypi ne burtai, o ma\u0161ininis mokymasis (Machine&hellip;&nbsp;\u0427\u0438\u0442\u0430\u0442\u0438&hellip;","_links":{"self":[{"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/posts\/5868","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/comments?post=5868"}],"version-history":[{"count":1,"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/posts\/5868\/revisions"}],"predecessor-version":[{"id":6310,"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/posts\/5868\/revisions\/6310"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/media\/5867"}],"wp:attachment":[{"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/media?parent=5868"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/categories?post=5868"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/www.taisykla7.lt\/uk\/wp-json\/wp\/v2\/tags?post=5868"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}