{"id":70,"date":"2024-11-09T22:51:32","date_gmt":"2024-11-09T22:51:32","guid":{"rendered":"https:\/\/naujienaplius.lt\/index.php\/2024\/11\/09\/daugiarusis-rag-auga-stai-geriausias-budas-pradeti\/"},"modified":"2024-11-09T22:51:32","modified_gmt":"2024-11-09T22:51:32","slug":"daugiarusis-rag-auga-stai-geriausias-budas-pradeti","status":"publish","type":"post","link":"https:\/\/naujienaplius.lt\/index.php\/2024\/11\/09\/daugiarusis-rag-auga-stai-geriausias-budas-pradeti\/","title":{"rendered":"Daugiar\u016b\u0161is RAG auga, \u0161tai geriausias b\u016bdas prad\u0117ti"},"content":{"rendered":" \r\n<br><div>\n\t\t\t\t<div id=\"boilerplate_2682874\" class=\"post-boilerplate boilerplate-before\">\n<p><em>Prisijunkite prie m\u016bs\u0173 kasdieni\u0173 ir savaitini\u0173 naujienlai\u0161ki\u0173, kad gautum\u0117te naujausi\u0173 naujien\u0173 ir i\u0161skirtinio turinio apie pramon\u0117je pirmaujan\u010di\u0105 AI apr\u0117pt\u012f. Su\u017einokite daugiau<\/em><\/p>\n\n\n\n<hr class=\"wp-block-separator has-css-opacity is-style-wide\"\/>\n<\/div><p>Kai \u012fmon\u0117s pradeda eksperimentuoti su daugiar\u016b\u0161iu b\u016bdu gautu papildytu generavimu (RAG), \u012fmon\u0117s, teikian\u010dios daugiar\u016b\u0161\u012f \u012fterpim\u0105 \u2013 b\u016bd\u0105 paversti duomenis \u012f RAG nuskaitomus failus \u2013 pataria \u012fmon\u0117ms prad\u0117ti nuo ma\u017e\u0173 vaizd\u0173 ir vaizdo \u012fra\u0161\u0173 \u012fterpimo. <\/p>\n\n\n\n<p>Multimodalinis RAG, RAG, kuris taip pat gali pateikti \u012fvairi\u0173 tip\u0173 fail\u0173 i\u0161 teksto, vaizd\u0173 ar vaizdo \u012fra\u0161\u0173, remiasi \u012fterpimo modeliais, paver\u010dian\u010diais duomenis \u012f skaitmenines reprezentacijas, kurias AI modeliai gali nuskaityti. \u012eterpimai, galintys apdoroti vis\u0173 r\u016b\u0161i\u0173 failus, leid\u017eia \u012fmon\u0117ms rasti informacij\u0105 i\u0161 finansini\u0173 grafik\u0173, produkt\u0173 katalog\u0173 ar bet kokio informacinio vaizdo \u012fra\u0161o ir gauti visapusi\u0161kesn\u012f \u012fmon\u0117s vaizd\u0105. <\/p>\n\n\n\n<p>\u201eCohere\u201c, atnaujinusi savo \u012fterpimo model\u012f \u201eEmbed 3\u201c, kad gal\u0117t\u0173 apdoroti vaizdus ir vaizdo \u012fra\u0161us pra\u0117jus\u012f m\u0117nes\u012f, teig\u0117, kad \u012fmon\u0117s turi kitaip paruo\u0161ti savo duomenis, u\u017etikrinti tinkam\u0105 \u012fterpim\u0173 na\u0161um\u0105 ir geriau naudoti daugiar\u016b\u0161\u012f RAG.<\/p>\n\n\n\n<p>\u201ePrie\u0161 skiriant didelius i\u0161teklius daugiar\u016b\u0161iam \u012fterpimui, verta j\u012f i\u0161bandyti ribotesniu mastu. Tai leid\u017eia \u012fvertinti modelio na\u0161um\u0105 ir tinkamum\u0105 konkretiems naudojimo atvejams ir tur\u0117t\u0173 suteikti \u012f\u017evalg\u0173 apie bet kokius koregavimus, kuri\u0173 reikia prie\u0161 visi\u0161k\u0105 diegim\u0105\u201c, \u2013 ra\u0161oma \u201eCohere\u201c personalo sprendim\u0173 architekto Yanno Stonemano tinklara\u0161tyje. <\/p>\n\n\n\n<p>Bendrov\u0117 teig\u0117, kad daugelis \u0161iame prane\u0161ime aptart\u0173 proces\u0173 yra daugelyje kit\u0173 daugiar\u016b\u0161io \u012fterpimo modeli\u0173.<\/p>\n\n\n\n<p>Stonemanas sak\u0117, kad, atsi\u017evelgiant \u012f kai kurias pramon\u0117s \u0161akas, modeliams taip pat gali prireikti \u201epapildomo mokymo, kad b\u016bt\u0173 galima atpa\u017einti smulkias detales ir vaizd\u0173 variantus\u201c. Jis panaudojo medicinos programas kaip pavyzd\u012f, kai radiologiniams nuskaitymams ar mikroskopini\u0173 l\u0105steli\u0173 nuotraukoms reikalinga specializuota \u012fterpimo sistema, kuri supranta toki\u0173 vaizd\u0173 niuansus.<\/p>\n\n\n\n<div id=\"ez-toc-container\" class=\"ez-toc-v2_0_82_2 counter-hierarchy ez-toc-counter ez-toc-grey ez-toc-container-direction\">\n<div class=\"ez-toc-title-container\">\n<p class=\"ez-toc-title\" style=\"cursor:inherit\">Turinys:<\/p>\n<span class=\"ez-toc-title-toggle\"><a href=\"#\" class=\"ez-toc-pull-right ez-toc-btn ez-toc-btn-xs ez-toc-btn-default ez-toc-toggle\" aria-label=\"Toggle Table of Content\"><span class=\"ez-toc-js-icon-con\"><span class=\"\"><span class=\"eztoc-hide\" style=\"display:none;\">Toggle<\/span><span class=\"ez-toc-icon-toggle-span\"><svg style=\"fill: #999;color:#999\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" class=\"list-377408\" width=\"20px\" height=\"20px\" viewBox=\"0 0 24 24\" fill=\"none\"><path d=\"M6 6H4v2h2V6zm14 0H8v2h12V6zM4 11h2v2H4v-2zm16 0H8v2h12v-2zM4 16h2v2H4v-2zm16 0H8v2h12v-2z\" fill=\"currentColor\"><\/path><\/svg><svg style=\"fill: #999;color:#999\" class=\"arrow-unsorted-368013\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\" width=\"10px\" height=\"10px\" viewBox=\"0 0 24 24\" version=\"1.2\" baseProfile=\"tiny\"><path d=\"M18.2 9.3l-6.2-6.3-6.2 6.3c-.2.2-.3.4-.3.7s.1.5.3.7c.2.2.4.3.7.3h11c.3 0 .5-.1.7-.3.2-.2.3-.5.3-.7s-.1-.5-.3-.7zM5.8 14.7l6.2 6.3 6.2-6.3c.2-.2.3-.5.3-.7s-.1-.5-.3-.7c-.2-.2-.4-.3-.7-.3h-11c-.3 0-.5.1-.7.3-.2.2-.3.5-.3.7s.1.5.3.7z\"\/><\/svg><\/span><\/span><\/span><\/a><\/span><\/div>\n<nav><ul class='ez-toc-list ez-toc-list-level-1 ' ><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-1\" href=\"https:\/\/naujienaplius.lt\/index.php\/2024\/11\/09\/daugiarusis-rag-auga-stai-geriausias-budas-pradeti\/#Duomenu_paruosimas_yra_labai_svarbus\" >Duomen\u0173 paruo\u0161imas yra labai svarbus<\/a><\/li><li class='ez-toc-page-1 ez-toc-heading-level-2'><a class=\"ez-toc-link ez-toc-heading-2\" href=\"https:\/\/naujienaplius.lt\/index.php\/2024\/11\/09\/daugiarusis-rag-auga-stai-geriausias-budas-pradeti\/#Daugiarusis_iterpimas_tampa_naudingesnis\" >Daugiar\u016b\u0161is \u012fterpimas tampa naudingesnis<\/a><\/li><\/ul><\/nav><\/div>\n<h2 class=\"wp-block-heading\" id=\"h-data-preparation-is-key\"><span class=\"ez-toc-section\" id=\"Duomenu_paruosimas_yra_labai_svarbus\"><\/span>Duomen\u0173 paruo\u0161imas yra labai svarbus<span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Prie\u0161 pateikiant vaizdus \u012f multimodalin\u0119 RAG sistem\u0105, jie turi b\u016bti i\u0161 anksto apdoroti, kad \u012fterpimo modelis gal\u0117t\u0173 juos gerai perskaityti. <\/p>\n\n\n\n<p>Gali tekti pakeisti vaizd\u0173 dyd\u012f, kad jie b\u016bt\u0173 vienodo dyd\u017eio, o organizacijos turi i\u0161siai\u0161kinti, ar jos nori patobulinti ma\u017eos skyros nuotraukas, kad svarbios detal\u0117s nepasimest\u0173 arba per didel\u0117s rai\u0161kos nuotraukos neb\u016bt\u0173 prastesn\u0117s kokyb\u0117s. neapkrauna apdorojimo laiko. <\/p>\n\n\n\n<p>\u201eSistema tur\u0117t\u0173 gal\u0117ti apdoroti vaizdo rodykles (pvz., URL ar fail\u0173 kelius) kartu su tekstiniais duomenimis, o tai gali b\u016bti ne\u012fmanoma naudojant teksto \u012fterpim\u0105. Norint sukurti skland\u017ei\u0105 vartotojo patirt\u012f, organizacijoms gali tekti \u012fdiegti pasirinktin\u012f kod\u0105, kad integruot\u0173 vaizd\u0173 ir esamo teksto paie\u0161kos funkcij\u0105\u201c, \u2013 ra\u0161oma tinklara\u0161tyje. <\/p>\n\n\n\n<h2 class=\"wp-block-heading\" id=\"h-multimodal-embeddings-become-more-useful-nbsp\"><span class=\"ez-toc-section\" id=\"Daugiarusis_iterpimas_tampa_naudingesnis\"><\/span>Daugiar\u016b\u0161is \u012fterpimas tampa naudingesnis <span class=\"ez-toc-section-end\"><\/span><\/h2>\n\n\n\n<p>Daugelis RAG sistem\u0173 daugiausia dirba su tekstiniais duomenimis, nes teksto informacij\u0105 naudoti kaip \u012fterpim\u0105 yra lengviau nei vaizdus ar vaizdo \u012fra\u0161us. Ta\u010diau kadangi dauguma \u012fmoni\u0173 turi vis\u0173 r\u016b\u0161i\u0173 duomenis, RAG, galinti ie\u0161koti paveiksl\u0117li\u0173 ir tekst\u0173, i\u0161populiar\u0117jo. Organizacijos da\u017enai tur\u0117jo \u012fdiegti atskiras RAG sistemas ir duomen\u0173 bazes, u\u017ekertant keli\u0105 mi\u0161rioms paie\u0161koms. <\/p>\n\n\n\n<p>Multimodalin\u0117 paie\u0161ka n\u0117ra jokia naujiena, nes OpenAI ir Google si\u016blo t\u0105 pat\u012f savo atitinkamuose pokalbi\u0173 robotuose. \u201eOpenAI\u201c saus\u012f pristat\u0117 naujausios kartos \u012fterpimo modelius. Kitos \u012fmon\u0117s taip pat suteikia galimyb\u0119 \u012fmon\u0117ms panaudoti skirtingus duomenis, skirtus multimodaliniam RAG. Pavyzd\u017eiui, Uniphore i\u0161leido b\u016bd\u0105, kaip pad\u0117ti \u012fmon\u0117ms paruo\u0161ti daugiar\u016b\u0161ius duomen\u0173 rinkinius RAG.<\/p>\n<div id=\"boilerplate_2660155\" class=\"post-boilerplate boilerplate-after\"><div class=\"Boilerplate__newsletter-container\">\n<div class=\"Boilerplate__newsletter-main\">\n<p><strong>VB dienra\u0161tis<\/strong><\/p>\n<p>B\u016bkite \u017einomi! Kasdien gaukite paskutines naujienas savo pa\u0161to d\u0117\u017eut\u0117je<\/p>\n<p class=\"Form__newsletter-legal\">Prenumeruodami sutinkate su \u201eVentureBeat\u201c paslaug\u0173 teikimo s\u0105lygomis.<\/p>\n<p class=\"Form__success\" id=\"boilerplateNewsletterConfirmation\">\n<p>\t\t\t\t\tA\u010di\u016b, kad u\u017esiprenumeravote. Daugiau VB naujienlai\u0161ki\u0173 rasite \u010dia.\n\t\t\t\t<\/p>\n<p class=\"Form__error\">\u012evyko klaida.<\/p>\n<\/p><\/div>\n<\/p><\/div>\n<\/div>\t\t\t<\/div>\r\n<br>\r\n<br><a href=\"https:\/\/venturebeat.com\/ai\/multimodal-rag-is-growing-heres-the-best-way-to-get-started\/\">Source link <\/a>","protected":false},"excerpt":{"rendered":"<p>Prisijunkite prie m\u016bs\u0173 kasdieni\u0173 ir savaitini\u0173 naujienlai\u0161ki\u0173, kad gautum\u0117te naujausi\u0173 naujien\u0173 ir i\u0161skirtinio turinio apie pramon\u0117je pirmaujan\u010di\u0105 AI apr\u0117pt\u012f. Su\u017einokite&hellip;<\/p>\n","protected":false},"author":1,"featured_media":71,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"om_disable_all_campaigns":false,"_monsterinsights_skip_tracking":false,"_monsterinsights_sitenote_active":false,"_monsterinsights_sitenote_note":"","_monsterinsights_sitenote_category":0,"footnotes":""},"categories":[167],"tags":[],"class_list":["post-70","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-technologijos"],"aioseo_notices":[],"_links":{"self":[{"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/posts\/70","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/comments?post=70"}],"version-history":[{"count":0,"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/posts\/70\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/media\/71"}],"wp:attachment":[{"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/media?parent=70"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/categories?post=70"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/naujienaplius.lt\/index.php\/wp-json\/wp\/v2\/tags?post=70"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}