{"id":1461,"date":"2015-10-26T23:03:13","date_gmt":"2015-10-26T22:03:13","guid":{"rendered":"http:\/\/wenet.pl\/?p=1461"},"modified":"2023-09-05T10:41:15","modified_gmt":"2023-09-05T08:41:15","slug":"rankbrain-sztuczna-inteligencja-zamiast-algorytmu-w-google","status":"publish","type":"post","link":"https:\/\/wenet.pl\/blog\/rankbrain-sztuczna-inteligencja-zamiast-algorytmu-w-google\/","title":{"rendered":"RankBrain: Sztuczna inteligencja zamiast algorytmu w Google?"},"content":{"rendered":"<p><img decoding=\"async\" class=\"aligncenter size-full wp-image-1467 colorbox-1461 lazyload\" data-src=\"https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/zaczelo-sie-sztuczna-inteli.png\" alt=\"sztuczna inteligencja google rankbrain \" width=\"634\" height=\"378\" data-srcset=\"https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/zaczelo-sie-sztuczna-inteli.png 634w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/zaczelo-sie-sztuczna-inteli-200x119.png 200w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/zaczelo-sie-sztuczna-inteli-503x300.png 503w\" data-sizes=\"(max-width: 634px) 100vw, 634px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 634px; --smush-placeholder-aspect-ratio: 634\/378;\" \/><\/p>\n<h2>RankBrain \u2013 sztuczna inteligencja w wyszukiwaniu<\/h2>\n<p>Po og\u0142oszeniu osza\u0142amiaj\u0105cych wynik\u00f3w finansowych w zesz\u0142ym tygodniu, zarz\u0105d Alphabet \u2013 sp\u00f3\u0142ki matki Google, nie m\u00f3g\u0142 przesta\u0107 m\u00f3wi\u0107 o planach inwestycji w <a href=\"https:\/\/pl.wikipedia.org\/wiki\/Uczenie_maszynowe\">uczenie maszynowe<\/a> oraz w sztuczn\u0105 inteligencj\u0119.<\/p>\n<figure id=\"attachment_1462\" aria-describedby=\"caption-attachment-1462\" style=\"width: 600px\" class=\"wp-caption aligncenter\"><img decoding=\"async\" class=\"wp-image-1462 colorbox-1461 lazyload\" data-src=\"https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/Google-hits-record-as-results-top-webclicks-1200x675.jpg\" alt=\"Google hits record as results top webclicks\" width=\"600\" height=\"338\" data-srcset=\"https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/Google-hits-record-as-results-top-webclicks.jpg 1200w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/Google-hits-record-as-results-top-webclicks-200x113.jpg 200w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/Google-hits-record-as-results-top-webclicks-533x300.jpg 533w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/Google-hits-record-as-results-top-webclicks-768x432.jpg 768w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/Google-hits-record-as-results-top-webclicks-696x392.jpg 696w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/Google-hits-record-as-results-top-webclicks-1068x601.jpg 1068w, https:\/\/wenet.pl\/blog\/wp-content\/uploads\/2015\/10\/Google-hits-record-as-results-top-webclicks-747x420.jpg 747w\" data-sizes=\"(max-width: 600px) 100vw, 600px\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" style=\"--smush-placeholder-width: 600px; --smush-placeholder-aspect-ratio: 600\/338;\" \/><figcaption id=\"caption-attachment-1462\" class=\"wp-caption-text\">\u017ar\u00f3d\u0142o: Bloomberg.com<\/figcaption><\/figure>\n<p>Ka\u017cda inna firma wykorzysta\u0142aby to do odwr\u00f3cenia uwagi od ich podstawowej dzia\u0142alno\u015bci. W\u00a0<a href=\"https:\/\/wenet.pl\/blog\/tag\/google\/\">Google<\/a>\u00a0jednak,\u00a0wszystko jest ze sob\u0105 powi\u0105zane. <strong>Sztuczna inteligencja<\/strong> znajduje si\u0119 na samym ko\u0144cu uczenia maszynowego, wed\u0142ug kt\u00f3rego ludzie tworz\u0105 oprogramowanie, kt\u00f3re mo\u017ce si\u0119 uczy\u0107 o \u015bwiecie. Google jest jednym z najwi\u0119kszych sponsor\u00f3w korporacyjnych w A.I. Inwestowa\u0142o w video, m\u00f3wienie, t\u0142umaczenia, a ostatnio<a href=\"https:\/\/wenet.pl\/blog\/tag\/wyniki-wyszukiwania\/\"> w wyszukiwanie<\/a>.<\/p>\n<p>W ci\u0105gu ostatnich kilku miesi\u0119cy \u201ebardzo du\u017ca cz\u0119\u015b\u0107\u201d z milion\u00f3w zapyta\u0144 na sekund\u0119 by\u0142a interpretowana przez inteligentny system zwany <em>RankBrain<\/em> \u2013 powiedzia\u0142 Greg Corrado, starszy specjalista do spraw wyszukiwania, przedstawiaj\u0105c tym samym po raz pierwszy rol\u0119 <strong>sztucznej inteligencji w wyszukiwaniu<\/strong>.<\/p>\n<p><em>RankBrain<\/em> wykorzystuje sztuczn\u0105 inteligencj\u0119, aby sprowadzi\u0107 ogromne ilo\u015bci j\u0119zyka pisanego do jednostek matematycznych, zwanych wektorami, kt\u00f3re mo\u017ce zrozumie\u0107 komputer. Je\u015bli <em>RankBrain<\/em> widzi s\u0142owo lub fraz\u0119, kt\u00f3rej nie zna, za pomoc\u0105 swojej <strong>sztucznej inteligencji<\/strong> mo\u017ce odgadn\u0105\u0107 s\u0142owa i zwroty, kt\u00f3re maj\u0105 podobne znaczenie i dzi\u0119ki temu odpowiednio filtrowa\u0107 wyniki. To du\u017co bardziej skuteczna metoda w radzeniu sobie z nowymi zapytaniami.<\/p>\n<h2>Unikatowe pytania<\/h2>\n<p>Jak m\u00f3wi Greg Corrado, <em>RankBrain<\/em> pomaga Mountain View radzi\u0107 sobie z 15% zapyta\u0144, kt\u00f3rych system wcze\u015bniej nie rozpoznawa\u0142. Na przyk\u0142ad, doskonale radzi sobie z niejasnymi zapytaniami, jak na przyk\u0142ad: \u201eJaka jest nazwa konsumenta znajduj\u0105cego si\u0119 na najwy\u017cszym poziomie \u0142a\u0144cucha pokarmowego?\u201d. Spos\u00f3b w jaki <em>RankBrain<\/em> u\u017cywa <strong>sztucznej inteligencji<\/strong> jest inny ni\u017c w przypadku innych technologii stosowanych <a href=\"https:\/\/wenet.pl\/blog\/tag\/algorytm-google\/\">w silnikach wyszukiwarek<\/a>.<\/p>\n<blockquote><p>Inne systemy opiera\u0142y si\u0119 na odkryciach i spostrze\u017ceniach, jakie mieli ludzie podczas wyszukiwania informacji, ale nie mo\u017cna powiedzie\u0107, \u017ceby by\u0142a w tym miejscu mowa o jakiejkolwiek nauce.<\/p><\/blockquote>\n<p>Utrzymywanie przewagi w wyszukiwaniu, a tak\u017ce ci\u0105g\u0142e ulepszanie systemu, by ten radzi\u0142 sobie z niejednoznacznymi i bardziej skomplikowanymi zapytaniami, jest celem Google. Chodzi te\u017c o pozyskanie i utrzymanie u\u017cytkownik\u00f3w, kt\u00f3rym bardzo zale\u017cy na czasie podczas wyszukiwania informacji <a href=\"https:\/\/wenet.pl\/blog\/kwietniowa-pogon-za-responsywnoscia-czyli-drugie-dno-mobilizacji\/\">na urz\u0105dzeniach mobilnych<\/a>. Chodzi o proste skojarzenie: Google = wyszukiwanie.<\/p>\n<h2>Wiele narz\u0119dzi<\/h2>\n<blockquote><p>Jak dalej m\u00f3wi Corrado: <strong><em>RankBrain<\/em> jest jednym z setek sygna\u0142\u00f3w docieraj\u0105cych do algorytmu, kt\u00f3ry wp\u0142ywa na pojawiaj\u0105ce si\u0119 wyniki w wyszukiwarce Google, a tak\u017ce na ich pozycj\u0119<\/strong>. W ci\u0105gu kilku miesi\u0119cy po wdro\u017ceniu, <em>RankBrain<\/em> sta\u0142o si\u0119 trzecim najwa\u017cniejszym <a href=\"https:\/\/wenet.pl\/blog\/czynniki-rankujace-google-ciekawe-zestawienie\/\">sygna\u0142em przyczyniaj\u0105cym si\u0119<\/a> do wynik\u00f3w wyszukiwania.<\/p><\/blockquote>\n<p>\u201e<em>By\u0142em zaskoczony<\/em>\u201d \u2013 powiedzia\u0142 Corrado. \u201e<em>Wynik jaki osi\u0105gn\u0119li\u015bmy jest du\u017co lepszy od tego, kt\u00f3rego si\u0119 spodziewali\u015bmy.<\/em>&#8221; Dodanie do algorytmu wyszukiwania systemu <em>RankBrain<\/em> jest wynikiem d\u0142ugoterminowej strategii wcielanej w \u017cycie przez Google od po\u0142owy dekady w celu wdro\u017cenia <strong>sztucznej inteligencji<\/strong>. Firma stara si\u0119 wdra\u017ca\u0107 <a href=\"https:\/\/wenet.pl\/blog\/bardzo-nowe-technologie-czyli-przyszlosc-jest-dzis\/\">najnowsze technologie<\/a> w ka\u017cdym aspekcie swojej dzia\u0142alno\u015bci. Jak powiedzia\u0142 prezes Google, Sundar Pichai, na konferencji dotycz\u0105cej wynik\u00f3w finansowych w zesz\u0142ym tygodniu: \u201e<em>Uczenie maszynowe jest podstawowym sposobem zmiany naszego my\u015blenia o wszystkim, co do tej pory robili\u015bmy<\/em>\u201d.<\/p>\n<h3>M\u0105drzejszy ni\u017c przeci\u0119tny in\u017cynier<\/h3>\n<p>Jak dot\u0105d, <em>RankBrain<\/em> istnieje w cieniu <strong>sztucznej inteligencji<\/strong>. In\u017cynierowie wyszukiwania Google, kt\u00f3rzy ca\u0142e dnie sp\u0119dzaj\u0105 nad prac\u0105 nad\u00a0<a href=\"https:\/\/wenet.pl\/blog\/algorytmy-w-google-jak-w-ogole-dziala\/\">algorytmami<\/a>, kt\u00f3re stanowi\u0105 podstaw\u0119 dzia\u0142ania wyszukiwarki, zostali poproszeni o rzucenie okiem na niekt\u00f3re strony, a nast\u0119pnie o ocen\u0119, kt\u00f3re z nich technologia wyszukiwarki Google umie\u015bci na g\u00f3rnych pozycjach rankingu. In\u017cynierowie odgadli poprawnie 70% wynik\u00f3w, podczas gdy <em>RankBrain<\/em> mia\u0142 wynik 80%.<\/p>\n<p>Typowi u\u017cytkownicy Google\u2019a na pewno si\u0119 zgodz\u0105. Po wielu eksperymentach, firma stwierdzi\u0142a, \u017ce wy\u0142\u0105czenie <em>RankBrain<\/em>, by\u0142oby r\u00f3wnie szkodliwe jak wy\u0142\u0105czenie po\u0142owy stron na Wikipedii.<\/p>\n<p>Doj\u015bcie do tego etapu nie by\u0142o \u0142atwe. Rozpowszechnienie <em>RankBrain<\/em> stanowi ca\u0142oroczny wysi\u0142ek zespo\u0142u, kt\u00f3ry tworzy\u0142o pi\u0119\u0107 os\u00f3b, w tym specjalista do spraw wyszukiwania Yonghui Wu oraz Thomas Strohmann. Min\u0119\u0142o sporo czasu, zanim zesp\u00f3\u0142 zyska\u0142 pewno\u015b\u0107, \u017ce system b\u0119dzie dzia\u0142a\u0142 prawid\u0142owo.<\/p>\n<p>Wysi\u0142ek ten nast\u0119pnie podj\u0119\u0142o kilkadziesi\u0105t os\u00f3b, zw\u0142aszcza po tym jak Amit Singhal, vice dyrektor do spraw wyszukiwania, da\u0142 zielone \u015bwiat\u0142o do uruchomienia systemu w pierwszym kwartale 2015 roku.<\/p>\n<p>Jak m\u00f3wi Corrado: \u201e<em>System jest bardzo uwa\u017cnie obserwowany<\/em>\u201d. Google uwa\u017cnie <a href=\"https:\/\/wenet.pl\/blog\/lista-aktualizacji-algorytmu-google-2003-2015-infografika\/\">analizuje i aktualizuje<\/a> system poprzez dok\u0142adanie nowych danych, b\u0119d\u0105cych efektem \u015bwie\u017cych koncepcji.<\/p>\n<h3>Kluczowe produkty<\/h3>\n<p>Decyzja w\u0142adz Google, by wdro\u017cy\u0107 AI do wyszukiwarek, pokazuje, \u017ce firmy zaczynaj\u0105 powierza\u0107 swoje najcenniejsze produkty w r\u0119ce maszyn, kieruj\u0105cych si\u0119 w\u0142asn\u0105 inteligencj\u0105. Przyk\u0142adowo, Facebook u\u017cywa technik sztucznej inteligencji do filtrowania aktualno\u015bci. Podobnie jest w Microsoft, kt\u00f3re wykorzystuje sztuczn\u0105 inteligencj\u0105 do zwi\u0119kszania mo\u017cliwo\u015bci wyszukiwarki Bing. \u201e<em>Wyszukiwanie jest podstaw\u0105 dzia\u0142alno\u015bci Google\u2019a<\/em>\u201d \u2013 powiedzia\u0142 Corrado \u2013 \u201e<em>Uczenie maszynowe to nie tylko ozdoba, kt\u00f3ra ma na celu sprawienie, \u017ce co\u015b wygl\u0105da lepiej. Zabra\u0142o nam to du\u017co czasu i przemy\u015ble\u0144, zanim wcielili\u015bmy je w \u017cycie i uznali\u015bmy, \u017ce by\u0142o warto.<\/em>\u201d<\/p>\n<p>Kilka wyja\u015bnie\u0144 czym jest <em>RankBrain<\/em>:<\/p>\n<p style=\"text-align: center;\"><script src=\"\/\/cdn.gotraffic.net\/projector\/latest\/bplayer.js\">\/\/ <![CDATA[ BPlayer(null, {\"id\":\"I07sh8lXQhC~txTLmMOeoQ\",\"htmlChildId\":\"bbg-video-player-I07sh8lXQhC~txTLmMOeoQ\",\"serverUrl\":\"http:\/\/www.bloomberg.com\/api\/embed\",\"idType\":\"BMMR\",\"autoplay\":false,\"log_debug\":false,\"ui_controls_popout\":false,\"wmode\":\"opaque\",\"share_metadata\":{\"canonical_url\":\"http:\/\/bloom.bg\/1LRCLh2\"},\"use_share_overlay\":true,\"video_autoplay_on_page\":true,\"use_js_ads\":true,\"ad_code_prefix\":\"\",\"ad_tag_gpt_preroll\":true,\"ad_tag_gpt_midroll\":true,\"ad_tag_sz_preroll\":\"1x7\",\"ad_tag_sz_midroll\":\"1x7\",\"ad_tag_sz_overlay\":\"1x7\",\"ad_network_id_preroll\":\"5262\",\"ad_network_id_midroll\":\"5262\",\"ad_network_id_overlay\":\"5262\",\"ads_vast_timeout\":10000,\"ads_playback_timeout\":10000,\"use_comscore\":true,\"comscore_ns_site\":\"bloomberg\",\"comscore_page_level_tags\":{\"bb_brand\":\"bbiz\",\"bss_cont_play\":0,\"bb_region\":\"Europe\"},\"vertical\":\"business\",\"ad_tag_overlay\":\"business\/videooverlay\",\"use_parsely\":true,\"source\":\"BBIZweb\",\"start_muted\":false,\"module_conviva_insights\":\"enabled\",\"conviva_account\":\"c3.Bloomberg\",\"zone\":\"article\",\"ad_tag_cust_params_preroll\":\"\",\"width\":640,\"height\":360,\"ad_tag\":\"\",\"ad_tag_midroll\":\"\",\"offsite_embed\":true}); 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<\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.xisud69f2cc900fd8e {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.xisud69f2cc900fd8e {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.xisud69f2cc900fd8e {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.xisud69f2cc900fd8e {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.xisud69f2cc900fd8e {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"cxvem69f2cc900fd0e\" ><!-- Zarz\u0105dzanie firm\u0105 -->\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\"><span class=\"hs-cta-node hs-cta-64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\" id=\"hs-cta-64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-1461 lazyload\" id=\"hs-cta-img-64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d.png\"  alt=\"e-book Dlaczego Twoja firma powinna by\u0107 obecna w Internecie\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '64d5a1d6-a25c-4d42-9cf0-0a4f91b5642d', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.cxvem69f2cc900fd0e {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.cxvem69f2cc900fd0e {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.cxvem69f2cc900fd0e {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.cxvem69f2cc900fd0e {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.cxvem69f2cc900fd0e {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"lckzy69f2cc900fc91\" ><!-- Video -->\n\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-d5317067-b35b-4752-8a1e-3ef0d70566f6\"><span class=\"hs-cta-node hs-cta-d5317067-b35b-4752-8a1e-3ef0d70566f6\" id=\"hs-cta-d5317067-b35b-4752-8a1e-3ef0d70566f6\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/d5317067-b35b-4752-8a1e-3ef0d70566f6\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-1461 lazyload\" id=\"hs-cta-img-d5317067-b35b-4752-8a1e-3ef0d70566f6\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/d5317067-b35b-4752-8a1e-3ef0d70566f6.png\"  alt=\"e-book 18 wskaz\u00f3wek, kt\u00f3re rozwin\u0105 Tw\u00f3j kana\u0142 na YouTube\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, 'd5317067-b35b-4752-8a1e-3ef0d70566f6', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.lckzy69f2cc900fc91 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.lckzy69f2cc900fc91 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.lckzy69f2cc900fc91 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.lckzy69f2cc900fc91 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.lckzy69f2cc900fc91 {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"hxzik69f2cc900fc13\" ><!-- Tworzenie stron -->\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\"><span class=\"hs-cta-node hs-cta-ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\" id=\"hs-cta-ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-1461 lazyload\" id=\"hs-cta-img-ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc.png\"  alt=\"Nowe wezwanie do dzia\u0142ania\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, 'ef1529b5-b78c-4b0b-bf0b-4ecc75e0bafc', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.hxzik69f2cc900fc13 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.hxzik69f2cc900fc13 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.hxzik69f2cc900fc13 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.hxzik69f2cc900fc13 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.hxzik69f2cc900fc13 {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"gzjzj69f2cc900fb9f\" ><!-- Strategia marketingowa -->\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-9d4aa58d-1ab7-4301-b000-ac3d639abc98\"><span class=\"hs-cta-node hs-cta-9d4aa58d-1ab7-4301-b000-ac3d639abc98\" id=\"hs-cta-9d4aa58d-1ab7-4301-b000-ac3d639abc98\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/9d4aa58d-1ab7-4301-b000-ac3d639abc98\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-1461 lazyload\" id=\"hs-cta-img-9d4aa58d-1ab7-4301-b000-ac3d639abc98\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/9d4aa58d-1ab7-4301-b000-ac3d639abc98.png\"  alt=\"Nowe wezwanie do dzia\u0142ania\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '9d4aa58d-1ab7-4301-b000-ac3d639abc98', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); <\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n<\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.gzjzj69f2cc900fb9f {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.gzjzj69f2cc900fb9f {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.gzjzj69f2cc900fb9f {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.gzjzj69f2cc900fb9f {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.gzjzj69f2cc900fb9f {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n<div class=\"ntcrk69f2cc900fb26\" ><!-- Social Media -->\n<!--HubSpot Call-to-Action Code --><span class=\"hs-cta-wrapper\" id=\"hs-cta-wrapper-387c3571-1376-4b17-bb02-3ee7c0d54013\"><span class=\"hs-cta-node hs-cta-387c3571-1376-4b17-bb02-3ee7c0d54013\" id=\"hs-cta-387c3571-1376-4b17-bb02-3ee7c0d54013\"><!--[if lte IE 8]><div id=\"hs-cta-ie-element\"><\/div><![endif]--><a href=\"https:\/\/hubspot-cta-redirect-eu1-prod.s3.amazonaws.com\/cta\/redirect\/25646044\/387c3571-1376-4b17-bb02-3ee7c0d54013\" target=\"_blank\" rel=\"noopener\"><img class=\"hs-cta-img colorbox-1461 lazyload\" id=\"hs-cta-img-387c3571-1376-4b17-bb02-3ee7c0d54013\" style=\"border-width:0px;\" data-src=\"https:\/\/hubspot-no-cache-eu1-prod.s3.amazonaws.com\/cta\/default\/25646044\/387c3571-1376-4b17-bb02-3ee7c0d54013.png\"  alt=\"Nowe wezwanie do dzia\u0142ania\" src=\"data:image\/svg+xml;base64,PHN2ZyB3aWR0aD0iMSIgaGVpZ2h0PSIxIiB4bWxucz0iaHR0cDovL3d3dy53My5vcmcvMjAwMC9zdmciPjwvc3ZnPg==\" \/><\/a><\/span><script charset=\"utf-8\" src=\"https:\/\/js-eu1.hscta.net\/cta\/current.js\"><\/script><script type=\"text\/javascript\"> hbspt.cta.load(25646044, '387c3571-1376-4b17-bb02-3ee7c0d54013', {\"useNewLoader\":\"true\",\"region\":\"eu1\"}); 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<\/script><\/span><!-- end HubSpot Call-to-Action Code -->\n            <\/div><\/div><style type=\"text\/css\">\r\n@media screen and (min-width: 1201px) {\r\n.vyuai69f2cc900f903 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 993px) and (max-width: 1200px) {\r\n.vyuai69f2cc900f903 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 769px) and (max-width: 992px) {\r\n.vyuai69f2cc900f903 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (min-width: 768px) and (max-width: 768px) {\r\n.vyuai69f2cc900f903 {\r\ndisplay: block;\r\n}\r\n}\r\n@media screen and (max-width: 767px) {\r\n.vyuai69f2cc900f903 {\r\ndisplay: block;\r\n}\r\n}\r\n<\/style>\r\n\n<h6>\u017ar\u00f3d\u0142o:\u00a0http:\/\/www.bloomberg.com\/news\/articles\/2015-10-26\/google-turning-its-lucrative-web-search-over-to-ai-machines<\/h6>\n\n\n<div class=\"kk-star-ratings kksr-auto kksr-align-left kksr-valign-bottom\"\n    data-payload='{&quot;align&quot;:&quot;left&quot;,&quot;id&quot;:&quot;1461&quot;,&quot;slug&quot;:&quot;default&quot;,&quot;valign&quot;:&quot;bottom&quot;,&quot;ignore&quot;:&quot;&quot;,&quot;reference&quot;:&quot;auto&quot;,&quot;class&quot;:&quot;&quot;,&quot;count&quot;:&quot;12&quot;,&quot;legendonly&quot;:&quot;&quot;,&quot;readonly&quot;:&quot;&quot;,&quot;score&quot;:&quot;5&quot;,&quot;starsonly&quot;:&quot;&quot;,&quot;best&quot;:&quot;5&quot;,&quot;gap&quot;:&quot;5&quot;,&quot;greet&quot;:&quot;Rate this post&quot;,&quot;legend&quot;:&quot;5\\\/5 - (12 ocena)&quot;,&quot;size&quot;:&quot;22&quot;,&quot;title&quot;:&quot;RankBrain: Sztuczna inteligencja zamiast algorytmu w Google?&quot;,&quot;width&quot;:&quot;132.5&quot;,&quot;_legend&quot;:&quot;{score}\\\/{best} - ({count} ocena)&quot;,&quot;font_factor&quot;:&quot;1.25&quot;}'>\n            \n<div class=\"kksr-stars\">\n    \n<div class=\"kksr-stars-inactive\">\n            <div class=\"kksr-star\" data-star=\"1\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"2\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"3\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"4\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" data-star=\"5\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n    <\/div>\n    \n<div class=\"kksr-stars-active\" style=\"width: 132.5px;\">\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n            <div class=\"kksr-star\" style=\"padding-right: 5px\">\n            \n\n<div class=\"kksr-icon\" style=\"width: 22px; height: 22px;\"><\/div>\n        <\/div>\n    <\/div>\n<\/div>\n                \n\n<div class=\"kksr-legend\" style=\"font-size: 17.6px;\">\n            5\/5 - (12 ocena)    <\/div>\n    <\/div>\n","protected":false},"excerpt":{"rendered":"<p>Google jest jednym z najwi\u0119kszych sponsor\u00f3w korporacyjnych w A.I. Inwestowa\u0142o w video, m\u00f3wienie, t\u0142umaczenia, a ostatnio w wyszukiwanie.<\/p>\n","protected":false},"author":3,"featured_media":2423,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"_acf_changed":false,"_jetpack_newsletter_access":"","_jetpack_dont_email_post_to_subs":true,"_jetpack_newsletter_tier_id":0,"_jetpack_memberships_contains_paywalled_content":false,"_jetpack_memberships_contains_paid_content":false,"footnotes":""},"categories":[16],"tags":[28,142,141,29,59],"class_list":["post-1461","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-seo-pozycjonowanie","tag-algorytm-google","tag-rankbrain","tag-sztuczna-inteligencja","tag-wyniki-wyszukiwania","tag-wyszukiwarka-google-2"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.3 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>RankBrain: Sztuczna inteligencja zamiast algorytmu w Google? - WeNet<\/title>\n<meta name=\"description\" content=\"RankBrain to do\u015b\u0107 nowy tw\u00f3r od Google, kt\u00f3ry pomaga w ustalaniu wynik\u00f3w wyszukiwania. 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