{"id":23,"date":"2026-01-10T15:30:22","date_gmt":"2026-01-10T15:30:22","guid":{"rendered":"https:\/\/www.dariuszpiotrowski.pl\/?page_id=23"},"modified":"2026-08-12T21:52:47","modified_gmt":"2026-08-12T21:52:47","slug":"droga-ai-od-1956-do-2026","status":"publish","type":"page","link":"https:\/\/www.dariuszpiotrowski.pl\/index.php\/droga-ai-od-1956-do-2026\/","title":{"rendered":"Droga AI: od 1956 do 2026"},"content":{"rendered":"\n<h2 class=\"wp-block-heading\">Historia sztucznej inteligencji<\/h2>\n\n\n\n<p class=\"wp-block-paragraph\">Sztuczna inteligencja (AI) to dziedzina nauki, kt\u00f3ra rozwija si\u0119 od po\u0142owy XX wieku. Jej celem jest tworzenie system\u00f3w potrafi\u0105cych na\u015bladowa\u0107 ludzkie my\u015blenie, rozwi\u0105zywa\u0107 problemy i uczy\u0107 si\u0119 z do\u015bwiadczenia.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Lata 50. \u2013 narodziny AI<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">W 1956 roku na konferencji w Dartmouth po raz pierwszy u\u017cyto terminu &#8222;sztuczna inteligencja&#8221;. Naukowcy, tacy jak John McCarthy, Marvin Minsky i Allen Newell, rozpocz\u0119li badania nad maszynami zdolnymi do rozwi\u0105zywania problem\u00f3w i uczenia si\u0119.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Lata 60.\u201370. \u2013 pierwsze eksperymenty<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pojawi\u0142y si\u0119 pierwsze programy potrafi\u0105ce rozwi\u0105zywa\u0107 proste problemy matematyczne, gra\u0107 w szachy czy analizowa\u0107 j\u0119zyk naturalny. W tym okresie powsta\u0142y te\u017c pierwsze sieci neuronowe, cho\u0107 ich potencja\u0142 by\u0142 ograniczony przez mo\u017cliwo\u015bci komputer\u00f3w.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Lata 80. \u2013 rozw\u00f3j system\u00f3w eksperckich<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Popularne sta\u0142y si\u0119 tzw. systemy eksperckie, kt\u00f3re potrafi\u0142y podejmowa\u0107 decyzje w oparciu o wiedz\u0119 specjalistyczn\u0105. AI zacz\u0119\u0142a znajdowa\u0107 zastosowanie w medycynie, finansach i in\u017cynierii.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Lata 90. \u2013 algorytmy i uczenie maszynowe<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Wzros\u0142o znaczenie uczenia maszynowego (Machine Learning). Komputery zacz\u0119\u0142y analizowa\u0107 wi\u0119ksze zbiory danych i uczy\u0107 si\u0119 wzorc\u00f3w. W 1997 roku komputer Deep Blue pokona\u0142 mistrza \u015bwiata w szachach Garry\u2019ego Kasparowa \u2013 symboliczne zwyci\u0119stwo AI nad cz\u0142owiekiem.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Lata 2000\u20132010 \u2013 big data i internet<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Rozw\u00f3j internetu i dost\u0119p do ogromnych zbior\u00f3w danych przyspieszy\u0142 rozw\u00f3j AI. Systemy rekomendacyjne, analiza danych i wczesne chatboty sta\u0142y si\u0119 codzienno\u015bci\u0105.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2010\u20132020 \u2013 era g\u0142\u0119bokiego uczenia (Deep Learning)<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Pojawi\u0142y si\u0119 nowoczesne sieci neuronowe (deep learning), kt\u00f3re umo\u017cliwi\u0142y rozpoznawanie obraz\u00f3w, mowy i j\u0119zyka naturalnego na niespotykan\u0105 wcze\u015bniej skal\u0119. Firmy takie jak Google, OpenAI, Facebook i Microsoft zacz\u0119\u0142y wprowadza\u0107 AI do produkt\u00f3w codziennego u\u017cytku.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">2020\u20132026 \u2013 generatywna AI i j\u0119zykowe modele<\/h3>\n\n\n\n<p class=\"wp-block-paragraph\">Najnowszy etap to AI generatywna \u2013 modele potrafi\u0105ce tworzy\u0107 tekst, obrazy, muzyk\u0119, a nawet programowa\u0107. ChatGPT, DALL\u00b7E, Bard i inne systemy zmieni\u0142y spos\u00f3b, w jaki ludzie ucz\u0105 si\u0119, pracuj\u0105 i komunikuj\u0105. AI sta\u0142a si\u0119 narz\u0119dziem dost\u0119pnym niemal dla ka\u017cdego.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\">Historia AI pokazuje, \u017ce to nie tylko technologia, ale tak\u017ce proces odkrywania i zrozumienia inteligencji \u2013 zar\u00f3wno tej ludzkiej, jak i sztucznej.<\/p>\n\n\n\n<p class=\"wp-block-paragraph\"><\/p>\n","protected":false},"excerpt":{"rendered":"<p>Historia sztucznej inteligencji Sztuczna inteligencja (AI) to dziedzina nauki, kt\u00f3ra rozwija si\u0119 od po\u0142owy XX wieku. Jej celem jest tworzenie [&hellip;]<\/p>\n","protected":false},"author":1,"featured_media":0,"parent":0,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"_bbp_topic_count":0,"_bbp_reply_count":0,"_bbp_total_topic_count":0,"_bbp_total_reply_count":0,"_bbp_voice_count":0,"_bbp_anonymous_reply_count":0,"_bbp_forum_subforum_count":0,"site-sidebar-layout":"default","site-content-layout":"","ast-site-content-layout":"default","site-content-style":"default","site-sidebar-style":"default","ast-global-header-display":"","ast-banner-title-visibility":"","ast-main-header-display":"","ast-hfb-above-header-display":"","ast-hfb-below-header-display":"","ast-hfb-mobile-header-display":"","site-post-title":"","ast-breadcrumbs-content":"","ast-featured-img":"","footer-sml-layout":"","ast-disable-related-posts":"","theme-transparent-header-meta":"","adv-header-id-meta":"","stick-header-meta":"","header-above-stick-meta":"","header-main-stick-meta":"","header-below-stick-meta":"","astra-migrate-meta-layouts":"default","ast-page-background-enabled":"default","ast-page-background-meta":{"desktop":{"background-color":"var(--ast-global-color-5)","background-image":"","background-repeat":"repeat","background-position":"center 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