{"id":6620,"date":"2024-06-06T11:04:17","date_gmt":"2024-06-06T11:04:17","guid":{"rendered":"http:\/\/the-codest.localhost\/dictionary\/machine-learning\/"},"modified":"2024-06-06T11:04:17","modified_gmt":"2024-06-06T11:04:17","slug":"uczenie-maszynowe","status":"publish","type":"dictionary","link":"https:\/\/thecodest.co\/pl\/dictionary\/machine-learning\/","title":{"rendered":"Machine Learning"},"content":{"rendered":"<h1>Machine Learning<\/h1>\n<p><a href=\"https:\/\/thecodest.co\/pl\/blog\/banks-go-high-tech-unravel-fraud-with-machine-learning\/\">Machine Learning<\/a> jest poddziedzin\u0105 sztucznej inteligencji (<a href=\"https:\/\/thecodest.co\/pl\/blog\/the-rise-of-ai-in-the-baltics-discussion-on-estonia-latvia-and-lithuanias-tech-scene\/\">AI<\/a>), kt\u00f3ra koncentruje si\u0119 na rozwoju algorytm\u00f3w i modeli statystycznych, kt\u00f3re umo\u017cliwiaj\u0105 systemom komputerowym uczenie si\u0119 i doskonalenie na podstawie do\u015bwiadczenia bez wyra\u017anego programowania. Wi\u0105\u017ce si\u0119 to z wykorzystaniem z\u0142o\u017conych technik matematycznych i statystycznych do analizowania i interpretowania du\u017cych zbior\u00f3w danych, identyfikowania wzorc\u00f3w i podejmowania prognoz lub decyzji w oparciu o te dane. <a href=\"https:\/\/thecodest.co\/pl\/blog\/app-data-collection-security-risks-value-and-types-explored\/\">dane<\/a>.<\/p>\n<p>Celem Machine Learning jest stworzenie inteligentnych system\u00f3w, kt\u00f3re mog\u0105 automatycznie uczy\u0107 si\u0119 i doskonali\u0107 na podstawie do\u015bwiadczenia, bez interwencji cz\u0142owieka. Osi\u0105ga si\u0119 to poprzez szkolenie systemu na du\u017cych ilo\u015bciach danych, co pozwala mu identyfikowa\u0107 wzorce i relacje, a nast\u0119pnie wykorzystywa\u0107 t\u0119 wiedz\u0119 do przewidywania lub podejmowania decyzji dotycz\u0105cych nowych danych.<\/p>\n<p>Machine Learning mo\u017cna og\u00f3lnie podzieli\u0107 na trzy kategorie:<\/p>\n<ul>\n<li><b>Uczenie nadzorowane:<\/b> Obejmuje to wykorzystanie oznaczonych danych do trenowania modelu w celu przewidywania lub podejmowania decyzji. System otrzymuje dane wej\u015bciowe i odpowiadaj\u0105ce im dane wyj\u015bciowe, a nast\u0119pnie uczy si\u0119 mapowa\u0107 dane wej\u015bciowe na wyj\u015bciowe poprzez identyfikowanie wzorc\u00f3w i relacji w danych. Przyk\u0142ady nadzorowanego uczenia si\u0119 obejmuj\u0105 rozpoznawanie obraz\u00f3w, rozpoznawanie mowy i przetwarzanie j\u0119zyka naturalnego.<\/li>\n<li><b>Uczenie si\u0119 bez nadzoru:<\/b> Obejmuje to wykorzystanie nieoznakowanych danych do trenowania modelu w celu identyfikacji wzorc\u00f3w i relacji w danych. System otrzymuje dane wej\u015bciowe i uczy si\u0119 grupowa\u0107 dane w oparciu o podobie\u0144stwa i r\u00f3\u017cnice. Przyk\u0142ady uczenia bez nadzoru obejmuj\u0105 grupowanie, wykrywanie anomalii i redukcj\u0119 wymiarowo\u015bci.<\/li>\n<li><b>Uczenie si\u0119 ze wzmocnieniem:<\/b> Wi\u0105\u017ce si\u0119 to z wykorzystaniem systemu opartego na nagrodach do trenowania modelu w celu podejmowania decyzji i dzia\u0142a\u0144. System otrzymuje zestaw mo\u017cliwych dzia\u0142a\u0144 i funkcj\u0119 nagrody, a nast\u0119pnie uczy si\u0119 maksymalizowa\u0107 nagrod\u0119, podejmuj\u0105c najlepsze mo\u017cliwe dzia\u0142ania w danej sytuacji. Przyk\u0142ady uczenia ze wzmocnieniem obejmuj\u0105 gry, robotyk\u0119 i pojazdy autonomiczne.<\/li>\n<\/ul>\n<p>Machine Learning ma szeroki zakres zastosowa\u0144 w r\u00f3\u017cnych bran\u017cach, w tym <a href=\"https:\/\/thecodest.co\/pl\/blog\/healthcare-softwares-types-use-cases\/\">opieka zdrowotna<\/a>, <a href=\"https:\/\/thecodest.co\/pl\/blog\/top-technologies-used-in-european-fintech-development\/\">finanse<\/a>sprzeda\u017c detaliczna i <a href=\"https:\/\/thecodest.co\/pl\/dictionary\/manufacturing-software-development\/\">produkcja<\/a>. S\u0142u\u017cy do poprawy obs\u0142ugi klienta, optymalizacji proces\u00f3w biznesowych oraz podejmowania dok\u0142adniejszych prognoz i decyzji.<\/p>\n<p>Og\u00f3lnie rzecz bior\u0105c, Machine Learning to pot\u0119\u017cne narz\u0119dzie, kt\u00f3re mo\u017ce zrewolucjonizowa\u0107 spos\u00f3b, w jaki \u017cyjemy i pracujemy. Poniewa\u017c ilo\u015b\u0107 generowanych danych stale ro\u015bnie, znaczenie Machine Learning w uwalnianiu ich potencja\u0142u b\u0119dzie tylko ros\u0142o.<\/p>","protected":false},"excerpt":{"rendered":"<p>Odkryj moc Machine Learning - poddziedziny sztucznej inteligencji, kt\u00f3ra umo\u017cliwia systemom komputerowym uczenie si\u0119 i doskonalenie na podstawie do\u015bwiadczenia bez wyra\u017anego programowania.<\/p>","protected":false},"template":"","meta":{"_acf_changed":false,"inline_featured_image":false,"footnotes":""},"class_list":["post-6620","dictionary","type-dictionary","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v27.3 (Yoast SEO v27.3) - https:\/\/yoast.com\/product\/yoast-seo-premium-wordpress\/ -->\n<title>Machine Learning - The Codest<\/title>\n<meta name=\"description\" content=\"Discover the power of Machine Learning - a subfield of AI that enables computer systems to learn and improve from experience without explicit programming.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/thecodest.co\/pl\/slownik\/uczenie-maszynowe\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Machine Learning\" \/>\n<meta property=\"og:description\" content=\"Discover the power of Machine Learning - 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