{"id":9189,"date":"2024-06-30T11:03:23","date_gmt":"2024-06-30T09:03:23","guid":{"rendered":"https:\/\/softinery.com\/pl\/?page_id=9189"},"modified":"2024-08-06T05:42:39","modified_gmt":"2024-08-06T03:42:39","slug":"czym-jest-uczenie-maszynowe","status":"publish","type":"page","link":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/","title":{"rendered":"Czym jest uczenie maszynowe (machine learning)?"},"content":{"rendered":"<style>.kb-row-layout-id9189_cbf103-05 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id9189_cbf103-05 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id9189_cbf103-05 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id9189_cbf103-05 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id9189_cbf103-05 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id9189_cbf103-05 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id9189_cbf103-05 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column9189_86b2ba-b1 > .kt-inside-inner-col,.kadence-column9189_86b2ba-b1 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column9189_86b2ba-b1 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column9189_86b2ba-b1 > .kt-inside-inner-col{flex-direction:column;}.kadence-column9189_86b2ba-b1 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column9189_86b2ba-b1 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column9189_86b2ba-b1{position:relative;}@media all and (max-width: 1024px){.kadence-column9189_86b2ba-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column9189_86b2ba-b1 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column9189_86b2ba-b1\"><div class=\"kt-inside-inner-col\"><style>.kb-row-layout-id9189_6a5ef0-4c > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id9189_6a5ef0-4c > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id9189_6a5ef0-4c > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}.kb-row-layout-id9189_6a5ef0-4c > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id9189_6a5ef0-4c > .kt-row-column-wrap{grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id9189_6a5ef0-4c > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id9189_6a5ef0-4c alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-left-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column9189_0c2ba5-55 > .kt-inside-inner-col,.kadence-column9189_0c2ba5-55 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column9189_0c2ba5-55 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column9189_0c2ba5-55 > .kt-inside-inner-col{flex-direction:column;}.kadence-column9189_0c2ba5-55 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column9189_0c2ba5-55 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column9189_0c2ba5-55{position:relative;}@media all and (max-width: 1024px){.kadence-column9189_0c2ba5-55 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column9189_0c2ba5-55 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column9189_0c2ba5-55\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Wprowadzenie<\/h2>\n\n\n\n<p>Uczenie maszynowe (ang. machine learning) towa\u017cny obszar sztucznej inteligencji (AI), polegaj\u0105cy na wykorzystaniu algorytm\u00f3w, kt\u00f3re ucz\u0105 si\u0119 na podstawie danych. Procedura uczenia (b\u0105d\u017a trenowania) wymaga posiadania du\u017cego zbioru danych, na podstawie kt\u00f3rych wyszukiwane s\u0105 korelacje mi\u0119dzy mi\u0119dzy zmiennymi. Celem stosowania algorytm\u00f3w uczenia maszynowego, jest tworzenie program\u00f3w komputerowych zdolnych do samodzielnego wykonywania zada\u0144 przez maszyn\u0119 (np. komputer).<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column9189_530779-ad > .kt-inside-inner-col,.kadence-column9189_530779-ad > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column9189_530779-ad > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column9189_530779-ad > .kt-inside-inner-col{flex-direction:column;}.kadence-column9189_530779-ad > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column9189_530779-ad > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column9189_530779-ad{position:relative;}@media all and (max-width: 1024px){.kadence-column9189_530779-ad > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column9189_530779-ad > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column9189_530779-ad\"><div class=\"kt-inside-inner-col\"><style>.kb-image9189_c8000b-bb .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image9189_c8000b-bb\"><figure class=\"aligncenter size-large\"><img loading=\"lazy\" decoding=\"async\" width=\"1024\" height=\"683\" src=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-1024x683.webp\" alt=\"Uczenie maszynowe\" class=\"kb-img wp-image-9218\" srcset=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-1024x683.webp 1024w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-300x200.webp 300w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-768x512.webp 768w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-1536x1025.webp 1536w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-930x620.webp 930w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept.webp 2000w\" sizes=\"auto, (max-width: 1024px) 100vw, 1024px\" \/><\/figure><\/div>\n<\/div><\/div>\n\n<\/div><\/div>\n\n\n<p>Dzi\u015b, wraz z rozwojem big data, Internetu Rzeczy (IoT) i wszechobecnego przetwarzania danych, uczenie maszynowe sta\u0142o si\u0119 niezb\u0119dne do rozwi\u0105zywania problem\u00f3w w wielu obszarach, takich jak finanse, wizja komputerowa (rozpoznawanie twarzy, \u015bledzenie ruchu, wykrywanie obiekt\u00f3w), biologia obliczeniowa (sekcjonowanie DNA, wykrywanie nowotwor\u00f3w m\u00f3zgu, odkrywanie lek\u00f3w), przemys\u0142 motoryzacyjny, lotniczy i produkcyjny (predykcyjne utrzymanie ruchu) oraz przetwarzanie j\u0119zyka naturalnego (rozpoznawanie mowy).<\/p>\n<\/div><\/div>\n\n<\/div><\/div>\n\n<style>.kb-row-layout-id9189_85d508-22 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id9189_85d508-22 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id9189_85d508-22 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);padding-left:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}.kb-row-layout-id9189_85d508-22 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id9189_85d508-22 > .kt-row-column-wrap{grid-template-columns:minmax(0, 2fr) minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id9189_85d508-22 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id9189_85d508-22 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-left-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column9189_dae9e5-62 > .kt-inside-inner-col,.kadence-column9189_dae9e5-62 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column9189_dae9e5-62 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column9189_dae9e5-62 > .kt-inside-inner-col{flex-direction:column;}.kadence-column9189_dae9e5-62 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column9189_dae9e5-62 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column9189_dae9e5-62{position:relative;}@media all and (max-width: 1024px){.kadence-column9189_dae9e5-62 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column9189_dae9e5-62 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column9189_dae9e5-62\"><div class=\"kt-inside-inner-col\">\n<h2 class=\"wp-block-heading\">Jak dzia\u0142aj\u0105 algorytmy uczenia maszynowego?<\/h2>\n\n\n\n<p>Algorytmy uczenia maszynowego dzia\u0142aj\u0105 poprzez nauk\u0119 wzorc\u00f3w i zale\u017cno\u015bci z danych, dzi\u0119ki czemu mo\u017cliwe jest przewidywanie lub podejmowanie decyzji bez konieczno\u015bci wyra\u017anego programowania ka\u017cdej czynno\u015bci. Przebieg tworzenia modelu opartego o uczenie maszynowe wygl\u0105da nast\u0119puj\u0105co:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Zbieranie danych<\/strong><\/h3>\n\n\n\n<p>Pierwszym krokiem jest zebranie odpowiednich danych, kt\u00f3re b\u0119d\u0105 u\u017cywane do uczenia modelu. Dane te mog\u0105 pochodzi\u0107 z r\u00f3\u017cnych \u017ar\u00f3de\u0142, takich jak bazy danych, pliki CSV, API internetowe itp. Dane te zawieraj\u0105 obserwacje i cechy istotne dla danego zagadnienia.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Przetwarzanie danych<\/strong><\/h3>\n\n\n\n<p>Dane mog\u0105 wymaga\u0107 przetworzenia, czyszczenia lub transformacji, aby by\u0142y odpowiednie do u\u017cycia w modelu uczenia maszynowego. Przyk\u0142ady dzia\u0142a\u0144 obejmuj\u0105 usuwanie brakuj\u0105cych warto\u015bci, normalizacj\u0119 danych, kodowanie kategorycznych zmiennych, skalowanie danych itp.<\/p>\n\n\n\n<h3 class=\"wp-block-heading has--font-size\"><strong>Wyb\u00f3r modelu<\/strong><\/h3>\n\n\n\n<p>Wyb\u00f3r odpowiedniego modelu lub zestawu modeli do rozwi\u0105zania danego problemu jest kluczowym krokiem. Mo\u017ce to obejmowa\u0107 modele takie jak regresja liniowa, drzewa decyzyjne, maszyny wektor\u00f3w no\u015bnych (SVM), sieci neuronowe, itp. Wyb\u00f3r zale\u017cy od rodzaju danych, charakteru problemu i oczekiwanych wynik\u00f3w.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Trenowanie modelu<\/strong><\/h3>\n\n\n\n<p>Proces trenowania polega na dopasowaniu modelu do danych treningowych. Dzi\u0119ki temu, model uczy si\u0119 zale\u017cno\u015bci mi\u0119dzy danymi wej\u015bciowymi a ich odpowiednimi etykietami lub warto\u015bciami wynikowymi. Model jest uczony na podstawie danych treningowych.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\">Ewaluacja modelu<\/h3>\n\n\n\n<p>Po zako\u0144czeniu trenowania modelu konieczne jest ocenienie jego skuteczno\u015bci za pomoc\u0105 danych walidacyjnych lub testowych. Ocena mo\u017ce obejmowa\u0107 r\u00f3\u017cne metryki, takie jak dok\u0142adno\u015b\u0107, precyzja, \u015bredni b\u0142\u0105d kwadratowy, itp.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Dostrajanie<\/strong><\/h3>\n\n\n\n<p>Je\u015bli model nie daje satysfakcjonuj\u0105cych wynik\u00f3w, mo\u017ce by\u0107 konieczne dostrojenie jego hiperparametr\u00f3w lub zmiana samego modelu. Proces dostrajania ma na celu popraw\u0119 wydajno\u015bci modelu na podstawie wynik\u00f3w ewaluacji.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Przewidywanie<\/strong><\/h3>\n\n\n\n<p>Docelowo u\u017cywamy wytrenowany model do dokonywania przewidywa\u0144. Proces ten polega na wprowadzeniu do modelu nowych danych. Wytrenowany model dokonuje dla tych danych predykcji, np. etykiet klas w zadaniach klasyfikacji lub warto\u015bci liczbowych w zadaniach regresji.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Rodzaje uczenia maszynowego<\/h2>\n\n\n\n<p>Uczenie maszynowe obejmuje r\u00f3\u017cne podej\u015bcia i techniki, dedykowane do r\u00f3\u017cnych typ\u00f3w problem\u00f3w i danych. Do rodzaj\u00f3w uczenia maszynowego zaliczamy:<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Uczenie nadzorowane (Supervised Learning)<\/strong><\/h3>\n\n\n\n<p> W uczeniu nadzorowanym, algorytm uczy si\u0119 na podstawie danych wej\u015bciowych oraz odpowiadaj\u0105cych im etykiet lub warto\u015bci docelowych. Celem modelu jest przewidywanie odpowiednich etykiet lub warto\u015bci docelowych dla nowych danych wej\u015bciowych. Przyk\u0142ady zastosowa\u0144 obejmuj\u0105 klasyfikacj\u0119 (np. rozpoznawanie spamu w e-mailach) oraz regresj\u0119 (np. przewidywanie cen nieruchomo\u015bci).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Uczenie nienadzorowane (Unsupervised Learning)<\/strong><\/h3>\n\n\n\n<p>Uczenie nienadzorowane nie wymaga danych z etykietami. Algorytmy s\u0105 trenowane na danych zawieraj\u0105cych tylko wej\u015bciowe cechy, a celem jest wyszukanie wzorc\u00f3w lub struktur w danych. Przyk\u0142ady zastosowa\u0144 obejmuj\u0105 klasteryzacj\u0119 (grupowanie danych na podstawie podobie\u0144stwa) oraz redukcj\u0119 wymiarowo\u015bci (zmniejszenie liczby cech danych).<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Uczenie przez wzmacnianie (Reinforcement Learning)<\/strong><\/h3>\n\n\n\n<p>Uczenie przez wzmacnianie polega na trenowaniu agenta decyzyjnego w interakcji z otoczeniem. Agent otrzymuje nagrody lub kary w zale\u017cno\u015bci od swoich akcji i ma za zadanie nauczy\u0107 si\u0119 najlepszej strategii decyzyjnej. Przyk\u0142ady zastosowa\u0144 obejmuj\u0105 uczenie komputerowych program\u00f3w gier planszowych i sterowanie robotami.<\/p>\n\n\n\n<h3 class=\"wp-block-heading\"><strong>Uczenie p\u00f3\u0142-nadzorowane (Semi-supervised Learning)<\/strong><\/h3>\n\n\n\n<p>w uczeniu p\u00f3\u0142-nadzorowanym wykorzystujemy zestaw danych, w kt\u00f3rym tylko cz\u0119\u015b\u0107 przyk\u0142ad\u00f3w jest oznaczona etykietami. Algorytmy pr\u00f3buj\u0105 wykorzysta\u0107 zar\u00f3wno oznaczone, jak i nieoznaczone dane do trenowania modelu. Przyk\u0142ady zastosowa\u0144 obejmuj\u0105 przetwarzanie du\u017cych zbior\u00f3w danych, gdzie oznaczenie wszystkich danych mo\u017ce by\u0107 kosztowne lub czasoch\u0142onne.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Przyk\u0142ady zastosowa\u0144 uczenia maszynowego<\/h2>\n\n\n\n<p>Uczenie nadzorowane ma istotne zastosowanie w przemy\u015ble, gdzie mo\u017ce by\u0107 wykorzystywane do optymalizacji proces\u00f3w produkcyjnych, prognozowania zapotrzebowania na produkty oraz monitorowania jako\u015bci. Oto kilka konkretnych przyk\u0142ad\u00f3w:<\/p>\n\n\n\n<ol class=\"wp-block-list\">\n<li><strong>Predykcyjne utrzymanie ruchu (Predictive Maintenance)<\/strong><br>Maszyny i urz\u0105dzenia przemys\u0142owe s\u0105 monitorowane przy u\u017cyciu czujnik\u00f3w, a dane dotycz\u0105ce ich stanu (np. temperatura, wibracje). Modele uczenia maszynowego s\u0105 stosowane do przewidywania awarii lub potrzeby konserwacji, co pozwala na planowanie dzia\u0142a\u0144 naprawczych i minimalizacj\u0119 przestoj\u00f3w.<\/li>\n\n\n\n<li><strong>Kontrola jako\u015bci<\/strong><br>Algorytmy uczenia nadzorowanego mog\u0105 by\u0107 wykorzystane do automatycznej kontroli jako\u015bci produkt\u00f3w na linii produkcyjnej. Na podstawie obraz\u00f3w lub danych sensorycznych modele s\u0105 uczone do wykrywania wad, takich jak p\u0119kni\u0119cia, nier\u00f3wno\u015bci lub braki.<\/li>\n\n\n\n<li><strong>Prognozowanie popytu i zarz\u0105dzanie \u0142a\u0144cuchem dostaw<\/strong><br>W bran\u017cy logistycznej i dystrybucji, modele uczenia maszynowego mog\u0105 analizowa\u0107 historyczne dane sprzeda\u017cowe i prognozowa\u0107 popyt na produkty w r\u00f3\u017cnych okresach. Na podstawie tych prognoz mog\u0105 by\u0107 podejmowane decyzje dotycz\u0105ce zarz\u0105dzania zapasami i optymalizacji \u0142a\u0144cucha dostaw.<\/li>\n\n\n\n<li><strong>Automatyzacja proces\u00f3w produkcyjnych<\/strong><br>Modele uczenia maszynowego mog\u0105 by\u0107 stosowane do automatyzacji i optymalizacji proces\u00f3w produkcyjnych, np. do sterowania parametrami produkcji w czasie rzeczywistym na podstawie danych zbieranych z urz\u0105dze\u0144.<\/li>\n\n\n\n<li><strong>Rozpoznawanie mowy<\/strong><br>Algorytmy ucz\u0105 si\u0119 interpretowa\u0107 i przetwarza\u0107 mow\u0119 ludzk\u0105, przekszta\u0142caj\u0105c j\u0105 na tekst lub rozpoznaj\u0105c komendy g\u0142osowe. Jest to kluczowe w technologiach asystent\u00f3w g\u0142osowych oraz aplikacjach transkrypcji i t\u0142umaczenia mowy.<\/li>\n\n\n\n<li><strong>Diagnostyka medyczna<\/strong><br>W medycynie algorytmy ucz\u0105 si\u0119 na podstawie danych pacjent\u00f3w, w celu wspierania diagnozy chor\u00f3b, prognozowania wynik\u00f3w leczenia oraz analizowania obraz\u00f3w medycznych.<\/li>\n<\/ol>\n\n\n\n<h2 class=\"wp-block-heading\">Narz\u0119dzia i technologie<\/h2>\n\n\n\n<h2 class=\"wp-block-heading\">Podsumowanie<\/h2>\n\n\n\n<p>Uczenie maszynowe jest kluczowym obszarem sztucznej inteligencji, kt\u00f3ry rewolucjonizuje spos\u00f3b, w jaki rozwi\u0105zujemy problemy i podejmujemy decyzje. Opiera si\u0119 ono na zdolno\u015bci algorytm\u00f3w do uczenia si\u0119 z danych i identyfikowania wzorc\u00f3w oraz dokonywania przewidywa\u0144 bez potrzeby szczeg\u00f3\u0142owego programowania ka\u017cdej pojedynczej czynno\u015bci. Przyk\u0142ady jego zastosowa\u0144 obejmuj\u0105 predykcyjne utrzymanie ruchu w przemy\u015ble produkcyjnym, automatyczn\u0105 kontrol\u0119 jako\u015bci i prognozowanie popytu w logistyce.<\/p>\n\n\n<style>.kb-row-layout-wrap.wp-block-kadence-rowlayout.kb-row-layout-id9153_6dbf4b-95{margin-bottom:var(--global-kb-spacing-md, 2rem);}.kb-row-layout-id9153_6dbf4b-95 > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id9153_6dbf4b-95 > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id9153_6dbf4b-95 > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:1200px;margin-left:auto;margin-right:auto;padding-top:var(--global-kb-spacing-xs, 1rem);grid-template-columns:minmax(0, calc(10% - ((var(--global-kb-gap-md, 2rem) * 1 )\/2)))minmax(0, calc(90% - ((var(--global-kb-gap-md, 2rem) * 1 )\/2)));}.kb-row-layout-id9153_6dbf4b-95 > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id9153_6dbf4b-95 > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr) minmax(0, 2fr);}}@media all and (max-width: 767px){.kb-row-layout-id9153_6dbf4b-95 > .kt-row-column-wrap{padding-left:var(--global-kb-spacing-xxs, 0.5rem);grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id9153_6dbf4b-95 alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-2-columns kt-row-layout-right-golden kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column9153_9cb95c-72 > .kt-inside-inner-col,.kadence-column9153_9cb95c-72 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column9153_9cb95c-72 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column9153_9cb95c-72 > .kt-inside-inner-col{flex-direction:column;}.kadence-column9153_9cb95c-72 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column9153_9cb95c-72 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column9153_9cb95c-72{position:relative;}@media all and (max-width: 1024px){.kadence-column9153_9cb95c-72 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column9153_9cb95c-72 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column9153_9cb95c-72\"><div class=\"kt-inside-inner-col\"><style>.kb-image9153_a06f3f-1c .kb-image-has-overlay:after{opacity:0.3;}.kb-image9153_a06f3f-1c img.kb-img, .kb-image9153_a06f3f-1c .kb-img img{-webkit-mask-image:url(https:\/\/softinery.com\/pl\/wp-content\/plugins\/kadence-blocks\/includes\/assets\/images\/masks\/circle.svg);mask-image:url(https:\/\/softinery.com\/pl\/wp-content\/plugins\/kadence-blocks\/includes\/assets\/images\/masks\/circle.svg);-webkit-mask-size:auto;mask-size:auto;-webkit-mask-repeat:no-repeat;mask-repeat:no-repeat;-webkit-mask-position:center;mask-position:center;object-position:47% 9%;}<\/style>\n<div class=\"wp-block-kadence-image kb-image9153_a06f3f-1c is-style-rounded\"><figure class=\"aligncenter size-medium kb-image-is-ratio-size\"><div class=\"kb-is-ratio-image kb-image-ratio-land43\"><img loading=\"lazy\" decoding=\"async\" width=\"226\" height=\"300\" src=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/photo_v2d-226x300.webp\" alt=\"Szymon Skoneczny\" class=\"kb-img wp-image-9147\" srcset=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/photo_v2d-226x300.webp 226w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/photo_v2d-770x1024.webp 770w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/photo_v2d-768x1021.webp 768w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/photo_v2d-1155x1536.webp 1155w, https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/photo_v2d.webp 1328w\" sizes=\"auto, (max-width: 226px) 100vw, 226px\" \/><\/div><\/figure><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col{padding-left:var(--global-kb-spacing-xxs, 0.5rem);}.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col,.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col{flex-direction:column;}.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column9153_a7a3d2-8c{position:relative;}.kadence-column9153_a7a3d2-8c, .kt-inside-inner-col > .kadence-column9153_a7a3d2-8c:not(.specificity){margin-top:0px;}@media all and (max-width: 1024px){.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column9153_a7a3d2-8c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column9153_a7a3d2-8c\"><div class=\"kt-inside-inner-col\">\n<p><br>Dr hab. in\u017c. Szymon Skoneczny ma kilkunastoletnie do\u015bwiadczenie w tworzeniu oprogramowania do cel\u00f3w naukowych i przemys\u0142owych. Pracowa\u0142 dla renomowanych firm, w tym Siemens, Electricite de France oraz ArcelorMittal. Jego obszar dzia\u0142alno\u015bci obejmuje r\u00f3wnie\u017c nauczanie i udzia\u0142 w projektach naukowych w instytucjach takich jak Akademia G\u00f3rniczo-Hutnicza w Krakowie oraz Politechnika Krakowska. Jest autorem ponad 40 publikacji naukowych dotycz\u0105cych symulacji komputerowych bioreaktor\u00f3w, kt\u00f3re ukaza\u0142y si\u0119 w cenionych czasopismach o mi\u0119dzynarodowym zasi\u0119gu. Ponadto wsp\u00f3\u0142pracowa\u0142 przy projektach naukowych finansowanych ze \u015brodk\u00f3w Unii Europejskiej, koncentruj\u0105cych si\u0119 na wykorzystaniu komputer\u00f3w du\u017cej mocy.<\/p>\n\n\n\n<p>Znajd\u017a mnie na <a href=\"https:\/\/www.linkedin.com\/in\/szymon-skoneczny-77213682\/\">Linkedin<\/a>.<\/p>\n<\/div><\/div>\n\n<\/div><\/div><\/div><\/div>\n\n\n<style>.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col{min-height:1900px;}.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col,.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col{flex-direction:column;}.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column9189_97fa5b-a5{position:relative;}@media all and (max-width: 1024px){.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col{min-height:1500px;flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column9189_97fa5b-a5 > .kt-inside-inner-col{min-height:500px;flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column9189_97fa5b-a5\"><div class=\"kt-inside-inner-col\"><style>#wrapper.site{overflow:clip;}.kadence-column9189_8105f6-7c > .kt-inside-inner-col,.kadence-column9189_8105f6-7c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column9189_8105f6-7c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column9189_8105f6-7c > .kt-inside-inner-col{flex-direction:column;}.kadence-column9189_8105f6-7c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column9189_8105f6-7c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column9189_8105f6-7c{position:relative;}@media all and (max-width: 1024px){.kadence-column9189_8105f6-7c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column9189_8105f6-7c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column9189_8105f6-7c kb-section-is-sticky\"><div class=\"kt-inside-inner-col\"><style>.kadence-column8952_2cd610-bf > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-xs, 1rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kadence-column8952_2cd610-bf > .kt-inside-inner-col{box-shadow:3px 3px 14px 0px var(--nv-c-2);}.kadence-column8952_2cd610-bf > .kt-inside-inner-col,.kadence-column8952_2cd610-bf > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_2cd610-bf > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_2cd610-bf > .kt-inside-inner-col{flex-direction:column;}.kadence-column8952_2cd610-bf > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8952_2cd610-bf > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_2cd610-bf{position:relative;}.kadence-column8952_2cd610-bf, .kt-inside-inner-col > .kadence-column8952_2cd610-bf:not(.specificity){margin-top:var(--global-kb-spacing-md, 2rem);margin-right:var(--global-kb-spacing-xxs, 0.5rem);margin-bottom:var(--global-kb-spacing-xs, 1rem);margin-left:var(--global-kb-spacing-xxs, 0.5rem);}@media all and (max-width: 1024px){.kadence-column8952_2cd610-bf > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8952_2cd610-bf > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}.kadence-column8952_2cd610-bf {}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_2cd610-bf\"><div class=\"kt-inside-inner-col\"><style>.kadence-column8952_9b934e-2c > .kt-inside-inner-col,.kadence-column8952_9b934e-2c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_9b934e-2c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_9b934e-2c > .kt-inside-inner-col{flex-direction:column;}.kadence-column8952_9b934e-2c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8952_9b934e-2c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_9b934e-2c{position:relative;}@media all and (max-width: 1024px){.kadence-column8952_9b934e-2c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8952_9b934e-2c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_9b934e-2c\"><div class=\"kt-inside-inner-col\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\"><style>.kadence-column8952_448464-bd > .kt-inside-inner-col{display:flex;}.kadence-column8952_448464-bd > .kt-inside-inner-col,.kadence-column8952_448464-bd > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_448464-bd > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_448464-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}.kadence-column8952_448464-bd > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column8952_448464-bd > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column8952_448464-bd > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column8952_448464-bd{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_448464-bd{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_448464-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column8952_448464-bd > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_448464-bd{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column8952_448464-bd{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_448464-bd{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_448464-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column8952_448464-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column8952_448464-bd{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_448464-bd{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_448464-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column8952_448464-bd > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_448464-bd\"><div class=\"kt-inside-inner-col\"><style>.kb-image8952_2b2db0-f3.kb-image-is-ratio-size, .kb-image8952_2b2db0-f3 .kb-image-is-ratio-size{max-width:50px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image8952_2b2db0-f3.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image8952_2b2db0-f3 .kb-image-is-ratio-size{align-self:unset;}.kb-image8952_2b2db0-f3{max-width:50px;}.image-is-svg.kb-image8952_2b2db0-f3{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image8952_2b2db0-f3 img{width:100%;}.kb-image8952_2b2db0-f3 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image8952_2b2db0-f3 size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"288\" height=\"208\" src=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/computer-2.png\" alt=\"python szkolenia\" class=\"kb-img wp-image-8956\"\/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\"><style>.kb-image8952_cc6008-a1.kb-image-is-ratio-size, .kb-image8952_cc6008-a1 .kb-image-is-ratio-size{max-width:100px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image8952_cc6008-a1.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image8952_cc6008-a1 .kb-image-is-ratio-size{align-self:unset;}.kb-image8952_cc6008-a1 figure{max-width:100px;}.kb-image8952_cc6008-a1 .image-is-svg, .kb-image8952_cc6008-a1 .image-is-svg img{width:100%;}.kb-image8952_cc6008-a1 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image8952_cc6008-a1\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"276\" height=\"50\" src=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/level_beginner.png\" alt=\"pozaiom pocz\u0105tkuj\u0105cy\" class=\"kb-img wp-image-8958\"\/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-center margin_zero\" style=\"font-size:0.75em\">POCZ\u0104TKUJ\u0104CY<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<p class=\"has-text-align-center has-medium-font-size\">1600 z\u0142<\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column8952_e8c9c1-24 > .kt-inside-inner-col,.kadence-column8952_e8c9c1-24 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_e8c9c1-24 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_e8c9c1-24 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8952_e8c9c1-24 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8952_e8c9c1-24 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_e8c9c1-24{position:relative;}.kadence-column8952_e8c9c1-24, .kt-inside-inner-col > .kadence-column8952_e8c9c1-24:not(.specificity){margin-top:-30px;}@media all and (max-width: 1024px){.kadence-column8952_e8c9c1-24 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8952_e8c9c1-24 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_e8c9c1-24\"><div class=\"kt-inside-inner-col\">\n<p class=\"has-medium-font-size\"><strong>Kurs programowania Python Online dla pocz\u0105tkuj\u0105cych<\/strong> (Zdalnie)<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column8952_e52106-1c > .kt-inside-inner-col,.kadence-column8952_e52106-1c > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_e52106-1c > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_e52106-1c > .kt-inside-inner-col{flex-direction:column;}.kadence-column8952_e52106-1c > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8952_e52106-1c > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_e52106-1c{position:relative;}@media all and (max-width: 1024px){.kadence-column8952_e52106-1c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8952_e52106-1c > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_e52106-1c\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedbtn.kb-btns8952_0b9057-c8{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:center;align-items:center;}.kt-btns8952_0b9057-c8 .kt-button{font-weight:normal;font-style:normal;}.kt-btns8952_0b9057-c8 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns8952_0b9057-c8 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns8952_0b9057-c8 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns8952_0b9057-c8 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns8952_0b9057-c8 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns8952_0b9057-c8 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns8952_0b9057-c8 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns8952_0b9057-c8\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn8952_c5591b-79.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn8952_c5591b-79.kb-button{color:var(--nv-site-bg);background:var(--nv-primary-accent);}<\/style><a class=\"kb-button kt-button button kb-btn8952_c5591b-79 kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-fill  kt-btn-has-text-true kt-btn-has-svg-false  wp-block-kadence-singlebtn\" href=\"https:\/\/softinery.com\/pl\/katalog-szkolen\/kurs-python-dla-poczatkujacych\/\"><span class=\"kt-btn-inner-text\">Zobacz szczeg\u00f3\u0142y szkolenia<\/span><\/a><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column8952_3cedb4-64 > .kt-inside-inner-col{padding-top:var(--global-kb-spacing-xs, 1rem);padding-right:var(--global-kb-spacing-xs, 1rem);padding-bottom:var(--global-kb-spacing-xs, 1rem);padding-left:var(--global-kb-spacing-xs, 1rem);}.kadence-column8952_3cedb4-64 > .kt-inside-inner-col{box-shadow:3px 3px 14px 0px var(--nv-c-2);}.kadence-column8952_3cedb4-64 > .kt-inside-inner-col,.kadence-column8952_3cedb4-64 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_3cedb4-64 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_3cedb4-64 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8952_3cedb4-64 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8952_3cedb4-64 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_3cedb4-64{position:relative;}.kadence-column8952_3cedb4-64, .kt-inside-inner-col > .kadence-column8952_3cedb4-64:not(.specificity){margin-top:var(--global-kb-spacing-md, 2rem);margin-right:var(--global-kb-spacing-xxs, 0.5rem);margin-bottom:var(--global-kb-spacing-xs, 1rem);margin-left:var(--global-kb-spacing-xxs, 0.5rem);}@media all and (max-width: 1024px){.kadence-column8952_3cedb4-64 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8952_3cedb4-64 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}.kadence-column8952_3cedb4-64 {}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_3cedb4-64\"><div class=\"kt-inside-inner-col\"><style>.kadence-column8952_44a3cc-33 > .kt-inside-inner-col,.kadence-column8952_44a3cc-33 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_44a3cc-33 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_44a3cc-33 > .kt-inside-inner-col{flex-direction:column;}.kadence-column8952_44a3cc-33 > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8952_44a3cc-33 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_44a3cc-33{position:relative;}@media all and (max-width: 1024px){.kadence-column8952_44a3cc-33 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8952_44a3cc-33 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_44a3cc-33\"><div class=\"kt-inside-inner-col\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:70%\">\n<div class=\"wp-block-columns is-layout-flex wp-container-core-columns-is-layout-9d6595d7 wp-block-columns-is-layout-flex\">\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:40%\"><style>.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col{display:flex;}.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col,.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col > .kb-image-is-ratio-size{align-self:stretch;}.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col > .wp-block-kadence-advancedgallery{align-self:stretch;}.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col > .aligncenter{width:100%;}.kt-row-column-wrap > .kadence-column8952_bd53c7-a7{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_bd53c7-a7{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_bd53c7-a7{position:relative;}@media all and (max-width: 1024px){.kt-row-column-wrap > .kadence-column8952_bd53c7-a7{align-self:center;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_bd53c7-a7{align-self:auto;}}@media all and (max-width: 1024px){.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 1024px){.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}@media all and (max-width: 767px){.kt-row-column-wrap > .kadence-column8952_bd53c7-a7{align-self:center;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_bd53c7-a7{align-self:auto;}.kt-inner-column-height-full:not(.kt-has-1-columns) > .wp-block-kadence-column.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;}.kadence-column8952_bd53c7-a7 > .kt-inside-inner-col{flex-direction:column;justify-content:center;align-items:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_bd53c7-a7\"><div class=\"kt-inside-inner-col\"><style>.kb-image8952_82f697-2d.kb-image-is-ratio-size, .kb-image8952_82f697-2d .kb-image-is-ratio-size{max-width:50px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image8952_82f697-2d.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image8952_82f697-2d .kb-image-is-ratio-size{align-self:unset;}.kb-image8952_82f697-2d{max-width:50px;}.image-is-svg.kb-image8952_82f697-2d{-webkit-flex:0 1 100%;flex:0 1 100%;}.image-is-svg.kb-image8952_82f697-2d img{width:100%;}.kb-image8952_82f697-2d .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<figure class=\"wp-block-kadence-image kb-image8952_82f697-2d size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"288\" height=\"208\" src=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/computer-2.png\" alt=\"python szkolenia\" class=\"kb-img wp-image-8956\"\/><\/figure>\n<\/div><\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:60%\"><style>.kb-image8952_815edb-63.kb-image-is-ratio-size, .kb-image8952_815edb-63 .kb-image-is-ratio-size{max-width:100px;width:100%;}.wp-block-kadence-column > .kt-inside-inner-col > .kb-image8952_815edb-63.kb-image-is-ratio-size, .wp-block-kadence-column > .kt-inside-inner-col > .kb-image8952_815edb-63 .kb-image-is-ratio-size{align-self:unset;}.kb-image8952_815edb-63 figure{max-width:100px;}.kb-image8952_815edb-63 .image-is-svg, .kb-image8952_815edb-63 .image-is-svg img{width:100%;}.kb-image8952_815edb-63 .kb-image-has-overlay:after{opacity:0.3;}<\/style>\n<div class=\"wp-block-kadence-image kb-image8952_815edb-63\"><figure class=\"aligncenter size-full\"><img loading=\"lazy\" decoding=\"async\" width=\"276\" height=\"50\" src=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/level_intermediate.png\" alt=\"\" class=\"kb-img wp-image-9027\"\/><\/figure><\/div>\n\n\n\n<p class=\"has-text-align-center margin_zero\" style=\"font-size:0.75em\">\u015aREDNIOZAAWANSOWANY<\/p>\n<\/div>\n<\/div>\n<\/div>\n\n\n\n<div class=\"wp-block-column is-layout-flow wp-block-column-is-layout-flow\" style=\"flex-basis:30%\">\n<p class=\"has-text-align-center has-medium-font-size\">2200 z\u0142<\/p>\n<\/div>\n<\/div>\n<\/div><\/div>\n\n\n<style>.kadence-column8952_62efda-1e > .kt-inside-inner-col,.kadence-column8952_62efda-1e > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_62efda-1e > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_62efda-1e > .kt-inside-inner-col{flex-direction:column;}.kadence-column8952_62efda-1e > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8952_62efda-1e > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_62efda-1e{position:relative;}.kadence-column8952_62efda-1e, .kt-inside-inner-col > .kadence-column8952_62efda-1e:not(.specificity){margin-top:-30px;}@media all and (max-width: 1024px){.kadence-column8952_62efda-1e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8952_62efda-1e > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_62efda-1e\"><div class=\"kt-inside-inner-col\">\n<p class=\"has-medium-font-size\"><strong>Python Data Science<\/strong> (Zdalnie)<\/p>\n<\/div><\/div>\n\n\n<style>.kadence-column8952_1853fa-8a > .kt-inside-inner-col,.kadence-column8952_1853fa-8a > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column8952_1853fa-8a > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column8952_1853fa-8a > .kt-inside-inner-col{flex-direction:column;}.kadence-column8952_1853fa-8a > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column8952_1853fa-8a > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column8952_1853fa-8a{position:relative;}@media all and (max-width: 1024px){.kadence-column8952_1853fa-8a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column8952_1853fa-8a > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column8952_1853fa-8a\"><div class=\"kt-inside-inner-col\"><style>.wp-block-kadence-advancedbtn.kb-btns8952_a1a89d-47{gap:var(--global-kb-gap-xs, 0.5rem );justify-content:center;align-items:center;}.kt-btns8952_a1a89d-47 .kt-button{font-weight:normal;font-style:normal;}.kt-btns8952_a1a89d-47 .kt-btn-wrap-0{margin-right:5px;}.wp-block-kadence-advancedbtn.kt-btns8952_a1a89d-47 .kt-btn-wrap-0 .kt-button{color:#555555;border-color:#555555;}.wp-block-kadence-advancedbtn.kt-btns8952_a1a89d-47 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns8952_a1a89d-47 .kt-btn-wrap-0 .kt-button:focus{color:#ffffff;border-color:#444444;}.wp-block-kadence-advancedbtn.kt-btns8952_a1a89d-47 .kt-btn-wrap-0 .kt-button::before{display:none;}.wp-block-kadence-advancedbtn.kt-btns8952_a1a89d-47 .kt-btn-wrap-0 .kt-button:hover, .wp-block-kadence-advancedbtn.kt-btns8952_a1a89d-47 .kt-btn-wrap-0 .kt-button:focus{background:#444444;}<\/style>\n<div class=\"wp-block-kadence-advancedbtn kb-buttons-wrap kb-btns8952_a1a89d-47\"><style>ul.menu .wp-block-kadence-advancedbtn .kb-btn8952_d0a5ef-01.kb-button{width:initial;}.wp-block-kadence-advancedbtn .kb-btn8952_d0a5ef-01.kb-button{color:var(--nv-site-bg);background:var(--nv-primary-accent);}<\/style><a class=\"kb-button kt-button button kb-btn8952_d0a5ef-01 kt-btn-size-standard kt-btn-width-type-auto kb-btn-global-fill  kt-btn-has-text-true kt-btn-has-svg-false  wp-block-kadence-singlebtn\" href=\"https:\/\/softinery.com\/pl\/katalog-szkolen\/python-data-science-kurs\/\"><span class=\"kt-btn-inner-text\">Zobacz szczeg\u00f3\u0142y szkolenia<\/span><\/a><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n<\/div><\/div>\n\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Wprowadzenie Uczenie maszynowe (ang. machine learning) towa\u017cny obszar sztucznej inteligencji (AI), polegaj\u0105cy na wykorzystaniu algorytm\u00f3w, kt\u00f3re ucz\u0105 si\u0119 na podstawie danych. Procedura uczenia (b\u0105d\u017a trenowania) wymaga posiadania du\u017cego zbioru danych, na podstawie kt\u00f3rych wyszukiwane s\u0105 korelacje mi\u0119dzy mi\u0119dzy zmiennymi. Celem stosowania algorytm\u00f3w uczenia maszynowego, jest tworzenie program\u00f3w komputerowych zdolnych do samodzielnego wykonywania zada\u0144 przez maszyn\u0119&hellip;&nbsp;<a href=\"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/\" rel=\"bookmark\">Dowiedz si\u0119 wi\u0119cej &raquo;<span class=\"screen-reader-text\">Czym jest uczenie maszynowe (machine learning)?<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"parent":578,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"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":[],"tags":[],"class_list":["post-9189","page","type-page","status-publish","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Jak Dzia\u0142a Uczenie Maszynowe (Machine Learning)?<\/title>\n<meta name=\"description\" content=\"Uczenie maszynowe opiera si\u0119 na zdolno\u015bci algorytm\u00f3w do uczenia si\u0119 z danych, identyfikowania wzorc\u00f3w oraz tworzenia przewidywa\u0144.\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Jak Dzia\u0142a Uczenie Maszynowe (Machine Learning)?\" \/>\n<meta property=\"og:description\" content=\"Uczenie maszynowe opiera si\u0119 na zdolno\u015bci algorytm\u00f3w do uczenia si\u0119 z danych, identyfikowania wzorc\u00f3w oraz tworzenia przewidywa\u0144.\" \/>\n<meta property=\"og:url\" content=\"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/\" \/>\n<meta property=\"og:site_name\" content=\"Softinery\" \/>\n<meta property=\"article:modified_time\" content=\"2024-08-06T03:42:39+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-1024x683.webp\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:label1\" content=\"Szacowany czas czytania\" \/>\n\t<meta name=\"twitter:data1\" content=\"17 minut\" \/>\n<!-- \/ Yoast SEO plugin. -->","yoast_head_json":{"title":"Jak Dzia\u0142a Uczenie Maszynowe (Machine Learning)?","description":"Uczenie maszynowe opiera si\u0119 na zdolno\u015bci algorytm\u00f3w do uczenia si\u0119 z danych, identyfikowania wzorc\u00f3w oraz tworzenia przewidywa\u0144.","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:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/","og_locale":"pl_PL","og_type":"article","og_title":"Jak Dzia\u0142a Uczenie Maszynowe (Machine Learning)?","og_description":"Uczenie maszynowe opiera si\u0119 na zdolno\u015bci algorytm\u00f3w do uczenia si\u0119 z danych, identyfikowania wzorc\u00f3w oraz tworzenia przewidywa\u0144.","og_url":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/","og_site_name":"Softinery","article_modified_time":"2024-08-06T03:42:39+00:00","og_image":[{"url":"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-1024x683.webp","type":"","width":"","height":""}],"twitter_card":"summary_large_image","twitter_misc":{"Szacowany czas czytania":"17 minut"},"schema":{"@context":"https:\/\/schema.org","@graph":[{"@type":"WebPage","@id":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/","url":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/","name":"Jak Dzia\u0142a Uczenie Maszynowe (Machine Learning)?","isPartOf":{"@id":"https:\/\/softinery.com\/pl\/#website"},"primaryImageOfPage":{"@id":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/#primaryimage"},"image":{"@id":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/#primaryimage"},"thumbnailUrl":"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept-1024x683.webp","datePublished":"2024-06-30T09:03:23+00:00","dateModified":"2024-08-06T03:42:39+00:00","description":"Uczenie maszynowe opiera si\u0119 na zdolno\u015bci algorytm\u00f3w do uczenia si\u0119 z danych, identyfikowania wzorc\u00f3w oraz tworzenia przewidywa\u0144.","breadcrumb":{"@id":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/#breadcrumb"},"inLanguage":"pl-PL","potentialAction":[{"@type":"ReadAction","target":["https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/"]}]},{"@type":"ImageObject","inLanguage":"pl-PL","@id":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/#primaryimage","url":"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept.webp","contentUrl":"https:\/\/softinery.com\/pl\/wp-content\/uploads\/sites\/5\/2024\/06\/ai-technology-brain-background-digital-transformation-concept.webp","width":2000,"height":1334,"caption":"Uczenie maszynowe"},{"@type":"BreadcrumbList","@id":"https:\/\/softinery.com\/pl\/blog\/czym-jest-uczenie-maszynowe\/#breadcrumb","itemListElement":[{"@type":"ListItem","position":1,"name":"Strona g\u0142\u00f3wna","item":"https:\/\/softinery.com\/pl\/"},{"@type":"ListItem","position":2,"name":"Blog","item":"https:\/\/softinery.com\/pl\/blog\/"},{"@type":"ListItem","position":3,"name":"Czym jest uczenie maszynowe (machine learning)?"}]},{"@type":"WebSite","@id":"https:\/\/softinery.com\/pl\/#website","url":"https:\/\/softinery.com\/pl\/","name":"Softinery","description":"Rozwi\u0105zania IT dla nowoczesnego przemys\u0142u","publisher":{"@id":"https:\/\/softinery.com\/pl\/#organization"},"potentialAction":[{"@type":"SearchAction","target":{"@type":"EntryPoint","urlTemplate":"https:\/\/softinery.com\/pl\/?s={search_term_string}"},"query-input":{"@type":"PropertyValueSpecification","valueRequired":true,"valueName":"search_term_string"}}],"inLanguage":"pl-PL"},{"@type":"Organization","@id":"https:\/\/softinery.com\/pl\/#organization","name":"Softinery","url":"https:\/\/softinery.com\/pl\/","logo":{"@type":"ImageObject","inLanguage":"pl-PL","@id":"https:\/\/softinery.com\/pl\/#\/schema\/logo\/image\/","url":"https:\/\/softinery.com\/wp-content\/uploads\/sites\/5\/2023\/05\/cropped-Gear-logo-transparent-1.webp","contentUrl":"https:\/\/softinery.com\/wp-content\/uploads\/sites\/5\/2023\/05\/cropped-Gear-logo-transparent-1.webp","width":512,"height":512,"caption":"Softinery"},"image":{"@id":"https:\/\/softinery.com\/pl\/#\/schema\/logo\/image\/"}}]}},"_links":{"self":[{"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/pages\/9189","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/pages"}],"about":[{"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/types\/page"}],"author":[{"embeddable":true,"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/users\/1"}],"replies":[{"embeddable":true,"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/comments?post=9189"}],"version-history":[{"count":67,"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/pages\/9189\/revisions"}],"predecessor-version":[{"id":9305,"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/pages\/9189\/revisions\/9305"}],"up":[{"embeddable":true,"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/pages\/578"}],"wp:attachment":[{"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/media?parent=9189"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/categories?post=9189"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/softinery.com\/pl\/wp-json\/wp\/v2\/tags?post=9189"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}