{"id":247335,"date":"2023-05-27T11:35:34","date_gmt":"2023-05-27T18:35:34","guid":{"rendered":"https:\/\/barrazacarlos.com\/zalety-i-wady-uczenia-maszynowego\/"},"modified":"2023-05-27T11:35:50","modified_gmt":"2023-05-27T18:35:50","slug":"zalety-i-wady-uczenia-maszynowego","status":"publish","type":"post","link":"https:\/\/barrazacarlos.com\/pl\/zalety-i-wady-uczenia-maszynowego\/","title":{"rendered":"11 Zalety i wady uczenia maszynowego"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"247335\" class=\"elementor elementor-247335 elementor-232508\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-a3954ae elementor-section-height-min-height elementor-section-content-bottom elementor-section-boxed elementor-section-height-default elementor-section-items-middle\" data-id=\"a3954ae\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t\t<div class=\"elementor-background-overlay\"><\/div>\n\t\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-wider\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-12cbbd1c\" data-id=\"12cbbd1c\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-35f36828 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"35f36828\" data-element_type=\"section\" data-e-type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-72223be9\" data-id=\"72223be9\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-58b5beaf elementor-widget elementor-widget-heading\" data-id=\"58b5beaf\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;none&quot;,&quot;_animation_delay&quot;:&quot;800&quot;}\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h1 class=\"elementor-heading-title elementor-size-default\">11 Zalety i wady uczenia maszynowego<\/h1>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3a2695ab elementor-widget elementor-widget-text-editor\" data-id=\"3a2695ab\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Uczenie maszynowe to metoda analizy danych, kt\u00f3ra automatyzuje tworzenie modeli analitycznych.<\/p>\n<p>Jest to ga\u0142\u0105\u017a sztucznej inteligencji oparta na za\u0142o\u017ceniu, \u017ce systemy mog\u0105 uczy\u0107 si\u0119 na podstawie danych, identyfikowa\u0107 wzorce i podejmowa\u0107 decyzje przy minimalnej interwencji cz\u0142owieka.<\/p>\n<p>  W tym artykule om\u00f3wimy zalety i wady uczenia maszynowego.<\/p>\n<p>Zbadamy, w jaki spos\u00f3b mo\u017ce zwi\u0119kszy\u0107 wydajno\u015b\u0107 i automatyzacj\u0119, poprawi\u0107 mo\u017cliwo\u015bci podejmowania decyzji, obs\u0142ugiwa\u0107 du\u017ce ilo\u015bci danych i potencjalnie obni\u017cy\u0107 koszty.<\/p>\n<p>Przeanalizujemy r\u00f3wnie\u017c potencjalne wady, takie jak wysoki koszt wdro\u017cenia, zale\u017cno\u015b\u0107 od jako\u015bci danych i potencjalne b\u0142\u0119dy.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-4f4b29cd\" data-id=\"4f4b29cd\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-13fca171 elementor-widget elementor-widget-image\" data-id=\"13fca171\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img fetchpriority=\"high\" decoding=\"async\" width=\"1280\" height=\"720\" src=\"https:\/\/barrazacarlos.com\/wp-content\/uploads\/2023\/02\/Advantages-and-Disadvantages-of-Machine-Learning.webp\" class=\"attachment-full size-full wp-image-232517\" alt=\"11 Advantages and Disadvantages of Machine Learning\" srcset=\"https:\/\/barrazacarlos.com\/wp-content\/uploads\/2023\/02\/Advantages-and-Disadvantages-of-Machine-Learning.webp 1280w, https:\/\/barrazacarlos.com\/wp-content\/uploads\/2023\/02\/Advantages-and-Disadvantages-of-Machine-Learning-300x169.webp 300w, https:\/\/barrazacarlos.com\/wp-content\/uploads\/2023\/02\/Advantages-and-Disadvantages-of-Machine-Learning-1024x576.webp 1024w, https:\/\/barrazacarlos.com\/wp-content\/uploads\/2023\/02\/Advantages-and-Disadvantages-of-Machine-Learning-768x432.webp 768w, https:\/\/barrazacarlos.com\/wp-content\/uploads\/2023\/02\/Advantages-and-Disadvantages-of-Machine-Learning-150x84.webp 150w\" sizes=\"(max-width: 1280px) 100vw, 1280px\" title=\"\">\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-10b20b36 elementor-widget elementor-widget-heading\" data-id=\"10b20b36\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<span class=\"elementor-heading-title elementor-size-default\">Napisane przez<\/span>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2eca40be elementor-align-left elementor-widget elementor-widget-post-info\" data-id=\"2eca40be\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"post-info.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-inline-items elementor-icon-list-items elementor-post-info\">\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-ef43aea elementor-inline-item\" itemprop=\"author\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-author\">\n\t\t\t\t\t\t\t\t\t\tRedaction Team\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-476dca5 elementor-inline-item\" itemprop=\"datePublished\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-date\">\n\t\t\t\t\t\t\t\t\t\t<time>27 maja, 2023<\/time>\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<li class=\"elementor-icon-list-item elementor-repeater-item-6cd9597 elementor-inline-item\" itemprop=\"about\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text elementor-post-info__item elementor-post-info__item--type-terms\">\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-post-info__terms-list\">\n\t\t\t\t<a href=\"https:\/\/barrazacarlos.com\/pl\/category\/przedsiebiorczosc\/\" class=\"elementor-post-info__terms-list-item\">Przedsi\u0119biorczo\u015b\u0107<\/a>, <a href=\"https:\/\/barrazacarlos.com\/pl\/category\/przedsiebiorczosc\/technologia-biznesowa\/\" class=\"elementor-post-info__terms-list-item\">Technologia biznesowa<\/a>\t\t\t\t<\/span>\n\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-736f013b elementor-toc--minimized-on-tablet elementor-widget elementor-widget-table-of-contents\" data-id=\"736f013b\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;headings_by_tags&quot;:[&quot;h2&quot;],&quot;exclude_headings_by_selector&quot;:[],&quot;collapse_subitems&quot;:&quot;yes&quot;,&quot;marker_view&quot;:&quot;numbers&quot;,&quot;no_headings_message&quot;:&quot;No headings were found on this page.&quot;,&quot;minimize_box&quot;:&quot;yes&quot;,&quot;minimized_on&quot;:&quot;tablet&quot;,&quot;hierarchical_view&quot;:&quot;yes&quot;,&quot;min_height&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_tablet&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]},&quot;min_height_mobile&quot;:{&quot;unit&quot;:&quot;px&quot;,&quot;size&quot;:&quot;&quot;,&quot;sizes&quot;:[]}}\" data-widget_type=\"table-of-contents.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__header\">\n\t\t\t\t\t\t<div class=\"elementor-toc__header-title\">\n\t\t\t\tSpis tre\u015bci\t\t\t<\/div>\n\t\t\t\t\t\t\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--expand\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__736f013b\" aria-expanded=\"true\" aria-label=\"Open table of contents\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M207.029 381.476L12.686 187.132c-9.373-9.373-9.373-24.569 0-33.941l22.667-22.667c9.357-9.357 24.522-9.375 33.901-.04L224 284.505l154.745-154.021c9.379-9.335 24.544-9.317 33.901.04l22.667 22.667c9.373 9.373 9.373 24.569 0 33.941L240.971 381.476c-9.373 9.372-24.569 9.372-33.942 0z\"><\/path><\/svg><\/div>\n\t\t\t\t<div class=\"elementor-toc__toggle-button elementor-toc__toggle-button--collapse\" role=\"button\" tabindex=\"0\" aria-controls=\"elementor-toc__736f013b\" aria-expanded=\"true\" aria-label=\"Close table of contents\"><svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M240.971 130.524l194.343 194.343c9.373 9.373 9.373 24.569 0 33.941l-22.667 22.667c-9.357 9.357-24.522 9.375-33.901.04L224 227.495 69.255 381.516c-9.379 9.335-24.544 9.317-33.901-.04l-22.667-22.667c-9.373-9.373-9.373-24.569 0-33.941L207.03 130.525c9.372-9.373 24.568-9.373 33.941-.001z\"><\/path><\/svg><\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<div id=\"elementor-toc__736f013b\" class=\"elementor-toc__body elementor-toc__list-items--collapsible\">\n\t\t\t<div class=\"elementor-toc__spinner-container\">\n\t\t\t\t<svg class=\"elementor-toc__spinner eicon-animation-spin e-font-icon-svg e-eicon-loading\" aria-hidden=\"true\" viewBox=\"0 0 1000 1000\" xmlns=\"http:\/\/www.w3.org\/2000\/svg\"><path d=\"M500 975V858C696 858 858 696 858 500S696 142 500 142 142 304 142 500H25C25 237 238 25 500 25S975 237 975 500 763 975 500 975Z\"><\/path><\/svg>\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-7235b339 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7235b339\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-26bc8ea\" data-id=\"26bc8ea\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7810dead elementor-widget elementor-widget-heading\" data-id=\"7810dead\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Jak dzia\u0142a uczenie maszynowe?<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-6b647fb2 elementor-widget elementor-widget-text-editor\" data-id=\"6b647fb2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Uczenie maszynowe to proces, kt\u00f3ry pozwala nam wykorzystywa\u0107 komputery do uczenia si\u0119 na podstawie du\u017cych ilo\u015bci danych.<\/p>\n<p>Dzia\u0142a poprzez budowanie modelu uczenia si\u0119 na podstawie dostarczonych danych.<\/p>\n<p>Nast\u0119pnie komputer dokonuje przewidywa\u0144 i podejmuje decyzje dotycz\u0105ce nowych danych w oparciu o to, czego si\u0119 nauczy\u0142.<\/p>\n<p>Proces ten mo\u017ce by\u0107 wykorzystywany w wielu r\u00f3\u017cnych dziedzinach do szerokiego zakresu zastosowa\u0144, takich jak finanse, opieka zdrowotna i marketing, aby pom\u00f3c w podejmowaniu lepszych decyzji lub prognoz.  <\/p>\n<p>J\u0119zyki uczenia maszynowego s\u0105 w stanie identyfikowa\u0107 trendy i wzorce w du\u017cych ilo\u015bciach danych i mog\u0105 dostosowywa\u0107 swoje modele w miar\u0119 pojawiania si\u0119 nowych informacji.  <\/p>\n<p><a href=\"https:\/\/barrazacarlos.com\/pl\/ai-tools-for-entrepreneurs\/\">Najlepsze narz\u0119dzia AI dla przedsi\u0119biorc\u00f3w<\/a> stosuj\u0105 uczenie maszynowe.<\/p>\n<p>Oznacza to, \u017ce modele uczenia maszynowego mog\u0105 stale poprawia\u0107 swoj\u0105 wydajno\u015b\u0107 w miar\u0119 up\u0142ywu czasu dzi\u0119ki wi\u0119kszej ilo\u015bci danych, umo\u017cliwiaj\u0105c im podejmowanie dok\u0142adniejszych prognoz lub decyzji ni\u017c kiedykolwiek wcze\u015bniej.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-26b5a3c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"26b5a3c\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-dd29e04\" data-id=\"dd29e04\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6e12e12 elementor-widget elementor-widget-heading\" data-id=\"6e12e12\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Zalety uczenia maszynowego<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-350471a3 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"350471a3\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-54c058fc\" data-id=\"54c058fc\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-61e202a0 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"61e202a0\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Zwi\u0119kszona wydajno\u015b\u0107 i automatyzacja<\/b>: Technologia uczenia maszynowego mo\u017ce szybko i wydajnie przetwarza\u0107 du\u017ce ilo\u015bci danych, umo\u017cliwiaj\u0105c szybsze i dok\u0142adniejsze podejmowanie decyzji. Mo\u017ce to prowadzi\u0107 do zwi\u0119kszenia produktywno\u015bci i oszcz\u0119dno\u015bci koszt\u00f3w dla firm.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Lepsze mo\u017cliwo\u015bci podejmowania decyzji<\/b>: Algorytmy uczenia maszynowego mog\u0105 identyfikowa\u0107 wzorce i tworzy\u0107 prognozy na podstawie danych historycznych, co mo\u017ce poprawi\u0107 dok\u0142adno\u015b\u0107 decyzji i zmniejszy\u0107 potrzeb\u0119 nadzoru ze strony cz\u0142owieka.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Zdolno\u015b\u0107 do obs\u0142ugi du\u017cych ilo\u015bci danych<\/b>: Algorytmy uczenia maszynowego mog\u0105 obs\u0142ugiwa\u0107 i analizowa\u0107 du\u017ce ilo\u015bci danych, co mo\u017ce by\u0107 przydatne dla organizacji posiadaj\u0105cych ogromne ilo\u015bci informacji do przetworzenia.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Potencja\u0142 oszcz\u0119dno\u015bci<\/b> koszt\u00f3w: Automatyzuj\u0105c procesy i usprawniaj\u0105c podejmowanie decyzji, uczenie maszynowe mo\u017ce prowadzi\u0107 do oszcz\u0119dno\u015bci koszt\u00f3w dla firm.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 512 512\"><path d=\"M173.898 439.404l-166.4-166.4c-9.997-9.997-9.997-26.206 0-36.204l36.203-36.204c9.997-9.998 26.207-9.998 36.204 0L192 312.69 432.095 72.596c9.997-9.997 26.207-9.997 36.204 0l36.203 36.204c9.997 9.997 9.997 26.206 0 36.204l-294.4 294.401c-9.998 9.997-26.207 9.997-36.204-.001z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Zdolno\u015b\u0107 do wykrywania wzorc\u00f3w i tworzenia prognoz<\/b>: Korzystaj\u0105c z uczenia maszynowego,&nbsp;mo\u017ce identyfikowa\u0107 wzorce i tworzy\u0107 prognozy na podstawie danych historycznych, co mo\u017ce by\u0107 przydatne do prognozowania, wykrywania anomalii i innych zada\u0144 wymagaj\u0105cych identyfikacji wzorc\u00f3w w danych.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-84ecee7 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"84ecee7\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-213f535e\" data-id=\"213f535e\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-26ba94a elementor-widget elementor-widget-heading\" data-id=\"26ba94a\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Wady uczenia maszynowego<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-0fe32f9 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"0fe32f9\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-129c25d\" data-id=\"129c25d\" data-element_type=\"column\" data-e-type=\"column\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-b12a815 elementor-icon-list--layout-traditional elementor-list-item-link-full_width elementor-widget elementor-widget-icon-list\" data-id=\"b12a815\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"icon-list.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<ul class=\"elementor-icon-list-items\">\n\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Wysoki koszt wdro\u017cenia<\/b>: Wdro\u017cenie system\u00f3w uczenia maszynowego mo\u017ce by\u0107 kosztowne, poniewa\u017c wymaga specjalistycznego sprz\u0119tu, oprogramowania i personelu z umiej\u0119tno\u015bciami niezb\u0119dnymi do zaprojektowania i utrzymania systemu.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Potrzeba du\u017cych ilo\u015bci danych<\/b>: Przetwarzanie uczenia maszynowego wymaga du\u017cych&nbsp;danych, aby by\u0142o skuteczne, co mo\u017ce by\u0107 wyzwaniem dla organizacji z ograniczonymi zestawami danych.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Zale\u017cno\u015b\u0107 od jako\u015bci danych<\/b>: Skuteczno\u015b\u0107 uczenia maszynowego i sztucznej inteligencji&nbsp;zale\u017cy w du\u017cej mierze od jako\u015bci danych wykorzystywanych do ich szkolenia. Niska jako\u015b\u0107 danych mo\u017ce prowadzi\u0107 do niedok\u0142adnych lub niewiarygodnych wynik\u00f3w.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Stronniczo\u015b\u0107 danych lub algorytm\u00f3w<\/b>: Algorytmy uczenia maszynowego mog\u0105 nieumy\u015blnie wprowadza\u0107 stronniczo\u015b\u0107, je\u015bli dane wykorzystywane do ich szkolenia nie s\u0105 reprezentatywne dla populacji, kt\u00f3rej maj\u0105 s\u0142u\u017cy\u0107. Ponadto same algorytmy mog\u0105 utrwala\u0107 wszelkie uprzedzenia obecne w danych.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Brak przejrzysto\u015bci w podejmowaniu decyzji<\/b>: Programy uczenia maszynowego&nbsp;mog\u0105 by\u0107 trudne do zrozumienia i interpretacji, co utrudnia wyja\u015bnienie, w jaki spos\u00f3b dosz\u0142y do okre\u015blonej decyzji. Ten brak przejrzysto\u015bci mo\u017ce by\u0107 niepokoj\u0105cy dla organizacji, kt\u00f3re musz\u0105 by\u0107 odpowiedzialne za swoje procesy decyzyjne.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t\t\t<li class=\"elementor-icon-list-item\">\n\t\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-icon\">\n\t\t\t\t\t\t\t<svg xmlns=\"http:\/\/www.w3.org\/2000\/svg\" viewBox=\"0 0 448 512\"><path d=\"M416 208H32c-17.67 0-32 14.33-32 32v32c0 17.67 14.33 32 32 32h384c17.67 0 32-14.33 32-32v-32c0-17.67-14.33-32-32-32z\"><\/path><\/svg>\t\t\t\t\t\t<\/span>\n\t\t\t\t\t\t\t\t\t\t<span class=\"elementor-icon-list-text\"><b>Potencjalna utr<\/b>ata pracy: Poniewa\u017c systemy uczenia maszynowego automatyzuj\u0105 zadania, kt\u00f3re wcze\u015bniej by\u0142y wykonywane przez ludzi, istnieje ryzyko utraty pracy przez osoby, kt\u00f3re wcze\u015bniej wykonywa\u0142y te zadania.<\/span>\n\t\t\t\t\t\t\t\t\t<\/li>\n\t\t\t\t\t\t<\/ul>\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2cba8ffa elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2cba8ffa\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-11d799ac\" data-id=\"11d799ac\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7ce2c64b elementor-widget elementor-widget-heading\" data-id=\"7ce2c64b\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Podsumowanie zalet i wad uczenia maszynowego<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<div class=\"elementor-element elementor-element-2cc6b45 elementor-widget elementor-widget-text-editor\" data-id=\"2cc6b45\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t<p>Uczenie maszynowe mo\u017ce zapewni\u0107 szereg zalet i wad, z kt\u00f3rych korzy\u015bci s\u0105 takie jak zwi\u0119kszona dok\u0142adno\u015b\u0107 i wydajno\u015b\u0107, usprawnione podejmowanie decyzji oraz zdolno\u015b\u0107 do obs\u0142ugi ogromnych ilo\u015bci danych.<\/p>\n<p>Wi\u0105\u017ce si\u0119 to jednak z szeregiem wad, takich jak wysoki koszt wdro\u017cenia, zale\u017cno\u015b\u0107 od jako\u015bci danych, potencjalne b\u0142\u0119dy, brak przejrzysto\u015bci i potencjalna utrata miejsc pracy.<\/p>\n<p>G\u0142\u0119bokie uczenie maszynowe to szybko rozwijaj\u0105ca si\u0119 dziedzina z wieloma potencjalnymi zastosowaniami, a jej wykorzystanie b\u0119dzie nadal ros\u0142o w przysz\u0142o\u015bci.<\/p>\n<p>Wa\u017cne jest jednak, aby rozwa\u017cy\u0107 potencjalne zalety i wady uczenia maszynowego i zaj\u0105\u0107 si\u0119 nimi proaktywnie.<\/p>\n<p>Organizacje powinny dok\u0142adnie rozwa\u017cy\u0107 potencjalne korzy\u015bci i wady uczenia maszynowego przed jego wdro\u017ceniem i upewni\u0107 si\u0119, \u017ce posiadaj\u0105 niezb\u0119dne zasoby (dane, personel, sprz\u0119t itp.), aby skutecznie wdro\u017cy\u0107 i utrzymywa\u0107 system uczenia maszynowego.<\/p>\n<p>Wa\u017cne jest r\u00f3wnie\u017c monitorowanie systemu pod k\u0105tem stronniczo\u015bci i rozwi\u0105zywanie wszelkich pojawiaj\u0105cych si\u0119 problem\u00f3w.<\/p>\n\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<section class=\"elementor-section elementor-inner-section elementor-element elementor-element-2593616b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"2593616b\" data-element_type=\"section\" data-e-type=\"section\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;}\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-6af83f9d\" data-id=\"6af83f9d\" data-element_type=\"column\" data-e-type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7e7b8e83 elementor-widget elementor-widget-heading\" data-id=\"7e7b8e83\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-heading-title elementor-size-default\">Wi\u0119cej o <b>Technologii biznesowej<\/b><\/div>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Uczenie maszynowe to metoda analizy danych, kt\u00f3ra automatyzuje tworzenie modeli analitycznych. Jest to ga\u0142\u0105\u017a sztucznej inteligencji oparta na za\u0142o\u017ceniu, \u017ce systemy mog\u0105 uczy\u0107 si\u0119 na podstawie danych, identyfikowa\u0107 wzorce i podejmowa\u0107 decyzje przy minimalnej interwencji cz\u0142owieka. W tym artykule om\u00f3wimy zalety i wady uczenia maszynowego. Zbadamy, w jaki spos\u00f3b mo\u017ce zwi\u0119kszy\u0107 wydajno\u015b\u0107 i automatyzacj\u0119, poprawi\u0107 [&hellip;]<\/p>\n","protected":false},"author":2,"featured_media":232517,"comment_status":"closed","ping_status":"closed","sticky":false,"template":"elementor_header_footer","format":"standard","meta":{"_acf_changed":false,"footnotes":""},"categories":[951,1972],"tags":[],"class_list":["post-247335","post","type-post","status-publish","format-standard","has-post-thumbnail","hentry","category-przedsiebiorczosc","category-technologia-biznesowa"],"acf":[],"_links":{"self":[{"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/posts\/247335","targetHints":{"allow":["GET"]}}],"collection":[{"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/posts"}],"about":[{"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/types\/post"}],"author":[{"embeddable":true,"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/users\/2"}],"replies":[{"embeddable":true,"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/comments?post=247335"}],"version-history":[{"count":0,"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/posts\/247335\/revisions"}],"wp:featuredmedia":[{"embeddable":true,"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/media\/232517"}],"wp:attachment":[{"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/media?parent=247335"}],"wp:term":[{"taxonomy":"category","embeddable":true,"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/categories?post=247335"},{"taxonomy":"post_tag","embeddable":true,"href":"https:\/\/barrazacarlos.com\/pl\/wp-json\/wp\/v2\/tags?post=247335"}],"curies":[{"name":"wp","href":"https:\/\/api.w.org\/{rel}","templated":true}]}}