{"id":2279,"date":"2020-10-03T10:49:21","date_gmt":"2020-10-03T08:49:21","guid":{"rendered":"https:\/\/we.pb.edu.pl\/kair\/?page_id=2279"},"modified":"2021-09-15T14:06:15","modified_gmt":"2021-09-15T12:06:15","slug":"myar2s22003","status":"publish","type":"page","link":"https:\/\/we.pb.edu.pl\/kair\/materialy-dydaktyczne\/myar2s22003\/","title":{"rendered":"Sztuczne sieci neuronowe i systemy ekspertowe"},"content":{"rendered":"<p>&nbsp;<\/p>\n<table style=\"width: 98.5088%;\" border=\"0\" cellspacing=\"0\" cellpadding=\"6\" bgcolor=\"#ffffff\">\n<tbody>\n<tr>\n<td style=\"width: 100%;\" valign=\"top\" bgcolor=\"#f7f7f7\"><span style=\"color: #000080; font-size: 14pt; font-family: arial, helvetica, sans-serif;\">Materia\u0142y do przedmiotu&nbsp;<br \/>\n<strong> Sztuczne sieci neuronowe i systemy ekspertowe MYAR2S22003<\/strong><br \/>\nAutomatyka i robotyka sem. II<br \/>\nstudia stacjonarne II stopnia &#8211; specjalno\u015b\u0107 SI<br \/>\n<\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<table style=\"width: 98.5088%;\" border=\"0\" cellspacing=\"3\" cellpadding=\"3\">\n<tbody>\n<tr>\n<td style=\"width: 0.512821%;\" colspan=\"2\" valign=\"bottom\" bgcolor=\"#d5e6e1\">\n<h5><span style=\"color: #000080; font-family: Verdana, Arial;\"><strong>&nbsp;&gt;&gt; Informacje og\u00f3lne<\/strong><\/span><\/h5>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p><span style=\"font-family: arial, helvetica, sans-serif; font-size: 12pt;\">Wymiar godzinowy:&nbsp;<\/span><br \/>\n<span style=\"font-family: arial, helvetica, sans-serif; font-size: 12pt;\">wyk\u0142ad &#8211; 30 godzin;<br \/>\n<\/span><span style=\"font-family: arial, helvetica, sans-serif; font-size: 12pt;\">pracownia specjalistyczna &#8211; 30 godzin.<br \/>\n<\/span><span style=\"font-family: arial, helvetica, sans-serif; font-size: 12pt;\">Zaliczenie wyk\u0142adu:egzamin, pracowni: zaliczenie z ocen\u0105.<\/span><\/p>\n<table style=\"width: 98.3333%;\" border=\"0\" cellspacing=\"3\" cellpadding=\"3\">\n<tbody>\n<tr>\n<td style=\"width: 23.5088%;\" colspan=\"2\" valign=\"bottom\" bgcolor=\"#d5e6e1\">\n<h5><span style=\"color: #000080; font-family: Verdana, Arial;\"><strong>&gt;&gt; Materia\u0142y do wyk\u0142adu<\/strong><\/span><\/h5>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table style=\"width: 98.3333%; height: 51px;\" border=\"0\" cellspacing=\"3\" cellpadding=\"3\">\n<tbody>\n<tr style=\"height: 42px;\">\n<td style=\"width: 100%; height: 51px; vertical-align: middle;\" valign=\"middle\">\n<p align=\"left\"><span style=\"color: #000080; font-family: Verdana, Arial; font-size: medium;\">&nbsp;&nbsp;&nbsp; Materia\u0142y w przygotowaniu.<\/span><\/p>\n<\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<table style=\"width: 98.54%; height: 741px;\" border=\"0\" cellspacing=\"3\" cellpadding=\"3\">\n<tbody>\n<tr style=\"height: 42px;\">\n<td style=\"width: 63.5088%; height: 42px;\" valign=\"bottom\" bgcolor=\"#d5e6e1\">\n<h5><span style=\"color: #000080; font-family: Verdana, Arial;\"><strong>&gt;&gt; Materia\u0142y pomocnicze &#8211; instrukcje do \u0107wicze\u0144 prowadzonych w latach ubieg\u0142ych dla kierunku In\u017cynieria Biomedyczna<br \/>\n<\/strong><\/span><\/h5>\n<\/td>\n<\/tr>\n<tr style=\"height: 44.5px;\">\n<td style=\"width: 50%; height: 44px;\" valign=\"middle\"><span style=\"color: #000080; font-family: Verdana, Arial; font-size: medium;\"><a class=\"pdf\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/018f0ef568ff4fc0881a\/?dl=1\"> Instrukcja do \u0107wiczenia nr 1<\/a><\/span><\/td>\n<\/tr>\n<tr style=\"height: 40px;\">\n<td style=\"width: 50%; height: 40px;\" valign=\"middle\"><span style=\"color: #000080; font-family: Verdana, Arial; font-size: medium;\"><a class=\"pdf\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/23b7a3de8cf846a68fa0\/?dl=1\"> Instrukcja do \u0107wiczenia nr 2<\/a><\/span><\/td>\n<\/tr>\n<tr style=\"height: 41px;\">\n<td style=\"width: 50%; height: 41px;\" valign=\"middle\"><span style=\"color: #000080; font-family: Verdana, Arial; font-size: medium;\"><a class=\"pdf\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/a436c5e5c46946e1954a\/?dl=1\"> Instrukcja do \u0107wiczenia nr 3<\/a>&nbsp;, &nbsp;pliki z danymi: &nbsp;<a class=\"txt\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/e9e3599d4a4248319a6f\/?dl=1\"> plik #1<\/a>&nbsp;, &nbsp;<a class=\"txt\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/3cb3a28ff2fd4ac4b1e4\/?dl=1\"> plik #2<\/a><\/span><\/td>\n<\/tr>\n<tr style=\"height: 37px;\">\n<td style=\"width: 50%; height: 37px;\" valign=\"middle\"><span style=\"color: #000080; font-family: Verdana, Arial; font-size: medium;\"><a class=\"pdf\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/f547074d661c4afa983e\/?dl=1\"> Instrukcja do \u0107wiczenia nr 4<\/a><\/span><\/td>\n<\/tr>\n<tr style=\"height: 37px;\">\n<td style=\"width: 50%; height: 37px;\" valign=\"middle\"><span style=\"color: #000080; font-family: Verdana, Arial; font-size: medium;\"><a class=\"pdf\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/831240a041bb42babd7f\"> Instrukcja do \u0107wiczenia nr 5<\/a>&nbsp;, &nbsp;pliki z danymi: &nbsp;<a class=\"txt\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/b612de217c22461d9648\/?dl=1\"> plik #1<\/a>&nbsp;, &nbsp;<a class=\"txt\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/471cedf1f5954ad5b65e\/?dl=1\"> plik #2<\/a><\/span><\/td>\n<\/tr>\n<tr style=\"height: 39px;\">\n<td style=\"width: 50%; height: 39px;\" valign=\"middle\"><span style=\"color: #000080; font-family: Verdana, Arial; font-size: medium;\"><a class=\"pdf\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/e9a026d49a9849b695b5\/?dl=1\"> Instrukcja do \u0107wiczenia nr 6<\/a> ,&nbsp;<a class=\"zip\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/272b799cf2214f9e948f\/?dl=1\"> plik pomocniczy do zadania nr 6<\/a>&nbsp;<\/span><\/td>\n<\/tr>\n<tr style=\"height: 38px;\">\n<td style=\"width: 50%; height: 38px;\" valign=\"middle\"><span style=\"color: #000080; font-family: Verdana, Arial; font-size: medium;\"><a class=\"pdf\" style=\"text-decoration: none;\" href=\"https:\/\/box.biaman.pl\/f\/d312d6d5aa3148d09b66\/?dl=1\"> Fuzzy Logic Toolbox &#8211; opis biblioteki<\/a><\/span><\/td>\n<\/tr>\n<tr style=\"height: 42px;\">\n<td style=\"width: 63.5088%; height: 42px;\" valign=\"bottom\" bgcolor=\"#d5e6e1\">\n<h5><span style=\"color: #000080; font-family: Verdana, Arial;\"><strong>&gt;&gt; Materia\u0142y i instrukcje do \u0107wicze\u0144 prowadzonych w semestrze zimowym 2020\/2021<br \/>\n<\/strong><\/span><\/h5>\n<\/td>\n<\/tr>\n<tr style=\"height: 42px;\">\n<td style=\"width: 50%; height: 52px;\"><a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/10\/air2-1a.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2282\">Instrukcja do \u0107wiczenia nr 1<\/a>,&nbsp;&nbsp;&nbsp; <a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/10\/Zadanie-nr-1.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2283\">zadanie nr 1,<\/a> &nbsp;&nbsp;&nbsp; <a class=\"zip\" title=\"pobierz plik\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/10\/Zadanie-1-zestawy-pr\u00f3bek-1.zip\" data-id=\"2285\">zestawy pr\u00f3bek,<\/a> &nbsp; &nbsp;&nbsp; <a class=\"zip\" title=\"pobierz plik\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/10\/Examples4.zip\" data-id=\"2286\">przyk\u0142adowe pliki .m<\/a><\/td>\n<\/tr>\n<tr style=\"height: 42px;\">\n<td style=\"width: 50%; height: 45px;\"><a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/10\/air2-2-1.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2290\">Instrukcja do \u0107wiczenia nr 2 ,<\/a> &nbsp; <a href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/10\/cw2b.zip\">przyk\u0142ad do \u0107wiczenia 2<\/a><\/td>\n<\/tr>\n<tr style=\"height: 45px;\">\n<td style=\"width: 50%; height: 45px;\"><a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/10\/air2-3-1.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2291\">Instrukcja do \u0107wiczenia nr 3<\/a><\/td>\n<\/tr>\n<tr style=\"height: 42px;\">\n<td style=\"width: 50%; height: 46px;\"><a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/11\/air2-4.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2294\">Instrukcja do \u0107wiczenia nr 4<\/a>,&nbsp; <a href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/11\/NNSYSID20-1.zip\">biblioteka nnsysid,<\/a> <a href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/11\/NNCTRL20-1.zip\">biblioteka nnctrl,<\/a> <a href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/11\/cw4.zip\">przyk\u0142adowe skrypty<\/a><\/td>\n<\/tr>\n<tr style=\"height: 42px;\">\n<td style=\"width: 50%; height: 47px;\"><a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/box.biaman.pl\/f\/152322669113414584a2\/?dl=1\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2295\">Instrukcja do \u0107wiczenia nr 5<\/a>, &nbsp; <a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/10\/rozmyte.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2303\">wprowadzenie do projektowania regulator\u00f3w rozmytych,<\/a> &nbsp;przyk\u0142adowe modele:&nbsp; <a href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/12\/cw5.zip\">plik1,<\/a> <a href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/12\/cw5a.zip\">plik2<\/a><\/td>\n<\/tr>\n<tr style=\"height: 42px;\">\n<td style=\"width: 50%; height: 49px;\"><a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/12\/air2-6.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2296\">Instrukcja do \u0107wiczenia nr 6<\/a>,&nbsp; <a href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/12\/wprowadzenie-do-system\u00f3w-neuronowo-rozmytych.pdf\">wprowadzenie do system\u00f3w neuronowo-rozmytych<\/a><\/td>\n<\/tr>\n<tr style=\"height: 42px;\">\n<td style=\"width: 50%; height: 46px;\"><a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2021\/01\/air2-7.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2297\">Instrukcja do \u0107wiczenia nr 7<\/a>,&nbsp;&nbsp;&nbsp; <a class=\"pdf\" title=\"otworzy si\u0119 w nowej karcie\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2021\/01\/experta-readthedocs-io-en-stable.pdf\" target=\"_blank\" rel=\"noopener noreferrer\" data-id=\"2475\">Instrukcja systemu Experta<\/a> &nbsp; <a href=\"https:\/\/github.com\/nilp0inter\/experta\/tree\/develop\/docs\/examples\">Przyk\u0142ady do systemu Experta (z repozytorium Github)<\/a><\/td>\n<\/tr>\n<tr style=\"height: 42px;\">\n<td style=\"width: 50%; height: 51px;\"><a class=\"zip\" href=\"https:\/\/we.pb.edu.pl\/kair\/wp-content\/uploads\/sites\/4\/2020\/04\/nngenc.zip\" target=\"_blank\" rel=\"noopener noreferrer\">Funkcja nngenc <\/a><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p>&nbsp;<\/p>\n<p style=\"text-align: center;\"><span style=\"color: #000000; font-size: xx-small;\"><span style=\"font-size: 8pt;\">Opracowanie merytoryczne:&nbsp;<strong> dr hab. in\u017c. Miros\u0142aw \u015awiercz, prof. PB<\/strong><\/span><\/span><\/p>\n<table style=\"width: 98.2456%;\" border=\"0\" cellspacing=\"0\" cellpadding=\"6\" bgcolor=\"#ffffff\">\n<tbody>\n<tr>\n<td style=\"width: 23.4164%;\" colspan=\"2\" align=\"center\" bgcolor=\"#f7f7f7\"><span style=\"color: #ff0000; font-size: small;\"><span style=\"font-size: 10pt;\">Prawa autorskie do materia\u0142\u00f3w dydaktycznych osi\u0105galnych z tej strony s\u0105 w\u0142asno\u015bci\u0105 intelektualn\u0105 pracownik\u00f3w&nbsp;<\/span><br \/>\n<span style=\"font-size: 10pt;\">Katedry Automatyki i Robotyki WE PB.<\/span><br \/>\n<span style=\"font-size: 10pt;\">Materia\u0142y te s\u0105 udost\u0119pniane studentom nieodp\u0142atnie i nie mog\u0105 by\u0107 przedmiotem jakiejkolwiek dzia\u0142alno\u015bci komercyjnej.<\/span><br \/>\n<span style=\"color: #000080; font-size: small;\"><span style=\"font-size: 10pt;\">Has\u0142a dost\u0119pu do zawarto\u015bci plik\u00f3w spakowanych mo\u017cna uzyska\u0107 od prowadz\u0105cych zaj\u0119cia.<\/span><br \/>\n<span style=\"color: #000000; font-size: 8pt;\">Opracowanie www:&nbsp;<strong>Lech Grodzki<\/strong>&nbsp;l.grodzki(.)pb.edu.pl<\/span><br \/>\n<span style=\"color: #000000; font-size: 8pt;\">tel. (85) 746-93-84<\/span><\/span><\/span><\/td>\n<\/tr>\n<\/tbody>\n<\/table>\n<p style=\"text-align: center;\"><span style=\"font-size: 10pt;\">Aktualizacja: 2020-04-22<\/span><\/p>\n","protected":false},"excerpt":{"rendered":"<p>&nbsp; Materia\u0142y do przedmiotu&nbsp; Sztuczne sieci neuronowe i systemy ekspertowe MYAR2S22003 Automatyka i robotyka sem.<a class=\"read-more\" href=\"https:\/\/we.pb.edu.pl\/kair\/materialy-dydaktyczne\/myar2s22003\/\" title=\"Poka\u017c artyku\u0142 Sztuczne sieci neuronowe i systemy ekspertowe\">wi\u0119cej<\/a><\/p>\n","protected":false},"author":8,"featured_media":0,"parent":42,"menu_order":0,"comment_status":"closed","ping_status":"closed","template":"","meta":{"inline_featured_image":false,"ngg_post_thumbnail":0,"footnotes":""},"class_list":["post-2279","page","type-page","status-publish","hentry"],"acf":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v26.4 - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Sztuczne sieci neuronowe i systemy ekspertowe - Katedra Automatyki i Robotyki<\/title>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/we.pb.edu.pl\/kair\/materialy-dydaktyczne\/myar2s22003\/\" \/>\n<meta property=\"og:locale\" content=\"pl_PL\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Sztuczne sieci neuronowe i systemy ekspertowe - Katedra Automatyki i Robotyki\" \/>\n<meta property=\"og:description\" content=\"&nbsp; 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