{"id":92,"date":"2025-11-24T13:29:57","date_gmt":"2025-11-24T12:29:57","guid":{"rendered":"https:\/\/www.ideas.edu.pl\/?page_id=92"},"modified":"2026-03-02T19:39:34","modified_gmt":"2026-03-02T18:39:34","slug":"zespoly-badawcze","status":"publish","type":"page","link":"https:\/\/www.ideas.edu.pl\/en\/zespoly-badawcze\/","title":{"rendered":"Research teams"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-page\" data-elementor-id=\"92\" class=\"elementor elementor-92\" data-elementor-post-type=\"page\">\n\t\t\t\t<div class=\"elementor-element elementor-element-cb249fa pad-hero e-flex e-con-boxed e-con e-parent\" data-id=\"cb249fa\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7a009e3 elementor-widget__width-initial elementor-invisible elementor-widget elementor-widget-heading\" data-id=\"7a009e3\" data-element_type=\"widget\" data-e-type=\"widget\" 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);}.elementor-509 .elementor-element.elementor-element-8eed883 .elementor-heading-title{font-size:var( --e-global-typography-text-font-size );line-height:var( --e-global-typography-text-line-height );letter-spacing:var( --e-global-typography-text-letter-spacing );}}<\/style>\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-569 post-569 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"widzenie\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-widzenie-maszynowe.svg\" class=\"attachment-full size-full wp-image-543\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">GRUPA<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Widzenia Maszynowego<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tGrupa zajmuje si\u0119 nowoczesnymi metodami widzenia maszynowego opartymi na g\u0142\u0119bokim uczeniu. Pracuje nad r\u00f3\u017cnymi zadaniami, takimi jak klasyfikacja obraz\u00f3w, detekcja obiekt\u00f3w, segmentacja, generowanie obraz\u00f3w oraz analiza z u\u017cyciem du\u017cych modeli wizyjno-j\u0119zykowych. W badaniach skupia si\u0119 na wyzwaniach zwi\u0105zanych z adaptacj\u0105 i transferem wiedzy, odporno\u015bci\u0105 modeli, kontrol\u0105 generatywnych system\u00f3w oraz \u0142\u0105czeniem informacji z r\u00f3\u017cnych modalno\u015bci.\u00a0\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/twardowski.webp\" class=\"attachment-full size-full wp-image-542\" alt=\"Bart\u0142omiej Twardowski\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/twardowski.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/twardowski-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr in\u017c. Bart\u0142omiej Twardowski<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:bartlomiej.twardowski@ideas.edu.pl\">bartlomiej.twardowski@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-568 post-568 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"medyczne\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-analizy-danych-medycznych.svg\" class=\"attachment-full size-full wp-image-545\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Analizy Obrazowych Danych Medycznych<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 zajmuje si\u0119 zastosowaniem metod sztucznej inteligencji do opracowania narz\u0119dzi wspomagaj\u0105cych diagnostyk\u0119 medyczn\u0105, bazuj\u0105cych na danych obrazowych (np. radiologicznych, histopatologicznych itp.). Jednym z g\u0142\u00f3wnych obszar\u00f3w bada\u0144 jest opracowanie algorytmu wspomagaj\u0105cego diagnostyk\u0119 histopatologiczn\u0105 ch\u0142oniaka. Techniczne kwestie obejmuj\u0105 zadania, takie jak: klasyfikacja (np. kom\u00f3rka nowotworowa vs kom\u00f3rka zdrowa), segmentacja (np. obszar nowotworu) oraz modelowanie okre\u015blonych proces\u00f3w (np. procesu r\u00f3\u017cnicowania si\u0119 kom\u00f3rek).\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/chadaj.webp\" class=\"attachment-full size-full wp-image-544\" alt=\"\u017baneta \u015awiderska-Chadaj\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/chadaj.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/chadaj-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr hab. in\u017c. \u017baneta \u015awiderska-Chadaj, prof. PW<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:zaneta.swiderska-chadaj@ideas.edu.pl\">zaneta.swiderska-chadaj@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-567 post-567 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"ai\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-ai-strategy-lab.svg\" class=\"attachment-full size-full wp-image-547\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">AI Strategy Lab<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 opracowuje algorytmy AI do analizy pola walki oraz wspieraj\u0105ce podejmowanie decyzji w starciu z przeciwnikiem. Budujemy unikalne kompetencje wykorzystuj\u0105ce algorytmy sztucznej inteligencji do zwi\u0119kszenia mo\u017cliwo\u015bci system\u00f3w BMS (tj. system\u00f3w zarz\u0105dzania polem walki). Pracujemy nad zaawansowanymi technikami analizy danych, uczenia maszynowego, optymalizacji i teorii gier aby wykorzysta\u0107 je do usprawnienia procesu podejmowania decyzji dow\u00f3dczych zar\u00f3wno na poziomie taktycznym jak i operacyjnym. Naszym celem jest uzyskanie statystycznie znacznie wy\u017cszej \u015bredniej skuteczno\u015bci decyzyjnej w por\u00f3wnaniu z operatorem ludzkim, przy jednoczesnym minimalizowaniu ryzyka wyst\u0105pienia zdarze\u0144 niepo\u017c\u0105danych.\u00a0\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/michalak.webp\" class=\"attachment-full size-full wp-image-546\" alt=\"Tomasz Michalak\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/michalak.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/michalak-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr hab. Tomasz Michalak, profesor UW<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:tomasz.michalak@ideas.edu.pl\">tomasz.michalak@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-566 post-566 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"las\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-ai-cyfrowy-las.svg\" class=\"attachment-full size-full wp-image-549\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Digital Twin<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tW celu budowy rozwi\u0105za\u0144 wspieraj\u0105cych dzia\u0142ania w obszarze strategicznym, operacyjnym i taktycznym niezb\u0119dne jest dok\u0142adne zmapowanie i opisanie obszaru potencjalnych operacji. Zesp\u00f3\u0142 pracuje nad algorytmami AI do analizy pola walki i jego opisu analitycznego w przestrzeni od 2 do 3D. Budujemy unikalne rozwi\u0105zania m. in. cyfrowych bli\u017aniak\u00f3w, wykorzystuj\u0105ce algorytmy sztucznej inteligencji do zwi\u0119kszenia mo\u017cliwo\u015bci system\u00f3w zarz\u0105dzania polem walki (BMS). Zaawansowane techniki analizy danych i uczenia maszynowego, wraz z szerok\u0105 interdyscyplinarn\u0105 wiedz\u0105 pozwol\u0105 na usprawnienie procesu podejmowania decyzji i wsparcie si\u0142 zbrojnych w budowaniu swojego potencja\u0142u obronnego.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/sterenczak.webp\" class=\"attachment-full size-full wp-image-548\" alt=\"Krzysztof Stere\u0144czak\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/sterenczak.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/sterenczak-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">prof. dr hab. Krzysztof Stere\u0144czak<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:krzysztof.sterenczak@ideas.edu.pl\">krzysztof.sterenczak@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-565 post-565 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"grafika\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-grafika.svg\" class=\"attachment-full size-full wp-image-551\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Grafiki Komputerowej<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 pracuje nad nowoczesnymi technikami tworzenia obraz\u00f3w 3D, szczeg\u00f3lnie skupiaj\u0105c si\u0119 na metodach NeRF i Gaussian Splatting. NeRF to spos\u00f3b, kt\u00f3ry wykorzystuje sztuczn\u0105 inteligencj\u0119 do tworzenia realistycznych modeli 3D ze zdj\u0119\u0107. Dzia\u0142a dobrze, ale jego dzia\u0142anie jest powolne i wymaga du\u017co czasu. Z kolei Gaussian Splatting to nowsza metoda, kt\u00f3ra zamiast sieci neuronowych u\u017cywa rozk\u0142ad\u00f3w (tzw. Gauss\u00f3w) do opisania sceny. Dzi\u0119ki temu dzia\u0142a du\u017co szybciej i \u0142atwiej mo\u017cna edytowa\u0107 obiekty. Pozwala to na interaktywne zmiany podobne do tych, jakie wykonuje si\u0119 na klasycznych modelach 3D. Zesp\u00f3\u0142 bada te\u017c, jak po\u0142\u0105czy\u0107 Gaussian Splatting z generatywnymi modelami AI, by mie\u0107 wi\u0119ksz\u0105 kontrol\u0119 nad wygl\u0105dem i jako\u015bci\u0105 scen 3D.\u00a0\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/spurek.webp\" class=\"attachment-full size-full wp-image-550\" alt=\"Przemys\u0142aw Spurek\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/spurek.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/spurek-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr hab. Przemys\u0142aw Spurek, profesor UJ<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:przemyslaw.spurek@ideas.edu.pl\">przemyslaw.spurek@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-564 post-564 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"cyber\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"120\" height=\"120\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-cyberbezpieczenstwo.svg\" class=\"attachment-full size-full wp-image-553\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Cyberbezpiecze\u0144stwa<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 zajmuje si\u0119 prowadzeniem bada\u0144 zwi\u0105zanych z analiz\u0105 istniej\u0105cych i potencjalnych przysz\u0142ych cyber zagro\u017ce\u0144, monitorowaniem ich trend\u00f3w rozwojowych oraz opracowuje nowatorskie sposoby im przeciwdzia\u0142ania. Do tego celu wykorzystywane s\u0105 nowoczesne technologie i algorytmy w tym metody sztucznej inteligencji. W\u015br\u00f3d realizowanych rozwi\u0105za\u0144 s\u0105 inteligentne sposoby wykrywania podatno\u015bci w oprogramowaniu oraz systemach teleinformatycznych, detekcji dezinformacji czy przeciwdzia\u0142ania technikom ukrytej komunikacji.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/mazurczyk.webp\" class=\"attachment-full size-full wp-image-552\" alt=\"Wojciech Mazurczyk\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/mazurczyk.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/mazurczyk-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">prof. dr hab. in\u017c. Wojciech Mazurczyk<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:wojciech.mazurczyk@ideas.edu.pl\">wojciech.mazurczyk@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-563 post-563 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"sieci\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-grafy.svg\" class=\"attachment-full size-full wp-image-555\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Uczenia w Sterowaniu, Grafach i Sieciach<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tW ramach bada\u0144 nad grafowymi sieciami neuronowymi zesp\u00f3\u0142 rozwija architektury neuronowe kompresuj\u0105ce grafy do postaci wektor\u00f3w liczb oraz syntezuj\u0105ce grafy. Metody te znajduj\u0105 zastosowanie w chemii i farmacji, do modelowania relacji mi\u0119dzy zwi\u0105zkami chemicznymi i generowania hipotetycznych zwi\u0105zk\u00f3w chemicznych.\u00a0W ramach bada\u0144 nad wieloagentowym uczeniem ze wzmocnieniem zesp\u00f3\u0142 rozwija metody komunikacji w \u015brodowisku wieloagentowym. Metody te znajduj\u0105 zastosowanie w optymalizacji sterowania systemami rozproszonymi, jak sie\u0107 energetyczna czy r\u00f3j dron\u00f3w.\u00a0\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/wawrzynski.webp\" class=\"attachment-full size-full wp-image-554\" alt=\"Pawe\u0142 Wawrzy\u0144ski\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/wawrzynski.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/wawrzynski-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr hab. in\u017c. Pawe\u0142 Wawrzy\u0144ski<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:pawel.wawrzynski@ideas.edu.pl\">pawel.wawrzynski@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-562 post-562 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"jezyk\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"122\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-przetwarzanie-jezyka.svg\" class=\"attachment-full size-full wp-image-557\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Przetwarzania J\u0119zyka Naturalnego<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 zajmuje si\u0119 du\u017cymi modelami j\u0119zykowymi (LLM), ich efektywnym trenowaniem i dostrajaniem. Badane s\u0105 mo\u017cliwo\u015bci wykorzystywania wieloagentowego podej\u015bcia do rozwi\u0105zywania zada\u0144, zoptymalizowanego tworzenia agent\u00f3w oraz wykorzystania danych innych modalno\u015bci, czyli obrazu i d\u017awi\u0119ku. Istotnym elementem jest zapewnienie mechanizm\u00f3w wprowadzania wieloj\u0119zyczno\u015bci do modeli j\u0119zykowych. Zesp\u00f3\u0142 pracuje tak\u017ce nad ekstrakcj\u0105 informacji z danych multimodalnych i ich analiz\u0105 semantyczn\u0105 przy wykorzystaniu modeli j\u0119zykowych.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/andruszkiwicz.webp\" class=\"attachment-full size-full wp-image-556\" alt=\"Piotr Andruszkiewicz\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/andruszkiwicz.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/andruszkiwicz-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr in\u017c. Piotr Andruszkiewicz<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:piotr.andruszkiewicz@ideas.edu.pl\">piotr.andruszkiewicz@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-538 post-538 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"psychiatria\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-psychiatria.svg\" class=\"attachment-full size-full wp-image-537\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Fenomenologii i Psychiatrii Komputacyjnej<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 zajmuje si\u0119 prowadzeniem bada\u0144 zwi\u0105zanych z zastosowaniem sztucznej inteligencji w obszarze zdrowia psychicznego, w szczeg\u00f3lno\u015bci s\u0142u\u017c\u0105cych zrozumieniu do\u015bwiadcze\u0144 neuroatypowych (m.in. os\u00f3b z autyzmem) w oparciu o dane pierwszoosobowe. Zesp\u00f3\u0142 pracuje tak\u017ce nad wykorzystaniem du\u017cych modeli j\u0119zykowych w terapii, badaj\u0105c interakcje agent\u00f3w z cz\u0142owiekiem pod k\u0105tem bioetycznym.\u00a0\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/maskalewicz.webp\" class=\"attachment-full size-full wp-image-539\" alt=\"Marcin Moskalewicz\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/maskalewicz.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/maskalewicz-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">prof. dr hab. n. med. i n. o zdr. Marcin Moskalewicz,<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:marcin.moskalewicz@ideas.edu.pl\">marcin.moskalewicz@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-534 post-534 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"prywatnosc\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-prywatnosc-danych.svg\" class=\"attachment-full size-full wp-image-536\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Analizy Prywatno\u015bci i Zgodno\u015bci Danych<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 badawczy zajmuje si\u0119 prowadzeniem bada\u0144 nad metodami automatycznej analizy danych oraz klasyfikacji tre\u015bci w kontek\u015bcie ochrony prywatno\u015bci i zgodno\u015bci z regulacjami prawnymi. W szczeg\u00f3lno\u015bci, badamy zastosowanie technik przetwarzania j\u0119zyka naturalnego (NLP) oraz innych metod do identyfikacji informacji wra\u017cliwych oraz oceny ryzyka ich nieuprawnionego ujawnienia lub niew\u0142a\u015bciwego wykorzystania. Kluczowe obszary badawcze grupy obejmuj\u0105 rozw\u00f3j algorytm\u00f3w do precyzyjnego wykrywania tre\u015bci chronionych, analiz\u0119 semantyczn\u0105 dokument\u00f3w w celu okre\u015blenia ich poziomu poufno\u015bci oraz dostosowywanie proces\u00f3w klasyfikacyjnych do zmieniaj\u0105cych si\u0119 regulacji.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"102\" height=\"102\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/niewiadomski.webp\" class=\"attachment-full size-full wp-image-535\" alt=\"Hubert Niewiadomski\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/niewiadomski.webp 102w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/niewiadomski-12x12.webp 12w\" sizes=\"(max-width: 102px) 100vw, 102px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr Hubert Niewiadomski<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:hubert.niewiadomski@ideas.edu.pl\">hubert.niewiadomski@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-518 post-518 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"Sigma\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"121\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/icon-sigma.svg\" class=\"attachment-full size-full wp-image-519\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Sigma<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 zajmuje si\u0119 wykorzystaniem zaawansowanych technik uczenia maszynowego do modelowania z\u0142o\u017conych uk\u0142ad\u00f3w adaptacyjnych. Koncentrujemy si\u0119 na wyzwaniach charakteryzuj\u0105cych si\u0119 niskim stosunkiem sygna\u0142u do szumu, brakiem stacjonarno\u015bci, oraz w\u0142asno\u015bciami emergentnymi. W szczeg\u00f3lno\u015bci, zajmujemy si\u0119 problemami o ograniczonych mo\u017cliwo\u015bciach przeprowadzenia kontrolowanego eksperymentu, takich jak prognozowanie pogody, optymalizacja i zarz\u0105dzanie na rynku energii, wnioskowanie na rynkach finansowych, czy przewidywanie dynamiki informacji. Zesp\u00f3\u0142 \u0142\u0105czy podej\u015bcie badawcze z praktycznym wp\u0142ywem na otaczaj\u0105c\u0105 rzeczywisto\u015b\u0107.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"650\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Piotr-Tempczyk.webp\" class=\"attachment-full size-full wp-image-1501\" alt=\"\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Piotr-Tempczyk.webp 650w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Piotr-Tempczyk-300x300.webp 300w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Piotr-Tempczyk-150x150.webp 150w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Piotr-Tempczyk-12x12.webp 12w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr Piotr Tempczyk<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:piotr.tempczyk@ideas.edu.pl\">piotr.tempczyk@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-1466 post-1466 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"Gen AI\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"123\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Gen-AI.svg\" class=\"attachment-full size-full wp-image-1473\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Gen AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 koncentruje si\u0119 na analizie teoretycznej oraz badaniu wewn\u0119trznych mechanizm\u00f3w najnowocze\u015bniejszych modeli generatywnych. Analizujemy spos\u00f3b, w jaki systemy te reprezentuj\u0105 i przetwarzaj\u0105 informacje, wykorzystuj\u0105c m.in. techniki mechanistycznej interpretowalno\u015bci, by odkrywa\u0107 nowe metody ich adaptacji i kontroli. Naszym celem jest przekucie tej wiedzy w odporne i transparentne rozwi\u0105zania znajduj\u0105ce zastosowanie w r\u00f3\u017cnych domenach takich jak wizja komputerowa, d\u017awi\u0119ki czy nauki przyrodnicze.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"649\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/KD.webp\" class=\"attachment-full size-full wp-image-1471\" alt=\"\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/KD.webp 650w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/KD-300x300.webp 300w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/KD-150x150.webp 150w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/KD-12x12.webp 12w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">dr Kamil Deja<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:kamil.deja@ideas.edu.pl\">kamil.deja@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div data-elementor-type=\"loop-item\" data-elementor-id=\"509\" class=\"elementor elementor-509 e-loop-item e-loop-item-1455 post-1455 zespoly-badawcze type-zespoly-badawcze status-publish has-post-thumbnail hentry\" data-elementor-post-type=\"elementor_library\" data-custom-edit-handle=\"1\">\n\t\t\t<div class=\"elementor-element elementor-element-9134204 e-con-full box-40 e-flex e-con e-child\" data-id=\"9134204\" data-element_type=\"container\" data-e-type=\"container\" id=\"Impact AI\" data-settings=\"{&quot;background_background&quot;:&quot;classic&quot;,&quot;animation&quot;:&quot;none&quot;,&quot;animation_delay&quot;:200}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3c1d91d elementor-invisible elementor-widget elementor-widget-image\" data-id=\"3c1d91d\" data-element_type=\"widget\" data-e-type=\"widget\" data-settings=\"{&quot;_animation&quot;:&quot;fadeIn&quot;}\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"121\" height=\"123\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/Impact-AI.svg\" class=\"attachment-full size-full wp-image-1472\" alt=\"\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3415c39 e-con-full e-flex e-con e-child\" data-id=\"3415c39\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0f37baa elementor-widget elementor-widget-heading\" data-id=\"0f37baa\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">ZESP\u00d3\u0141<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2ff4702 elementor-widget elementor-widget-heading\" data-id=\"2ff4702\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<h2 class=\"elementor-heading-title elementor-size-default\">Impact AI<\/h2>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-420ba4c elementor-widget elementor-widget-text-editor\" data-id=\"420ba4c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t\t\t\t\t\tZesp\u00f3\u0142 zajmuje si\u0119 bezpo\u015brednim przekuwaniem wynik\u00f3w bada\u0144 naukowych w praktyczne rozwi\u0105zania technologiczne. Naszym g\u0142\u00f3wnym celem jest dostarczanie dedykowanych system\u00f3w sztucznej inteligencji dla jednostek samorz\u0105du terytorialnego oraz administracji publicznej, co realnie podnosi poziom cyfryzacji kraju. W codziennej pracy integrujemy technologie przetwarzania j\u0119zyka naturalnego (NLP), widzenia komputerowego oraz bada\u0144 operacyjnych, aby tworzy\u0107 narz\u0119dzia optymalizuj\u0105ce z\u0142o\u017cone procesy decyzyjne, automatyzuj\u0105ce analiz\u0119 dokument\u00f3w i obrazu oraz wymiernie usprawniaj\u0105ce codzienne funkcjonowanie instytucji publicznych. Dzia\u0142amy jako \u0142\u0105cznik bada\u0144 akademickich i realnych potrzeb biznesu.\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f0e940f e-flex e-con-boxed e-con e-child\" data-id=\"f0e940f\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t<div class=\"elementor-element elementor-element-1dab3ce e-con-full e-flex e-con e-child\" data-id=\"1dab3ce\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4fb44c2 elementor-widget elementor-widget-image\" data-id=\"4fb44c2\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img loading=\"lazy\" decoding=\"async\" width=\"650\" height=\"649\" src=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/GK-b-w.webp\" class=\"attachment-full size-full wp-image-1463\" alt=\"\" srcset=\"https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/GK-b-w.webp 650w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/GK-b-w-300x300.webp 300w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/GK-b-w-150x150.webp 150w, https:\/\/www.ideas.edu.pl\/wp-content\/uploads\/GK-b-w-12x12.webp 12w\" sizes=\"(max-width: 650px) 100vw, 650px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7ea8425 e-con-full e-flex e-con e-child\" data-id=\"7ea8425\" data-element_type=\"container\" data-e-type=\"container\">\n\t\t\t\t<div class=\"elementor-element elementor-element-57ea04c elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"57ea04c\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\">Grzegorz Kurzejamski<\/p>\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-afd6930 elementor-widget__width-initial elementor-widget elementor-widget-heading\" data-id=\"afd6930\" data-element_type=\"widget\" data-e-type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t\t<p class=\"elementor-heading-title elementor-size-default\"><a href=\"mailto:grzegorz.kurzejamski@ideas.edu.pl\">grzegorz.kurzejamski@ideas.edu.pl<\/a><\/p>\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\n\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Research teams<\/p>","protected":false},"author":2,"featured_media":426,"parent":0,"menu_order":2,"comment_status":"closed","ping_status":"closed","template":"","meta":{"footnotes":""},"class_list":["post-92","page","type-page","status-publish","has-post-thumbnail","hentry"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v28.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Zespo\u0142y badawcze &#8226; 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