{"id":3391,"date":"2023-04-28T12:27:21","date_gmt":"2023-04-28T10:27:21","guid":{"rendered":"https:\/\/softinery.com\/?p=3391"},"modified":"2024-07-24T09:13:27","modified_gmt":"2024-07-24T07:13:27","slug":"python-dla-inzynierow","status":"publish","type":"post","link":"https:\/\/softinery.com\/pl\/2023\/04\/28\/python-dla-inzynierow\/","title":{"rendered":"Python dla in\u017cynier\u00f3w"},"content":{"rendered":"<style>.wp-block-kadence-advancedheading.kt-adv-heading3391_bb28f6-39, .wp-block-kadence-advancedheading.kt-adv-heading3391_bb28f6-39[data-kb-block=\"kb-adv-heading3391_bb28f6-39\"]{font-style:normal;}.wp-block-kadence-advancedheading.kt-adv-heading3391_bb28f6-39 mark.kt-highlight, .wp-block-kadence-advancedheading.kt-adv-heading3391_bb28f6-39[data-kb-block=\"kb-adv-heading3391_bb28f6-39\"] mark.kt-highlight{font-style:normal;color:#f76a0c;-webkit-box-decoration-break:clone;box-decoration-break:clone;padding-top:0px;padding-right:0px;padding-bottom:0px;padding-left:0px;}.wp-block-kadence-advancedheading.kt-adv-heading3391_bb28f6-39 img.kb-inline-image, .wp-block-kadence-advancedheading.kt-adv-heading3391_bb28f6-39[data-kb-block=\"kb-adv-heading3391_bb28f6-39\"] img.kb-inline-image{width:150px;vertical-align:baseline;}<\/style>\n<h1 class=\"kt-adv-heading3391_bb28f6-39 wp-block-kadence-advancedheading\" data-kb-block=\"kb-adv-heading3391_bb28f6-39\">Python dla in\u017cynier\u00f3w<\/h1>\n\n\n<style>.kb-row-layout-id3391_9a27ee-8b > .kt-row-column-wrap{align-content:start;}:where(.kb-row-layout-id3391_9a27ee-8b > .kt-row-column-wrap) > .wp-block-kadence-column{justify-content:start;}.kb-row-layout-id3391_9a27ee-8b > .kt-row-column-wrap{column-gap:var(--global-kb-gap-md, 2rem);row-gap:var(--global-kb-gap-md, 2rem);max-width:1200px;margin-left:auto;margin-right:auto;padding-top:var(--global-kb-spacing-sm, 1.5rem);padding-bottom:var(--global-kb-spacing-sm, 1.5rem);grid-template-columns:minmax(0, 1fr);}.kb-row-layout-id3391_9a27ee-8b > .kt-row-layout-overlay{opacity:0.30;}@media all and (max-width: 1024px){.kb-row-layout-id3391_9a27ee-8b > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}@media all and (max-width: 767px){.kb-row-layout-id3391_9a27ee-8b > .kt-row-column-wrap{grid-template-columns:minmax(0, 1fr);}}<\/style><div class=\"kb-row-layout-wrap kb-row-layout-id3391_9a27ee-8b alignnone wp-block-kadence-rowlayout\"><div class=\"kt-row-column-wrap kt-has-1-columns kt-row-layout-equal kt-tab-layout-inherit kt-mobile-layout-row kt-row-valign-top\">\n<style>.kadence-column3391_78c087-1b > .kt-inside-inner-col,.kadence-column3391_78c087-1b > .kt-inside-inner-col:before{border-top-left-radius:0px;border-top-right-radius:0px;border-bottom-right-radius:0px;border-bottom-left-radius:0px;}.kadence-column3391_78c087-1b > .kt-inside-inner-col{column-gap:var(--global-kb-gap-sm, 1rem);}.kadence-column3391_78c087-1b > .kt-inside-inner-col{flex-direction:column;}.kadence-column3391_78c087-1b > .kt-inside-inner-col > .aligncenter{width:100%;}.kadence-column3391_78c087-1b > .kt-inside-inner-col:before{opacity:0.3;}.kadence-column3391_78c087-1b{position:relative;}@media all and (max-width: 1024px){.kadence-column3391_78c087-1b > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}@media all and (max-width: 767px){.kadence-column3391_78c087-1b > .kt-inside-inner-col{flex-direction:column;justify-content:center;}}<\/style>\n<div class=\"wp-block-kadence-column kadence-column3391_78c087-1b\"><div class=\"kt-inside-inner-col\">\n<p>Python jest obecnie najpopularniejszym j\u0119zykiem programowania. Cz\u0119sto pojawia si\u0119 pytanie, czy nadaje si\u0119 do u\u017cytku przez in\u017cynier\u00f3w. Podczas gdy najbardziej zaawansowane oprogramowanie u\u017cywane w bran\u017cy zwykle wykorzystuje szybsze j\u0119zyki programowania, takie jak C++, to Python mo\u017ce by\u0107 u\u017cywany do tworzenia wielu program\u00f3w o du\u017cym znaczeniu dla in\u017cynier\u00f3w. Oto kilka bibliotek przydatnych w nowoczesnych aplikacjach in\u017cynierskich.<\/p>\n\n\n\n<h2 class=\"wp-block-heading\">1. NumPy<\/h2>\n\n\n\n<p>Pierwsz\u0105 bibliotek\u0105, od kt\u00f3rej nale\u017cy zacz\u0105\u0107, jest NumPy. Rdzeniem tej biblioteki s\u0105 tablice. Ich g\u0142\u00f3wn\u0105 zalet\u0105 jest szybko\u015b\u0107 dzia\u0142ania. Por\u00f3wnuj\u0105c operacje na tablicach NumPy z operacjami na listach w Pythonie, zobaczymy, \u017ce szybko\u015b\u0107 tych pierwszych jest nawet sto razy wi\u0119ksza. Ze wzgl\u0119du na wysok\u0105 wydajno\u015b\u0107 NumPy jest u\u017cywany przez inne biblioteki Pythona. Biblioteka NumPy udost\u0119pnia nam szereg metod do operacji na macierzach i algebry liniowej.<\/p>\n\n\n\n<p><a href=\"https:\/\/numpy.org\/\">numpy.org<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">2. SciPy<\/h2>\n\n\n\n<p>Ta biblioteka zawiera to, co dla in\u017cyniera jest najcenniejsze. Z jego pomoc\u0105 w \u0142atwy spos\u00f3b rozwi\u0105\u017cemy r\u00f3wnania r\u00f3\u017cniczkowe lub dopasujemy krzyw\u0105 do zbioru danych. Implementuje r\u00f3wnie\u017c szybk\u0105 transformat\u0119 Fouriera i algorytmy optymalizacji. Opiera si\u0119 na bibliotece NumPy, dzi\u0119ki czemu wydajno\u015b\u0107 oblicze\u0144 jest zoptymalizowana.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-medium\"><img decoding=\"async\" src=\"https:\/\/softinery.com\/wp-content\/uploads\/2023\/04\/differential_eq-300x237.webp\" alt=\"Rozwi\u0105zanie uk\u0142adu r\u00f3wna\u0144 r\u00f3\u017cniczkowych\" class=\"wp-image-2193\"\/><figcaption class=\"wp-element-caption\">Rozwi\u0105zanie uk\u0142adu r\u00f3wna\u0144 r\u00f3\u017cniczkowych<\/figcaption><\/figure>\n<\/div>\n\n\n<p><a href=\"https:\/\/scipy.org\/\">scipy.org<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">3. Analiza danych za pomoc\u0105 Pandas<\/h2>\n\n\n\n<p>Pandas to najpopularniejsza biblioteka wykorzystywana w Data Science. Ze wzgl\u0119du na to, \u017ce \u015bwietnie nadaje si\u0119 do pracy z du\u017cymi zbiorami danych, jest cz\u0119sto u\u017cywany przez in\u017cynier\u00f3w. Dzieje si\u0119 tak dlatego, \u017ce nowoczesne zak\u0142ady przemys\u0142owe gromadz\u0105 ogromne ilo\u015bci danych procesowych. Informacje o funkcjonowaniu urz\u0105dze\u0144 s\u0105 gromadzone w czasie rzeczywistym i wykorzystywane przez in\u017cynier\u00f3w do optymalizacji i analizy procesu czy tworzenia modeli matematycznych.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full\"><img decoding=\"async\" src=\"https:\/\/softinery.com\/wp-content\/uploads\/2023\/04\/pandas_image.webp\" alt=\"Pandas dataframe\" class=\"wp-image-3409\"\/><figcaption class=\"wp-element-caption\">Zbi\u00f3r danych Pandas &#8211; dataframe<\/figcaption><\/figure>\n<\/div>\n\n\n<p><a href=\"https:\/\/pandas.pydata.org\/\">pandas.pydata.org\/<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">4. Matplotlib<\/h2>\n\n\n\n<p>Wizualizacja wynik\u00f3w jest bardzo przydatn\u0105 metod\u0105 przy wykonywaniu wszelkich analiz, w tym in\u017cynierskich. Za pomoc\u0105 tej biblioteki mo\u017cemy tworzy\u0107 zar\u00f3wno wykresy 2D, jak i 3D oraz animacje. Jako\u015b\u0107 tworzonych obraz\u00f3w jest bardzo wysoka, dlatego Matplotlib jest cz\u0119sto wykorzystywany przez naukowc\u00f3w do tworzenia wykres\u00f3w do publikacji naukowych.<\/p>\n\n\n<div class=\"wp-block-image\">\n<figure class=\"aligncenter size-full is-resized\"><img decoding=\"async\" src=\"https:\/\/softinery.com\/wp-content\/uploads\/2023\/04\/matplotlib.webp\" alt=\"Wykres powierzchniowy\" class=\"wp-image-3414\" style=\"width:415px;height:396px\"\/><figcaption class=\"wp-element-caption\">Wykres powierzchniowy Matplotlib<\/figcaption><\/figure>\n<\/div>\n\n\n<p><a href=\"https:\/\/matplotlib.org\/\">matplotlib.org\/<\/a><\/p>\n\n\n\n<h2 class=\"wp-block-heading\">Podsumowanie<\/h2>\n\n\n\n<p>Biblioteki Pythona dostarczaj\u0105 szeregu narz\u0119dzi, kt\u00f3re umo\u017cliwiaj\u0105 wykonanie wi\u0119kszo\u015bci zada\u0144 stoj\u0105cych przed in\u017cynierami. Opr\u00f3cz wymienionych w tym artykule, dost\u0119pne s\u0105 r\u00f3wnie\u017c biblioteki dla temat\u00f3w takich jak uczenie maszynowe i sztuczna inteligencja, kt\u00f3re s\u0105 coraz cz\u0119\u015bciej wykorzystywane w in\u017cynierii. Co wa\u017cne, Python dzia\u0142a na wszystkich popularnych systemach operacyjnych, jest szybki w instalacji i darmowy.<\/p>\n<\/div><\/div>\n\n<\/div><\/div>","protected":false},"excerpt":{"rendered":"<p>Python dla in\u017cynier\u00f3w Python jest obecnie najpopularniejszym j\u0119zykiem programowania. Cz\u0119sto pojawia si\u0119 pytanie, czy nadaje si\u0119 do u\u017cytku przez in\u017cynier\u00f3w. Podczas gdy najbardziej zaawansowane oprogramowanie u\u017cywane w bran\u017cy zwykle wykorzystuje szybsze j\u0119zyki programowania, takie jak C++, to Python mo\u017ce by\u0107 u\u017cywany do tworzenia wielu program\u00f3w o du\u017cym znaczeniu dla in\u017cynier\u00f3w. Oto kilka bibliotek przydatnych w&hellip;&nbsp;<a href=\"https:\/\/softinery.com\/pl\/2023\/04\/28\/python-dla-inzynierow\/\" rel=\"bookmark\">Dowiedz si\u0119 wi\u0119cej &raquo;<span class=\"screen-reader-text\">Python dla in\u017cynier\u00f3w<\/span><\/a><\/p>\n","protected":false},"author":1,"featured_media":0,"comment_status":"open","ping_status":"open","sticky":false,"template":"","format":"standard","meta":{"neve_meta_sidebar":"full-width","neve_meta_container":"full-width","neve_meta_enable_content_width":"off","neve_meta_content_width":47,"neve_meta_title_alignment":"","neve_meta_author_avatar":"","neve_post_elements_order":"[\"meta\",\"thumbnail\",\"content\",\"tags\"]","neve_meta_disable_header":"off","neve_meta_disable_footer":"","neve_meta_disable_title":"","footnotes":""},"categories":[128],"tags":[],"class_list":["post-3391","post","type-post","status-publish","format-standard","hentry","category-baza-wiedzy"],"yoast_head":"<!-- This site is optimized with the Yoast SEO plugin v27.1.1 - https:\/\/yoast.com\/product\/yoast-seo-wordpress\/ -->\n<title>Python dla in\u017cynier\u00f3w<\/title>\n<meta name=\"description\" content=\"Najwa\u017cniejsze biblioteki Python dla in\u017cynier\u00f3w. 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