{"id":172433,"date":"2023-03-17T18:35:05","date_gmt":"2023-03-17T17:35:05","guid":{"rendered":"https:\/\/datascientest.com\/de\/?p=172433"},"modified":"2023-10-29T20:55:39","modified_gmt":"2023-10-29T19:55:39","slug":"python-fuer-fortgeschrittene","status":"publish","type":"post","link":"https:\/\/datascientest.com\/de\/python-fuer-fortgeschrittene","title":{"rendered":"Python f\u00fcr Fortgeschrittene"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"172433\" class=\"elementor elementor-172433\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6be68e6c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6be68e6c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-725a47d7\" data-id=\"725a47d7\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-2a468733 elementor-widget elementor-widget-heading\" data-id=\"2a468733\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-heading-title{padding:0;margin:0;line-height:1}.elementor-widget-heading .elementor-heading-title[class*=elementor-size-]>a{color:inherit;font-size:inherit;line-height:inherit}.elementor-widget-heading .elementor-heading-title.elementor-size-small{font-size:15px}.elementor-widget-heading .elementor-heading-title.elementor-size-medium{font-size:19px}.elementor-widget-heading .elementor-heading-title.elementor-size-large{font-size:29px}.elementor-widget-heading .elementor-heading-title.elementor-size-xl{font-size:39px}.elementor-widget-heading .elementor-heading-title.elementor-size-xxl{font-size:59px}<\/style><h2 class=\"elementor-heading-title elementor-size-default\">Python f\u00fcr Fortgeschrittene: Wenn du Machine Learning mit Python machst, brauchst du nicht unbedingt alle Eigenschaften dieser Sprache zu verwenden: scikit-learn, numpy und pandas sind sehr gut entwickelt und erfordern nicht viel mehr als Grundlagen der objektorientierten Programmierung und ein wenig methodisches Geschick.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1578fba elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1578fba\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5eea9a27\" data-id=\"5eea9a27\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-19416c9a elementor-widget elementor-widget-text-editor\" data-id=\"19416c9a\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-text-editor.elementor-drop-cap-view-stacked .elementor-drop-cap{background-color:#69727d;color:#fff}.elementor-widget-text-editor.elementor-drop-cap-view-framed .elementor-drop-cap{color:#69727d;border:3px solid;background-color:transparent}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap{margin-top:8px}.elementor-widget-text-editor:not(.elementor-drop-cap-view-default) .elementor-drop-cap-letter{width:1em;height:1em}.elementor-widget-text-editor .elementor-drop-cap{float:left;text-align:center;line-height:1;font-size:50px}.elementor-widget-text-editor .elementor-drop-cap-letter{display:inline-block}<\/style>\t\t\t\t<p>Manchmal besteht die Arbeit des Data Scientists jedoch darin, APIs zu erstellen, um auf ein Modell oder Daten zuzugreifen. Bei uns ist daf\u00fcr der Data Engineer zust\u00e4ndig, aber in vielen Organisationen ist der <strong>Data Scientist<\/strong> daf\u00fcr zust\u00e4ndig. Ein Unternehmen wie Amazon erstellt zum Beispiel alle seine Funktionen in Form von APIs. Es ist daher unerl\u00e4sslich, sich neben Kenntnissen \u00fcber Machine Learning, <a href=\"https:\/\/datascientest.com\/de\/style-transfer-deep-learning\">Deep Learning<\/a>, <a href=\"https:\/\/datascientest.com\/de\/datenvisualisierung-mit-plotly\">Data Visualization<\/a> und verschiedene statistische Techniken zur Datenexploration auch mit <a href=\"https:\/\/datascientest.com\/de\/api\">APIs<\/a> vertraut zu machen.<\/p><p>Um nicht auf seine Lieblingssprache verzichten zu m\u00fcssen, wird der Data Scientist dann nat\u00fcrlich auf <a href=\"https:\/\/flask.palletsprojects.com\/en\/1.1.x\/\">Flask<\/a> zur\u00fcckgreifen. <a href=\"https:\/\/datascientest.com\/de\/api-mit-python-datenbank-verbinden\">Flask ist eine der Technologien<\/a>, die wir in unserem <a href=\"https:\/\/datascientest.com\/de\/weiterbildung-data-engineer\">Data-Engineering-Kurs vorstellen.<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-44f5d04c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"44f5d04c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4e9fa149\" data-id=\"4e9fa149\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-683b7cda elementor-widget elementor-widget-heading\" data-id=\"683b7cda\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Flask ist sch\u00f6n und gut, aber...<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3a825ef8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3a825ef8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3c8580e0\" data-id=\"3c8580e0\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-470d9c3f elementor-widget elementor-widget-text-editor\" data-id=\"470d9c3f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Wenn du die Syntax einmal verstanden hast, ist Flask sehr einfach zu benutzen. Aber wenn du es zum ersten Mal benutzt, wirst du mit dieser Art von Code konfrontiert:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3bbf8a87 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3bbf8a87\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-1a4ee3bb\" data-id=\"1a4ee3bb\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-6300aba elementor-widget elementor-widget-shortcode\" data-id=\"6300aba\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/pauldechorgnat\/9a6c7e6bd4779178ba998fc777f52551.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-10dcdafd elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"10dcdafd\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-3d9f4ef1\" data-id=\"3d9f4ef1\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-5bffaddb elementor-widget elementor-widget-text-editor\" data-id=\"5bffaddb\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Diese @app.route direkt aus der H\u00f6lle, die <a href=\"https:\/\/datascientest.com\/de\/python-fehler-diese-solltest-du-vermeiden\">Dein gesamtes Verst\u00e4ndnis von Python in Frage stellt&#8230;<\/a><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-769bcb37 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"769bcb37\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-92f5bce\" data-id=\"92f5bce\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-24b58787 elementor-widget elementor-widget-heading\" data-id=\"24b58787\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Python f\u00fcr Fortgeschrittene: Dekorateure<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7d0db7c8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7d0db7c8\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-141cd281\" data-id=\"141cd281\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-d31b972 elementor-widget elementor-widget-image\" data-id=\"d31b972\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<style>\/*! elementor - v3.15.0 - 02-08-2023 *\/\n.elementor-widget-image{text-align:center}.elementor-widget-image a{display:inline-block}.elementor-widget-image a img[src$=\".svg\"]{width:48px}.elementor-widget-image img{vertical-align:middle;display:inline-block}<\/style>\t\t\t\t\t\t\t\t\t<figure class=\"wp-caption\">\n\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"468\" height=\"350\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/peintre-en-batiment.png\" class=\"attachment-large size-large wp-image-172436\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/peintre-en-batiment.png 468w, https:\/\/datascientest.com\/de\/files\/2023\/03\/peintre-en-batiment-300x224.png 300w\" sizes=\"(max-width: 468px) 100vw, 468px\" \/>\t\t\t\t\t\t\t\t\t\t\t<figcaption class=\"widget-image-caption wp-caption-text\">\u00c0 priori rien \u00e0 voir ...<\/figcaption>\n\t\t\t\t\t\t\t\t\t\t<\/figure>\n\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-f93ed3a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"f93ed3a\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6e6b20ed\" data-id=\"6e6b20ed\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-552126af elementor-widget elementor-widget-text-editor\" data-id=\"552126af\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Dieses @ wird in Python verwendet, um einen Dekorateur einzuf\u00fchren (und nein, er ist nicht einfach nur da, um sch\u00f6n auszusehen&#8230;). Es steht direkt vor einer Funktion und erm\u00f6glicht es, die Funktion in eine andere Funktion, den <strong>Wrapper,<\/strong> einzuwickeln (wrap).<\/p><p>Wenn ich also eine Funktion erstellen m\u00f6chte, die die Zeit misst und anzeigt, die eine Funktion ben\u00f6tigt, um zu laufen, kann ich sie wie folgt implementieren:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-3d64320c elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3d64320c\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5d22db03\" data-id=\"5d22db03\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-31ecf950 elementor-widget elementor-widget-shortcode\" data-id=\"31ecf950\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/pauldechorgnat\/77112eb6422e8cf380a6d5e39681e9b3.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-48870372 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"48870372\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4567f574\" data-id=\"4567f574\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-71769c3f elementor-widget elementor-widget-text-editor\" data-id=\"71769c3f\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Diese<strong> Funktion nimmt eine Funktion<\/strong> als Argument (function, wie der Name schon sagt), definiert darin eine neue Funktion (timed_function) und gibt die neue Funktion zur\u00fcck.<\/p><p>Wenn ich also einen Dekorateur benutze, kann ich sehen, dass die Zeit am Ende der Ausf\u00fchrung angezeigt wird.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-283851ca elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"283851ca\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-585780d2\" data-id=\"585780d2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-546acbd5 elementor-widget elementor-widget-shortcode\" data-id=\"546acbd5\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/pauldechorgnat\/36417937daac790479755d56c14e8577.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-673efe49 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"673efe49\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-10f96b6c\" data-id=\"10f96b6c\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-4de0befc elementor-widget elementor-widget-text-editor\" data-id=\"4de0befc\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\"><strong>Dekoratoren<\/strong> sind sehr n\u00fctzlich, um den Datentyp zu \u00fcberpr\u00fcfen und um Informationen \u00fcber die Funktionsweise der Funktion anzuzeigen, ohne sie in jeder Funktion neu codieren zu m\u00fcssen. Sie werden vor allem in Flask verwendet, aber auch in vielen <strong>Quellcodes<\/strong> unserer Lieblingsbibliotheken: Hier ein paar Beispiele: <\/span><strong><a href=\"https:\/\/github.com\/numpy\/numpy\/blob\/master\/numpy\/core\/function_base.py#L23\">Nummer eins<\/a>,\u00a0<a href=\"https:\/\/github.com\/scikit-learn\/scikit-learn\/blob\/master\/sklearn\/linear_model\/_base.py#L473\">Nummer 2, <\/a><\/strong><span style=\"font-weight: 400;\">und <\/span><strong><a href=\"https:\/\/github.com\/pandas-dev\/pandas\/blob\/master\/pandas\/core\/frame.py#L423\">Nummer 3<\/a>. <\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-5d50eb51 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"5d50eb51\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4facd895\" data-id=\"4facd895\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-668d463b elementor-widget elementor-widget-heading\" data-id=\"668d463b\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h3 class=\"elementor-heading-title elementor-size-default\">Gehen wir noch einen Schritt weiter ...<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-7ac589ec elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"7ac589ec\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-be4552a\" data-id=\"be4552a\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3f2b157c elementor-widget elementor-widget-text-editor\" data-id=\"3f2b157c\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Als ich das gesehen habe, habe ich mir ein paar Fragen gestellt (und nicht nur, ob es wirklich n\u00fctzlich ist).<\/p><p>Kann man Argumente an den Dekorierer \u00fcbergeben und nicht an die dekorierte Funktion? Ja, aber die Syntax ist etwas komplizierter:<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-798f3767 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"798f3767\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-7402b327\" data-id=\"7402b327\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-14b29275 elementor-widget elementor-widget-shortcode\" data-id=\"14b29275\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/pauldechorgnat\/9f8134d49c0cce16e341b58ad103524c.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-6b42b487 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6b42b487\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-5a5eb145\" data-id=\"5a5eb145\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-179bef98 elementor-widget elementor-widget-text-editor\" data-id=\"179bef98\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\">Kann man Dekorateure aneinanderreihen? Kein Problem:<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-86af97f elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"86af97f\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-63ec2333\" data-id=\"63ec2333\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-592cfa5d elementor-widget elementor-widget-shortcode\" data-id=\"592cfa5d\" data-element_type=\"widget\" data-widget_type=\"shortcode.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-shortcode\"><script src=\"https:\/\/gist.github.com\/pauldechorgnat\/0155fe45c926c655fd8b884173bac6fc.js\"><\/script><\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1644be5b elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1644be5b\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3780590d\" data-id=\"3780590d\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-68b4a747 elementor-widget elementor-widget-text-editor\" data-id=\"68b4a747\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>\u00a0<\/p><p>\u00a0<\/p><p>\u00a0<\/p><p>Kann man Methoden dekorieren? Ja<\/p><p>Kann man Klassen dekorieren? Ja<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-50 elementor-top-column elementor-element elementor-element-3a65ba2\" data-id=\"3a65ba2\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-77797a86 elementor-widget elementor-widget-image\" data-id=\"77797a86\" data-element_type=\"widget\" data-widget_type=\"image.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<img decoding=\"async\" width=\"300\" height=\"199\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/deco-classe-300x199.png\" class=\"attachment-medium size-medium wp-image-172437\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/03\/deco-classe-300x199.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/03\/deco-classe.png 470w\" sizes=\"(max-width: 300px) 100vw, 300px\" \/>\t\t\t\t\t\t\t\t\t\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-595c4413 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"595c4413\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-23afaf56\" data-id=\"23afaf56\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-7d0ccfc7 elementor-widget elementor-widget-text-editor\" data-id=\"7d0ccfc7\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p><span style=\"font-weight: 400;\"><strong>Dekorateure<\/strong> sind ein ziemlich interessantes Werkzeug. Sie scheinen auf den ersten Blick \u00fcberraschend zu sein, aber wenn Du erst einmal verstanden hast, wie sie funktionieren, kannst Du Dir die Arbeit erleichtern. Du wirst ihnen nicht jeden Tag begegnen, aber wenn es doch passiert, dann weisst Du jetzt Bescheid&#8230;<br \/><\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-4e75cd40 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4e75cd40\" data-element_type=\"section\">\n\t\t\t\t\t\t<div class=\"elementor-container elementor-column-gap-default\">\n\t\t\t\t\t<div class=\"elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-29d1e94\" data-id=\"29d1e94\" data-element_type=\"column\">\n\t\t\t<div class=\"elementor-widget-wrap elementor-element-populated\">\n\t\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-750149a5 elementor-widget elementor-widget-text-editor\" data-id=\"750149a5\" data-element_type=\"widget\" data-widget_type=\"text-editor.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t\t\t<p>Hat Dir dieser Artikel gefallen? Dann melde Dich f\u00fcr unseren <a href=\"https:\/\/datascientest.com\/de\/blog-de#formnewsletter\">Newsletter<\/a> an und erhalte Datentipps, die Du sonst nirgends findest!<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t<\/section>\n\t\t<div class=\"elementor-element elementor-element-31957cb3 e-flex e-con-boxed e-con\" data-id=\"31957cb3\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;boxed&quot;}\">\n\t\t\t\t\t<div class=\"e-con-inner\">\n\t\t\t\t<div class=\"elementor-element elementor-element-5dbc78a0 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5dbc78a0\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t\t\t<div class=\"elementor-button-wrapper\">\n\t\t\t<a class=\"elementor-button elementor-button-link elementor-size-sm elementor-animation-grow\" href=\"https:\/\/datascientest.com\/de\/unsere-aus-und-weiterbildungen\">\n\t\t\t\t\t\t<span class=\"elementor-button-content-wrapper\">\n\t\t\t\t\t\t<span class=\"elementor-button-text\">Unsere Weiterbildungen entdecken<\/span>\n\t\t<\/span>\n\t\t\t\t\t<\/a>\n\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\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>Python f\u00fcr Fortgeschrittene: Wenn du Machine Learning mit Python machst, brauchst du nicht unbedingt alle Eigenschaften dieser Sprache zu verwenden: scikit-learn, numpy und pandas sind sehr gut entwickelt und erfordern nicht viel mehr als Grundlagen der objektorientierten Programmierung und ein wenig methodisches Geschick. Manchmal besteht die Arbeit des Data Scientists jedoch darin, APIs zu erstellen, [&hellip;]<\/p>\n","protected":false},"author":47,"featured_media":172434,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2454],"tags":[],"yoast_head":"<!-- This site is optimized with the Yoast SEO Premium plugin v21.7 (Yoast SEO v21.7) - https:\/\/yoast.com\/wordpress\/plugins\/seo\/ -->\n<title>Python f\u00fcr Fortgeschrittene<\/title>\n<meta name=\"description\" content=\"Du kennst schon die Python Basics und willst zum Python f\u00fcr Fortgeschrittene aufsteigen ? 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