{"id":179480,"date":"2023-07-02T08:31:11","date_gmt":"2023-07-02T07:31:11","guid":{"rendered":"https:\/\/datascientest.com\/de\/?p=179480"},"modified":"2023-10-30T12:22:10","modified_gmt":"2023-10-30T11:22:10","slug":"python-dekorateure-tipps-fuer-fortgeschrittene","status":"publish","type":"post","link":"https:\/\/datascientest.com\/de\/python-dekorateure-tipps-fuer-fortgeschrittene","title":{"rendered":"Python Dekorateure: Tipps f\u00fcr Fortgeschrittene"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"179480\" class=\"elementor elementor-179480\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-ae75e63 e-flex e-con-boxed e-con\" data-id=\"ae75e63\" 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<div class=\"elementor-element elementor-element-baf5003 e-con-full e-flex e-con\" data-id=\"baf5003\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4d8909b elementor-widget elementor-widget-heading\" data-id=\"4d8909b\" 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><h3 class=\"elementor-heading-title elementor-size-default\">Wenn du Machine Learning mit Python betreibst, brauchst du nicht unbedingt alle Eigenschaften dieser Sprache: scikit-learn, numpy und pandas sind sehr gut entwickelt und erfordern nicht viel mehr als Grundlagen der objektorientierten Programmierung und ein wenig methodisches Geschick.<\/h3>\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<div class=\"elementor-element elementor-element-334c5d5 e-flex e-con-boxed e-con\" data-id=\"334c5d5\" 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<div class=\"elementor-element elementor-element-5676155 e-con-full e-flex e-con\" data-id=\"5676155\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6679e76 elementor-widget elementor-widget-text-editor\" data-id=\"6679e76\" 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>Allerdings besteht die <a href=\"https:\/\/datascientest.com\/de\/data-scientist-gehalt-wie-viel-verdienen-datenwissenschaftlerinnen\">Arbeit des Data Scientists<\/a> manchmal darin, <a href=\"https:\/\/datascientest.com\/de\/open-ai-api-alles-was-du-wissen-musst\">APIs zu erstellen,<\/a> um auf ein Modell oder Daten zuzugreifen. Bei uns ist daf\u00fcr der Data Engineer zust\u00e4ndig, aber in vielen Organisationen ist der Data Scientist 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 <a href=\"https:\/\/datascientest.com\/de\/machine-learning-und-reisen\">Machine Learning<\/a>, <a href=\"https:\/\/datascientest.com\/de\/deep-learning-oder-tiefes-lernen-was-ist-das-denn\">Deep Learning<\/a>, Data Visualization und verschiedene statistische Techniken zur Datenexploration auch mit APIs vertraut zu machen.<\/p><p>Um nicht auf seine Lieblingssprache verzichten zu m\u00fcssen, wird der Data Scientist dann nat\u00fcrlich <a href=\"https:\/\/datascientest.com\/de\/flask-einer-der-populaersten-python-frameworks\">auf Flask zur\u00fcckgreifen<\/a>. Das ist die Technologie, die wir in unserem <a href=\"https:\/\/datascientest.com\/de\/weiterbildung-data-engineer\">Data-Engineering-Kurs<\/a> in den Vordergrund stellen.<\/p>\t\t\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<div class=\"elementor-element elementor-element-3c91c0c e-flex e-con-boxed e-con\" data-id=\"3c91c0c\" 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<div class=\"elementor-element elementor-element-fa85fec e-con-full e-flex e-con\" data-id=\"fa85fec\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d75c2c3 elementor-widget elementor-widget-heading\" data-id=\"d75c2c3\" 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-3a42490 e-flex e-con-boxed e-con\" data-id=\"3a42490\" 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<div class=\"elementor-element elementor-element-3b450af e-con-full e-flex e-con\" data-id=\"3b450af\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-ef97396 elementor-widget elementor-widget-text-editor\" data-id=\"ef97396\" 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-f124a5f e-flex e-con-boxed e-con\" data-id=\"f124a5f\" 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<div class=\"elementor-element elementor-element-ff9c61b e-con-full e-flex e-con\" data-id=\"ff9c61b\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-0a5e8ec elementor-widget elementor-widget-shortcode\" data-id=\"0a5e8ec\" 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-e364dbf e-flex e-con-boxed e-con\" data-id=\"e364dbf\" 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<div class=\"elementor-element elementor-element-8b440ae e-con-full e-flex e-con\" data-id=\"8b440ae\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-1dd5b16 elementor-widget elementor-widget-text-editor\" data-id=\"1dd5b16\" 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 dein gesamtes Verst\u00e4ndnis von Python in Frage stellt&#8230;<\/p>\t\t\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<div class=\"elementor-element elementor-element-f73c899 e-flex e-con-boxed e-con\" data-id=\"f73c899\" 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<div class=\"elementor-element elementor-element-58774cd e-con-full e-flex e-con\" data-id=\"58774cd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e8b58b6 elementor-widget elementor-widget-heading\" data-id=\"e8b58b6\" 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\">Die Dekorateure<\/h3>\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<div class=\"elementor-element elementor-element-e3db472 e-flex e-con-boxed e-con\" data-id=\"e3db472\" 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<div class=\"elementor-element elementor-element-752c7aa0 e-con-full e-flex e-con\" data-id=\"752c7aa0\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6bba464a elementor-widget elementor-widget-image\" data-id=\"6bba464a\" 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\"><\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-62393cd e-flex e-con-boxed e-con\" data-id=\"62393cd\" 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<div class=\"elementor-element elementor-element-d05b05c e-con-full e-flex e-con\" data-id=\"d05b05c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-49cc401 elementor-widget elementor-widget-text-editor\" data-id=\"49cc401\" 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 sogenannten Wrapper, 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a2963fc e-flex e-con-boxed e-con\" data-id=\"a2963fc\" 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<div class=\"elementor-element elementor-element-cd648bd e-con-full e-flex e-con\" data-id=\"cd648bd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-948ae25 elementor-widget elementor-widget-shortcode\" data-id=\"948ae25\" 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-7acd79a e-flex e-con-boxed e-con\" data-id=\"7acd79a\" 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<div class=\"elementor-element elementor-element-6f9526f e-con-full e-flex e-con\" data-id=\"6f9526f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-6c78d7b elementor-widget elementor-widget-text-editor\" data-id=\"6c78d7b\" 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 als Argument<\/strong> (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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-c17c54e e-flex e-con-boxed e-con\" data-id=\"c17c54e\" 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<div class=\"elementor-element elementor-element-4205ad4 e-con-full e-flex e-con\" data-id=\"4205ad4\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-64bb0f8 elementor-widget elementor-widget-shortcode\" data-id=\"64bb0f8\" 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-069650a e-flex e-con-boxed e-con\" data-id=\"069650a\" 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<div class=\"elementor-element elementor-element-116b1fc e-con-full e-flex e-con\" data-id=\"116b1fc\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-3744095 elementor-widget elementor-widget-text-editor\" data-id=\"3744095\" 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;\"><a href=\"https:\/\/datascientest.com\/de\/zeitreihe-python-verarbeitung-und-modellierung\">Python<\/a> Dekorateure <\/span>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 Quellcodes unserer <a href=\"https:\/\/datascientest.com\/de\/bokeh-die-python-bibliothek-fuer-visualisierung-der-naechsten-generation\">Lieblingsbibliotheken<\/a>: ein Beispiel, ein anderes und ein drittes f\u00fcr unterwegs.<\/p>\t\t\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<div class=\"elementor-element elementor-element-f7c3d12 e-flex e-con-boxed e-con\" data-id=\"f7c3d12\" 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<div class=\"elementor-element elementor-element-d49a63d e-con-full e-flex e-con\" data-id=\"d49a63d\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-bb20e33 elementor-widget elementor-widget-heading\" data-id=\"bb20e33\" 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 einen Schritt weiter  ... <\/h3>\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<div class=\"elementor-element elementor-element-6593941 e-flex e-con-boxed e-con\" data-id=\"6593941\" 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<div class=\"elementor-element elementor-element-f68e14f e-con-full e-flex e-con\" data-id=\"f68e14f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-d371475 elementor-widget elementor-widget-text-editor\" data-id=\"d371475\" 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 n\u00fctzlich ist).<\/p><p>Kann man Argumente an den Python Dekorateur \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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-5916388 e-flex e-con-boxed e-con\" data-id=\"5916388\" 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<div class=\"elementor-element elementor-element-82046fb e-con-full e-flex e-con\" data-id=\"82046fb\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-82709ba elementor-widget elementor-widget-shortcode\" data-id=\"82709ba\" 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-42ee499 e-flex e-con-boxed e-con\" data-id=\"42ee499\" 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<div class=\"elementor-element elementor-element-fde8c1c e-con-full e-flex e-con\" data-id=\"fde8c1c\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-e253b67 elementor-widget elementor-widget-text-editor\" data-id=\"e253b67\" 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 Python Dekorateure aneinanderreihen? Kein Problem:<\/span><\/p>\t\t\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<div class=\"elementor-element elementor-element-d5b18c0 e-flex e-con-boxed e-con\" data-id=\"d5b18c0\" 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<div class=\"elementor-element elementor-element-01248f6 e-con-full e-flex e-con\" data-id=\"01248f6\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-62c377f elementor-widget elementor-widget-shortcode\" data-id=\"62c377f\" 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-a836972 e-flex e-con-boxed e-con\" data-id=\"a836972\" 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<div class=\"elementor-element elementor-element-1953298 e-con-full e-flex e-con\" data-id=\"1953298\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-47c1acf1 elementor-widget elementor-widget-text-editor\" data-id=\"47c1acf1\" 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>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<\/div>\n\t\t<div class=\"elementor-element elementor-element-54dbb867 e-con-full e-flex e-con\" data-id=\"54dbb867\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-43f4d963 elementor-widget elementor-widget-image\" data-id=\"43f4d963\" 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<figure class=\"wp-caption\">\n\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<figcaption class=\"widget-image-caption wp-caption-text\">Ein Klassendekorateur?<\/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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-adb95fb e-flex e-con-boxed e-con\" data-id=\"adb95fb\" 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<div class=\"elementor-element elementor-element-ba02732 e-con-full e-flex e-con\" data-id=\"ba02732\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-abba4d8 elementor-widget elementor-widget-text-editor\" data-id=\"abba4d8\" 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;\">Dekorateure 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 bist du vorbereitet.<\/span><\/p>\t\t\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<div class=\"elementor-element elementor-element-a85f3fc e-flex e-con-boxed e-con\" data-id=\"a85f3fc\" 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<div class=\"elementor-element elementor-element-ca2ac4f e-con-full e-flex e-con\" data-id=\"ca2ac4f\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-f8a09a0 elementor-widget elementor-widget-text-editor\" data-id=\"f8a09a0\" 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 Newsletter 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<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-18ad0d5 e-flex e-con-boxed e-con\" data-id=\"18ad0d5\" 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-15f87b0 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"15f87b0\" 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\">Entdecke unsere Weiterbildungen<\/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>Wenn du Machine Learning mit Python betreibst, brauchst du nicht unbedingt alle Eigenschaften dieser Sprache: scikit-learn, numpy und pandas sind sehr gut entwickelt und erfordern nicht viel mehr als Grundlagen der objektorientierten Programmierung und ein wenig methodisches Geschick. Allerdings besteht die Arbeit des Data Scientists manchmal darin, APIs zu erstellen, um auf ein Modell oder [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":179481,"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 Dekorateure: Tipps f\u00fcr Fortgeschrittene<\/title>\n<meta name=\"description\" content=\"Python Dekorateure bieten eine flexible M\u00f6glichkeit, das Verhalten von Funktionen zu modifizieren, indem sie ..\" \/>\n<meta name=\"robots\" content=\"index, follow, max-snippet:-1, max-image-preview:large, max-video-preview:-1\" \/>\n<link rel=\"canonical\" href=\"https:\/\/datascientest.com\/de\/python-dekorateure-tipps-fuer-fortgeschrittene\" 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