{"id":173970,"date":"2023-04-09T19:16:18","date_gmt":"2023-04-09T18:16:18","guid":{"rendered":"https:\/\/datascientest.com\/de\/?p=173970"},"modified":"2023-04-09T19:22:46","modified_gmt":"2023-04-09T18:22:46","slug":"data-science-tools-unsere-top-3","status":"publish","type":"post","link":"https:\/\/datascientest.com\/de\/data-science-tools-unsere-top-3","title":{"rendered":"Data Science Tools: Unsere Top 3!"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"173970\" class=\"elementor elementor-173970\" 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-26b43fd4 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"26b43fd4\" 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-414fe8bf\" data-id=\"414fe8bf\" 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-4f48f06c elementor-widget elementor-widget-heading\" data-id=\"4f48f06c\" 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\">Im Zeitalter von Big Data haben sich mehrere Berufe herausgebildet, darunter auch der des Data Scientist. \nWenn du noch nie von einem Data Scientist oder den verschiedenen data Science Tools geh\u00f6rt hast, solltest du diesen Artikel zuerst lesen.<\/h2>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-a8cfbfd elementor-widget elementor-widget-text-editor\" data-id=\"a8cfbfd\" 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><span style=\"color: #000000;\">Gehen wir von diesem Schema aus, um die verschiedenen Phasen zu sehen, die die Daten durchlaufen. Der Data Scientist wird vor allem in der letzten Phase t\u00e4tig sein. Wir werden auf die Werkzeuge eingehen, die in diesen Phasen verwendet werden, aber sie k\u00f6nnen sich von Unternehmen zu Unternehmen unterscheiden.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42652918 elementor-widget elementor-widget-heading\" data-id=\"42652918\" 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\">Data Science Tools zum Abrufen von Daten<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-39eae4e9 elementor-widget elementor-widget-text-editor\" data-id=\"39eae4e9\" 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>Der erste Schritt ist das Sammeln von Daten durch Datenquellen. Es ist \u00fcblich, hier die f\u00fchrende Sprache der Data Science zu finden: Python, um diese Daten zu sammeln. Es ist auch m\u00f6glich, <a href=\"https:\/\/datascientest.com\/de\/web-scraping-theorie-und-anwendung-fuer-jedermann\">Webscraping<\/a> zu betreiben, um Daten von Webseiten \u00fcber <a href=\"https:\/\/pypi.org\/project\/selenium\/\">Selenium<\/a> abzurufen.<\/p><p>Du kannst auch Unternehmensdaten \u00fcber die Sprache SQL abfragen.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-53bb873f elementor-widget elementor-widget-heading\" data-id=\"53bb873f\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Verwendete Data Science Tools<\/h4>\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-14e8e1cf e-flex e-con-boxed e-con\" data-id=\"14e8e1cf\" 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-75b869ce e-con-full e-flex e-con\" data-id=\"75b869ce\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-315c0bc2 elementor-widget elementor-widget-image\" data-id=\"315c0bc2\" 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=\"800\" height=\"836\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image3-1-980x1024.png\" class=\"attachment-large size-large wp-image-173974\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image3-1-980x1024.png 980w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image3-1-287x300.png 287w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image3-1-768x802.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image3-1-1470x1536.png 1470w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image3-1.png 1826w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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<div class=\"elementor-element elementor-element-4a49e2ce e-con-full e-flex e-con\" data-id=\"4a49e2ce\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-4e9143b5 elementor-widget elementor-widget-image\" data-id=\"4e9143b5\" 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=\"740\" height=\"485\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image4.png\" class=\"attachment-large size-large wp-image-173975\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image4.png 740w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image4-300x197.png 300w\" sizes=\"(max-width: 740px) 100vw, 740px\" \/>\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<div class=\"elementor-element elementor-element-66cc94fd e-con-full e-flex e-con\" data-id=\"66cc94fd\" data-element_type=\"container\" data-settings=\"{&quot;content_width&quot;:&quot;full&quot;}\">\n\t\t\t\t<div class=\"elementor-element elementor-element-7d1de29 elementor-widget elementor-widget-image\" data-id=\"7d1de29\" 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=\"400\" height=\"400\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image9.png\" class=\"attachment-large size-large wp-image-173976\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image9.png 400w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image9-300x300.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image9-150x150.png 150w\" sizes=\"(max-width: 400px) 100vw, 400px\" \/>\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\t\t<section class=\"elementor-section elementor-top-section elementor-element elementor-element-1b1b17e8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"1b1b17e8\" 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-28f07cef\" data-id=\"28f07cef\" 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-398fc44c elementor-widget elementor-widget-heading\" data-id=\"398fc44c\" 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\">Was ist Visualisierung? Die besten Data Science Tools<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-2dd70c85 elementor-widget elementor-widget-text-editor\" data-id=\"2dd70c85\" 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; color: #000000;\"><a href=\"https:\/\/datascientest.com\/de\/datenvisualisierung-mit-plotly\">Data Science Tools zur Datenvisualisierung<\/a> erm\u00f6glichen es Dir, versteckte Informationen in deinen Daten zu entdecken und Trends innerhalb deines <a href=\"https:\/\/datascientest.com\/de\/datasets-top-5-websites-fuer-qualitativ-hochwertige-datensaetze\">Datensatzes<\/a> zu erkennen. Matplotlib und Seaborn sind die allt\u00e4glichen <strong>Data Science Tools eines Data Scientists.<\/strong><\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Die Visualisierung erm\u00f6glicht es dir, deinen Daten auf einen Blick einen Sinn zu geben. Es ist ein schneller Weg, um Informationen durch visuelle Exploration, zuverl\u00e4ssige Berichte und Informationsaustausch zu erhalten.<\/span><\/p><p><span style=\"font-weight: 400; color: #000000;\">Alle Arten von Nutzern k\u00f6nnen so der wachsenden Anzahl von Daten in deinem Unternehmen einen Sinn geben. Durch Visualisierung ist das Gehirn in der Lage, gro\u00dfe Mengen an Informationen zu verarbeiten, aufzunehmen und zu interpretieren.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-3443b0ee elementor-widget elementor-widget-heading\" data-id=\"3443b0ee\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Verwendete Data Science Tools:<\/h4>\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-64b9e9b0 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"64b9e9b0\" 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-33 elementor-top-column elementor-element elementor-element-23d10c80\" data-id=\"23d10c80\" 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-352f253c elementor-widget elementor-widget-image\" data-id=\"352f253c\" 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=\"512\" height=\"182\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image10.png\" class=\"attachment-large size-large wp-image-173977\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image10.png 512w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image10-300x107.png 300w\" sizes=\"(max-width: 512px) 100vw, 512px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-7c8adc\" data-id=\"7c8adc\" 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-340c6c3a elementor-widget elementor-widget-image\" data-id=\"340c6c3a\" 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=\"800\" height=\"400\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image2-1.png\" class=\"attachment-large size-large wp-image-173978\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image2-1.png 800w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image2-1-300x150.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image2-1-768x384.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-1ad3d9fb\" data-id=\"1ad3d9fb\" 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-7605aec4 elementor-widget elementor-widget-image\" data-id=\"7605aec4\" 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=\"660\" height=\"794\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image15.png\" class=\"attachment-large size-large wp-image-173979\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image15.png 660w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image15-249x300.png 249w\" sizes=\"(max-width: 660px) 100vw, 660px\" \/>\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\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-3223ef76 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3223ef76\" 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-24798ef2\" data-id=\"24798ef2\" 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-60bb0daa elementor-widget elementor-widget-heading\" data-id=\"60bb0daa\" 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\">Data Science Tools zur Datenanalyse \/ Preprocessing<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-203ea4fd elementor-widget elementor-widget-text-editor\" data-id=\"203ea4fd\" 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>Die Datenverarbeitung mit Data Science Tools wird normalerweise von einem <a href=\"https:\/\/datascientest.com\/de\/weiterbildung-data-scientist\">Data Scientist (oder einem Team von Data Scientists)<\/a> durchgef\u00fchrt. Es ist wichtig, dass sie richtig durchgef\u00fchrt wird, damit sie sich nicht negativ auf die nachfolgenden Schritte auswirkt.<\/p><p>Bei der Arbeit mit Rohdaten wandelt der Datenwissenschaftler diese in eine besser lesbare Form um, indem er ihnen das Format und den Kontext gibt, die sie ben\u00f6tigen, um von <a href=\"https:\/\/datascientest.com\/de\/deep-learning-vs-machine-learning\">Machine Learning- oder Deep Learning-Modellen<\/a> interpretiert und verwendet werden zu k\u00f6nnen.<\/p><p>Obwohl man naiverweise annehmen k\u00f6nnte, dass eine gro\u00dfe Anzahl von Daten ausreicht, um einen leistungsf\u00e4higen Algorithmus zu erhalten, sind die uns zur Verf\u00fcgung stehenden Daten meistens nicht geeignet und m\u00fcssen vorab bearbeitet werden, um sie dann verwenden zu k\u00f6nnen: das ist der Schritt des Preprocessing.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-42bd5903 elementor-widget elementor-widget-heading\" data-id=\"42bd5903\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Verwendete Data Science Tools:<\/h4>\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-748c39da elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"748c39da\" 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-33 elementor-top-column elementor-element elementor-element-2275b506\" data-id=\"2275b506\" 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-327dcc8e elementor-widget elementor-widget-image\" data-id=\"327dcc8e\" 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=\"800\" height=\"663\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image6-1024x849.png\" class=\"attachment-large size-large wp-image-173980\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image6-1024x849.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image6-300x249.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image6-768x637.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image6.png 1179w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-1c6d3259\" data-id=\"1c6d3259\" 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-219da595 elementor-widget elementor-widget-image\" data-id=\"219da595\" 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=\"700\" height=\"754\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image17.png\" class=\"attachment-large size-large wp-image-173981\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image17.png 700w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image17-279x300.png 279w\" sizes=\"(max-width: 700px) 100vw, 700px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-22a5322a\" data-id=\"22a5322a\" 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-4056111a elementor-widget elementor-widget-image\" data-id=\"4056111a\" 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=\"481\" height=\"201\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image8.png\" class=\"attachment-large size-large wp-image-173982\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image8.png 481w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image8-300x125.png 300w\" sizes=\"(max-width: 481px) 100vw, 481px\" \/>\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\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-3f9fbc6a elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"3f9fbc6a\" 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-6fe50670\" data-id=\"6fe50670\" 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-7641c5d1 elementor-widget elementor-widget-heading\" data-id=\"7641c5d1\" 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\">Data Science Tools f\u00fcr das Modeling<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5a9ccfb2 elementor-widget elementor-widget-text-editor\" data-id=\"5a9ccfb2\" 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><strong>Modellierung<\/strong> ist eine Methode, um Ph\u00e4nomene zu modellieren, um strategische Entscheidungen zu treffen.<\/p><p><strong>Modellieren<\/strong> bedeutet, das Verhalten eines Ph\u00e4nomens darzustellen, um bei der L\u00f6sung eines konkreten Unternehmensproblems helfen zu k\u00f6nnen.<\/p><p>Beim<strong> maschinellen Lernen<\/strong> baut der Algorithmus auf einer &#8222;internen Repr\u00e4sentation&#8220; auf, damit er die ihm gestellte Aufgabe (Vorhersage, Identifizierung usw.) erf\u00fcllen kann.<\/p><p>Dazu muss er zun\u00e4chst einen Datensatz mit Beispielen eingeben, damit er trainieren und sich verbessern kann, daher das Wort Lernen. Dieser Datensatz wird Trainingssatz genannt. Ein Eintrag in den Datensatz kann als Instanz oder als Beobachtung bezeichnet werden.<\/p><p>Es gibt also zwei m\u00f6gliche Arten zu modellieren:<\/p><ol><li>Um zu analysieren und zu erkl\u00e4ren<\/li><li>Um vorherzusagen<\/li><\/ol><p>Diese beiden Dimensionen k\u00f6nnen in unterschiedlichem Ausma\u00df vorhanden sein: Es ist nicht nur die eine oder die andere.<\/p><p>Aber es gibt eine Spannung zwischen ihnen: Die Modelle mit den meisten Vorhersagen sind in der Regel nicht die mit den meisten Erkl\u00e4rungen und umgekehrt.<\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6dceaf3e elementor-widget elementor-widget-heading\" data-id=\"6dceaf3e\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Verwendete Data Science Tools:<\/h4>\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-13983873 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"13983873\" 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-25 elementor-top-column elementor-element elementor-element-3945dc29\" data-id=\"3945dc29\" 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-388d4bdd elementor-widget elementor-widget-image\" data-id=\"388d4bdd\" 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=\"800\" height=\"459\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image12-1024x588.png\" class=\"attachment-large size-large wp-image-173983\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image12-1024x588.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image12-300x172.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image12-768x441.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image12-1536x882.png 1536w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image12.png 1639w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-6031e376\" data-id=\"6031e376\" 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-349b6bc4 elementor-widget elementor-widget-image\" data-id=\"349b6bc4\" 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=\"800\" height=\"428\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image13-1024x548.png\" class=\"attachment-large size-large wp-image-173984\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image13-1024x548.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image13-300x160.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image13-768x411.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image13-1536x821.png 1536w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image13.png 1799w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-a23574c\" data-id=\"a23574c\" 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-25e5f5de elementor-widget elementor-widget-image\" data-id=\"25e5f5de\" 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=\"800\" height=\"197\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image14.png\" class=\"attachment-large size-large wp-image-173985\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image14.png 952w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image14-300x74.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image14-768x189.png 768w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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<div class=\"elementor-column elementor-col-25 elementor-top-column elementor-element elementor-element-6c620057\" data-id=\"6c620057\" 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-7e28a543 elementor-widget elementor-widget-image\" data-id=\"7e28a543\" 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=\"800\" height=\"337\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image11-1024x431.png\" class=\"attachment-large size-large wp-image-173986\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image11-1024x431.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image11-300x126.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image11-768x323.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image11.png 1484w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\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-72f40169 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"72f40169\" 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-67c35580\" data-id=\"67c35580\" 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-5ccd4a5f elementor-widget elementor-widget-heading\" data-id=\"5ccd4a5f\" 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\">Data Science Tools f\u00fcr das Rollout (MLOps)<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6638fed3 elementor-widget elementor-widget-text-editor\" data-id=\"6638fed3\" 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><a href=\"https:\/\/datascientest.com\/de\/mlops\">MLOps<\/a> ist die Abk\u00fcrzung f\u00fcr Machine Learning Operations. Die Definition von MLOps ist eine Reihe von Praktiken und Werkzeugen, die in den Bereich Data fallen. Es ist eine Spezialisierung des Berufs des Data Scientists.<\/p><ul><li>ML f\u00fcr Machine Learning<\/li><li>Ops f\u00fcr Operations.<\/li><\/ul><p>Die Entwicklung von <strong>MLOps-Methoden<\/strong> ist eine Antwort auf den wachsenden Bedarf von Unternehmen, Datenprojekte durchzuf\u00fchren, indem sie effektive Methoden f\u00fcr die Entwicklung, den Einsatz und die Kontrolle eines Machine-Learning-Systems anwenden.<\/p><p>Die Werkzeuge und Praktiken von <strong>Machine Learning Operations<\/strong> dienen in erster Linie dazu, die Produktivit\u00e4t eines Unternehmens zu steigern, indem m\u00f6glichst viele Projekte mithilfe von Daten nutzbar gemacht werden.<\/p><p>Denn MLOps optimiert jede Produktionsfreigabe, indem es den \u00dcbergang vom Konzeptmodus zum tats\u00e4chlichen Projekt erleichtert. Es \u00fcberwacht und aktualisiert kontinuierlich den zu verfolgenden Prozess anhand neuer Daten. Man spricht von einer &#8222;datengetriebenen&#8220; Strategie.<\/p><p>MLOps ist vor allem eine Kultur, die es zu entwickeln gilt. Eine Kultur, die sich auf die F\u00e4higkeit st\u00fctzt, den gesamten Lebenszyklus eines <strong>Modells zu automatisieren und zu beeinflussen.<\/strong><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-54203e42 elementor-widget elementor-widget-heading\" data-id=\"54203e42\" data-element_type=\"widget\" data-widget_type=\"heading.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<h4 class=\"elementor-heading-title elementor-size-default\">Verwendete Data Science Tools:<\/h4>\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-4c0521d8 elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"4c0521d8\" 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-33 elementor-top-column elementor-element elementor-element-18eec846\" data-id=\"18eec846\" 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-dc4c494 elementor-widget elementor-widget-image\" data-id=\"dc4c494\" 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=\"800\" height=\"684\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image7-1024x876.png\" class=\"attachment-large size-large wp-image-173987\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image7-1024x876.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image7-300x257.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image7-768x657.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image7.png 1316w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\t<\/div>\n\t\t<\/div>\n\t\t\t\t<div class=\"elementor-column elementor-col-33 elementor-top-column elementor-element elementor-element-d757352\" data-id=\"d757352\" 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-539df8ea elementor-widget elementor-widget-image\" data-id=\"539df8ea\" 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=\"512\" height=\"512\" 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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=\"800\" height=\"249\" src=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image16-1024x319.png\" class=\"attachment-large size-large wp-image-173989\" alt=\"\" srcset=\"https:\/\/datascientest.com\/de\/files\/2023\/04\/image16-1024x319.png 1024w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image16-300x93.png 300w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image16-768x239.png 768w, https:\/\/datascientest.com\/de\/files\/2023\/04\/image16.png 1382w\" sizes=\"(max-width: 800px) 100vw, 800px\" \/>\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\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-6493b4fe elementor-section-boxed elementor-section-height-default elementor-section-height-default\" data-id=\"6493b4fe\" 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-4d7184c4\" data-id=\"4d7184c4\" 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-4bd13c72 elementor-widget elementor-widget-heading\" data-id=\"4bd13c72\" 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\">Fazit<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-611bdf4f elementor-widget elementor-widget-text-editor\" data-id=\"611bdf4f\" 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; color: #000000;\">Wenn du lernen m\u00f6chtest, wie Du all die Data Science Tools, die Du gerade gesehen hast, nutzen kannst, dann schau Dir die Details der Data Scientist-Ausbildung bei DataScientest an.<\/span><\/p>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5b2cd9a1 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"5b2cd9a1\" data-element_type=\"widget\" data-widget_type=\"button.default\">\n\t\t\t\t<div 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data-widget_type=\"html.default\">\n\t\t\t\t<div class=\"elementor-widget-container\">\n\t\t\t<script type=\"application\/ld+json\">.\n{\n  \"@context\": \"https:\/\/schema.org\",\n  \"@type\": \"FAQPage\",\n  \"mainEntity\": [{{\n    \"@type\": \"Frage\",\n    \"name\": \"Was ist Datenanalyse \/ Preprocessing\",\n    \"acceptedAnswer\": {\n      \"@type\": \"Answer\",\n      \"text\": \"Die Datenverarbeitung wird normalerweise von einem Datenwissenschaftler (oder einem Team von Datenwissenschaftlern) durchgef\u00fchrt. 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Gehen wir von diesem Schema aus, um die verschiedenen Phasen zu sehen, die die Daten durchlaufen. Der [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":173971,"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>Data Science Tools: Unsere Top 3!<\/title>\n<meta name=\"description\" content=\"Was sind die besten Data Science Tools ? 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