{"id":172746,"date":"2023-11-02T09:18:46","date_gmt":"2023-11-02T08:18:46","guid":{"rendered":"https:\/\/datascientest.com\/en\/?p=172746"},"modified":"2023-11-02T09:19:28","modified_gmt":"2023-11-02T08:19:28","slug":"mastering-the-dp-100-exam-your-path-to-success","status":"publish","type":"post","link":"https:\/\/datascientest.com\/en\/mastering-the-dp-100-exam-your-path-to-success","title":{"rendered":"Mastering the DP-100 Exam: Your Path to Success"},"content":{"rendered":"\t\t<div data-elementor-type=\"wp-post\" data-elementor-id=\"172746\" class=\"elementor elementor-172746\" data-elementor-post-type=\"post\">\n\t\t\t\t\t\t\t<div class=\"elementor-element elementor-element-3042a2cb e-flex e-con-boxed e-con\" data-id=\"3042a2cb\" 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-603c4695 elementor-widget elementor-widget-heading\" data-id=\"603c4695\" 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\">The DP-100 certificate is a title given to experts excelling in Data Science and Machine Learning (ML). This means they can train and deploy solutions on Azure (Designing and Implementing a Data Science Solution on Azure), and among other things, run Machine Learning workloads on Azure with Azure ML Service. This involves knowing how to plan and generate a relevant work parameter for Data Science workloads on Azure.<\/h2>\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-1b11fef6 e-flex e-con-boxed e-con\" data-id=\"1b11fef6\" 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-11d0624d elementor-widget elementor-widget-heading\" data-id=\"11d0624d\" 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\">Prerequisites for DP-100 Exam<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6938b0f0 elementor-widget elementor-widget-text-editor\" data-id=\"6938b0f0\" 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>Before taking the DP-100 exam, each candidate needs to know a few things:<\/p><ol><li>Fundamentals of <a href=\"https:\/\/datascientest.com\/en\/microsoft-azure-empower-yourself-with-knowledge\">Azure services<\/a><\/li><li>Experience in the Python language for working with data, using libraries such as Numpy, Pandas and <a href=\"https:\/\/datascientest.com\/en\/matplotlib-master-data-visualization-in-python\">Matplotlib.<\/a><\/li><li>Understanding of Data Science to prepare data and train machine learning models using popular ML libraries such as Scikit-Learn, <a href=\"https:\/\/datascientest.com\/en\/pytorch-all-about-this-framework\">PyTorch<\/a> or Tensorflow.<\/li><\/ol>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t<div class=\"elementor-element elementor-element-285f295e e-flex e-con-boxed e-con\" data-id=\"285f295e\" 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-10b49d08 elementor-widget elementor-widget-heading\" data-id=\"10b49d08\" 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\">DP-100 Exam topics<\/h3>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-1ab0a750 elementor-widget elementor-widget-text-editor\" data-id=\"1ab0a750\" 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;\">The following areas are the main subjects on which the knowledge required to acquire the Microsoft DP-100 certificate is measured.<\/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-692960a2 elementor-widget elementor-widget-heading\" data-id=\"692960a2\" 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-medium\">1. Setting up an Azure Machine Learning workspace<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-5045c4fa elementor-widget elementor-widget-text-editor\" data-id=\"5045c4fa\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\">Create an Azure Machine Learning workspace (create an Azure Machine Learning workspace in Azure ML Studio).<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Create and manage databases and <a href=\"https:\/\/datascientest.com\/en\/datasets-top-5-places-to-find-quality-datasets\">datasets (registering databases and creating datasets).<\/a><\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Create computational targets for deploying ML workloads and for experimentation.<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-71e47248 elementor-widget elementor-widget-heading\" data-id=\"71e47248\" 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-medium\">2. Running experiments and training models<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6f6aa951 elementor-widget elementor-widget-text-editor\" data-id=\"6f6aa951\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\">Create ML models using the Azure ML Designer (automate a Microsoft Certified Azure Data Scientist Associate pipeline using a designer).<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Run training scripts in an Azure ML workspace (create and run an experiment using the Azure ML SDK, use data from a dataset, configure script execution parameters, etc.).<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Generate metrics, retrieve experiment results and troubleshoot experiment execution (this involves covering log metrics generated from an experiment execution and displaying experiment output).<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-6789760 elementor-align-center button-principale elementor-widget elementor-widget-button\" data-id=\"6789760\" 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\/formation-microsoft-azure\">\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\">D\u00e9couvrir notre formation Azure<\/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<div class=\"elementor-element elementor-element-5829b776 elementor-widget elementor-widget-heading\" data-id=\"5829b776\" 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-medium\">3. Optimization and model management<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-4cceca82 elementor-widget elementor-widget-text-editor\" data-id=\"4cceca82\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\"><a href=\"https:\/\/datascientest.com\/en\/data-poisoning-a-threat-to-machine-learning-models\">Create an ML model<\/a> using Azure ML Studio&#8217;s automated Machine Learning and the Azure ML SDK.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Set hyperparameters using hyperdrive (define hyperparameter values for the model, select sampling methods, etc.).<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Interpret each model and generate data by importance of its characteristics (selection of a model and data interpreter).<br \/>Record and monitor the model to avoid data drift (record the trained model and monitor for data drift).<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-27383fe1 elementor-widget elementor-widget-heading\" data-id=\"27383fe1\" 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-medium\">4. Deploying and using ML models<\/h4>\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t<div class=\"elementor-element elementor-element-7eed5e5e elementor-widget elementor-widget-text-editor\" data-id=\"7eed5e5e\" 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<ul><li style=\"font-weight: 400;\" aria-level=\"1\">Create compute targets for production (focus on security for deployed services and evaluation of compute options).<br \/>Deploy the ML model as a service (configure deployment parameters, use deployed services, etc.).<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Create and run a batch inference pipeline (create a batch inference pipeline and obtain outputs.<\/li><li style=\"font-weight: 400;\" aria-level=\"1\">Deploy a designer pipeline as a Web service (create a compute target resource and use the deployed endpoint).<\/li><\/ul>\t\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t<\/div>\n\t\t\t\t<\/div>\n\t\t\t\t\t\t\t<\/div>\n\t\t","protected":false},"excerpt":{"rendered":"<p>The DP-100 certificate is a title given to experts excelling in Data Science and Machine Learning (ML). This means they can train and deploy solutions on Azure (Designing and Implementing a Data Science Solution on Azure), and among other things, run Machine Learning workloads on Azure with Azure ML Service. This involves knowing how to [&hellip;]<\/p>\n","protected":false},"author":67,"featured_media":172748,"comment_status":"open","ping_status":"open","sticky":false,"template":"elementor_theme","format":"standard","meta":{"content-type":"","inline_featured_image":false},"categories":[2425],"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>Mastering the DP-100 Exam: Your Path to Success<\/title>\n<meta name=\"description\" content=\"Discover expert tips and strategies for acing the DP-100 certification exam. Learn how to prepare effectively, understand key concepts, and gain the confidence you need to pass with flying colors and excel in the world of data science.\" \/>\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\/en\/mastering-the-dp-100-exam-your-path-to-success\" \/>\n<meta property=\"og:locale\" content=\"en_GB\" \/>\n<meta property=\"og:type\" content=\"article\" \/>\n<meta property=\"og:title\" content=\"Mastering the DP-100 Exam: Your Path to Success\" \/>\n<meta property=\"og:description\" content=\"The DP-100 certificate is a title given to experts excelling in Data Science and Machine Learning (ML). This means they can train and deploy solutions on\" \/>\n<meta property=\"og:url\" content=\"https:\/\/datascientest.com\/en\/mastering-the-dp-100-exam-your-path-to-success\" \/>\n<meta property=\"og:site_name\" content=\"Data Science Courses | DataScientest\" \/>\n<meta property=\"article:publisher\" content=\"https:\/\/www.facebook.com\/DataScientestEN\" \/>\n<meta property=\"article:published_time\" content=\"2023-11-02T08:18:46+00:00\" \/>\n<meta property=\"article:modified_time\" content=\"2023-11-02T08:19:28+00:00\" \/>\n<meta property=\"og:image\" content=\"https:\/\/datascientest.com\/en\/files\/2023\/11\/dp-100-exam-1024x412-1.jpg\" \/>\n\t<meta property=\"og:image:width\" content=\"1024\" \/>\n\t<meta property=\"og:image:height\" content=\"412\" \/>\n\t<meta property=\"og:image:type\" content=\"image\/jpeg\" \/>\n<meta name=\"author\" content=\"Melanie\" \/>\n<meta name=\"twitter:card\" content=\"summary_large_image\" \/>\n<meta name=\"twitter:creator\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:site\" content=\"@DataScientest__\" \/>\n<meta name=\"twitter:label1\" content=\"Written by\" \/>\n\t<meta name=\"twitter:data1\" content=\"Melanie\" \/>\n\t<meta name=\"twitter:label2\" content=\"Estimated reading time\" \/>\n\t<meta name=\"twitter:data2\" content=\"2 minutes\" \/>\n<script type=\"application\/ld+json\" class=\"yoast-schema-graph\">{\"@context\":\"https:\/\/schema.org\",\"@graph\":[{\"@type\":\"Article\",\"@id\":\"https:\/\/datascientest.com\/en\/mastering-the-dp-100-exam-your-path-to-success#article\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/mastering-the-dp-100-exam-your-path-to-success\"},\"author\":{\"name\":\"Melanie\",\"@id\":\"https:\/\/datascientest.com\/en\/#\/schema\/person\/19d5f7ade9407eb69af3bf6d1ae1731d\"},\"headline\":\"Mastering the DP-100 Exam: Your Path to Success\",\"datePublished\":\"2023-11-02T08:18:46+00:00\",\"dateModified\":\"2023-11-02T08:19:28+00:00\",\"mainEntityOfPage\":{\"@id\":\"https:\/\/datascientest.com\/en\/mastering-the-dp-100-exam-your-path-to-success\"},\"wordCount\":422,\"commentCount\":0,\"publisher\":{\"@id\":\"https:\/\/datascientest.com\/en\/#organization\"},\"articleSection\":[\"Data Science\"],\"inLanguage\":\"en-GB\",\"potentialAction\":[{\"@type\":\"CommentAction\",\"name\":\"Comment\",\"target\":[\"https:\/\/datascientest.com\/en\/mastering-the-dp-100-exam-your-path-to-success#respond\"]}],\"copyrightYear\":\"2023\",\"copyrightHolder\":{\"@id\":\"https:\/\/datascientest.com\/#organization\"}},{\"@type\":\"WebPage\",\"@id\":\"https:\/\/datascientest.com\/en\/mastering-the-dp-100-exam-your-path-to-success\",\"url\":\"https:\/\/datascientest.com\/en\/mastering-the-dp-100-exam-your-path-to-success\",\"name\":\"Mastering the DP-100 Exam: Your Path to Success\",\"isPartOf\":{\"@id\":\"https:\/\/datascientest.com\/en\/#website\"},\"datePublished\":\"2023-11-02T08:18:46+00:00\",\"dateModified\":\"2023-11-02T08:19:28+00:00\",\"description\":\"Discover expert tips and strategies for acing the DP-100 certification exam. 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