{"product_id":"dp-604t00-implement-a-data-science-and-machine-learning-solution-for-ai-with-microsoft-fabric-helix-software-defined-lab","title":"DP-604T00: Implement a Data Science and Machine Learning Solution for AI with Microsoft Fabric — Helix Software-Defined Lab","description":"\u003ch2 data-pm-slice=\"1 3 []\"\u003e\u003cspan\u003ePractice Data Science and Machine Learning with Microsoft Fabric Through High-Fidelity Simulation\u003c\/span\u003e\u003c\/h2\u003e\n\u003cp\u003e\u003cspan\u003eThe \u003c\/span\u003e\u003cstrong\u003e\u003cspan\u003eDP-604T00 Helix Software-Defined Lab\u003c\/span\u003e\u003c\/strong\u003e\u003cspan\u003e gives learners an interactive way to practice implementing data science and machine learning solutions using Microsoft Fabric directly in their browser.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003eLearners complete realistic, carefully designed exercises covering \u003c\/span\u003edata exploration, data preparation, machine learning model development, training, evaluation, and prediction\u003cspan\u003e. High-fidelity screens, interactive hotspots, and responsive interface elements closely recreate key experiences within Microsoft Fabric, including data science workspaces, notebooks, and machine learning tools.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003eThere is no virtual machine to launch and no Microsoft Fabric subscription, live environment, or temporary cloud credentials to manage. The lab opens quickly in the browser, allowing learners to focus on practicing the targeted skills.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch2\u003e\u003cspan\u003eWhat Learners Can Practice\u003c\/span\u003e\u003c\/h2\u003e\n\u003cp\u003e\u003cspan\u003eDepending on the exercises included in the course, learners may practice workflows related to:\u003c\/span\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cspan\u003eCreating and configuring Microsoft Fabric workspaces for data science projects\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eExploring and preparing data using Microsoft Fabric lakehouses\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eWorking with notebooks and Apache Spark for data analysis\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eCleaning and transforming datasets for machine learning\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eExploring data patterns and relationships through data analysis\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eTraining machine learning models using Microsoft Fabric\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eUsing MLflow to track experiments and manage machine learning models\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eEvaluating model performance using appropriate metrics\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eComparing and refining machine learning models\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eGenerating predictions using trained models\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eExploring batch scoring and prediction workflows\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eNavigating Microsoft Fabric and following common data science and machine learning workflows\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch2\u003e\u003cspan\u003eWhy Choose a Helix Software-Defined Lab?\u003c\/span\u003e\u003c\/h2\u003e\n\u003ch3\u003e\u003cspan\u003eLearn by Doing\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp\u003e\u003cspan\u003eReinforce technical concepts through interactive exercises instead of passive instruction alone.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch3\u003e\u003cspan\u003ePractice Authentic Workflows\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp\u003e\u003cspan\u003eComplete tasks modeled on the interfaces, terminology, and processes used by data scientists and machine learning professionals working with Microsoft Fabric.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch3\u003e\u003cspan\u003eStart in the Browser\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp\u003e\u003cspan\u003eAccess the learning environment without provisioning a virtual machine or connecting to a live Microsoft Fabric environment.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch3\u003e\u003cspan\u003ePractice Safely\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp\u003e\u003cspan\u003eWork through guided scenarios without changing or affecting live datasets, machine learning models, or production environments.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch3\u003e\u003cspan\u003eRepeat Important Tasks\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp\u003e\u003cspan\u003eRevisit targeted workflows in a consistent environment to strengthen familiarity and confidence.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch3\u003e\u003cspan\u003eFocus on the Learning Objective\u003c\/span\u003e\u003c\/h3\u003e\n\u003cp\u003e\u003cspan\u003eEach experience is purpose-built around specific skills, helping learners concentrate on the tasks they need to master.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch2\u003e\u003cspan\u003eWho Is This Lab For?\u003c\/span\u003e\u003c\/h2\u003e\n\u003cp\u003e\u003cspan\u003eThis lab is designed for:\u003c\/span\u003e\u003c\/p\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cspan\u003eLearners preparing for Microsoft DP-604 training\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eCurrent or aspiring data scientists\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eMachine learning professionals developing AI solutions\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eData analysts expanding their skills in predictive analytics\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eDevelopers exploring machine learning with Microsoft Fabric\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eData engineers supporting data science and AI workloads\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eInstructors adding interactive practice to their courses\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eTraining providers delivering scalable technical education\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eOrganizations building data science and machine learning capabilities across their teams\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003ch2\u003e\u003cspan\u003eSoftware-Defined Labs and Live Labs\u003c\/span\u003e\u003c\/h2\u003e\n\u003cp\u003e\u003cspan\u003eHelix supports different types of hands-on learning for different objectives.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003e\u003cspan\u003eHelix Software-Defined Labs\u003c\/span\u003e\u003c\/strong\u003e\u003cspan\u003e provide focused, high-fidelity simulations for guided practice, repeatable exercises, and targeted skill development.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003e\u003cspan\u003eHelix Live Labs\u003c\/span\u003e\u003c\/strong\u003e\u003cspan\u003e connect learners to real technology environments and support open-ended exploration, configuration, experimentation, and troubleshooting.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cspan\u003eThe two experiences are complementary. This product is a \u003c\/span\u003eSoftware-Defined Lab delivered through simulation\u003cspan\u003e and does not provide access to a live Microsoft Fabric environment.\u003c\/span\u003e\u003c\/p\u003e\n\u003ch2\u003e\u003cspan\u003eThe Helix Learning Ecosystem\u003c\/span\u003e\u003c\/h2\u003e\n\u003cp\u003e\u003cspan\u003eHelix brings together XtremeLabs’ hands-on learning solutions, including Software-Defined Labs and live virtual machine–based labs. Through Helix Labs and Helix Exchange, learners, instructors, training providers, and organizations can access practical learning experiences across Microsoft Azure, Microsoft 365, Microsoft Copilot, Windows, and other technologies.\u003c\/span\u003e\u003c\/p\u003e\n\u003cp\u003e\u003cstrong\u003e\u003cspan\u003eOne hands-on learning ecosystem. Multiple ways to practice. The right environment for every skill.\u003c\/span\u003e\u003c\/strong\u003e\u003c\/p\u003e\n\u003ch1\u003e\u003cspan\u003ePRODUCT HIGHLIGHTS\u003c\/span\u003e\u003c\/h1\u003e\n\u003cul\u003e\n\u003cli\u003e\u003cspan\u003eHigh-fidelity Microsoft Fabric data science simulations\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eInteractive, scenario-based exercises\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eBrowser-based access\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eNo live Microsoft Fabric environment required\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eNo virtual machine provisioning\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eSafe, consistent learning experience\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003ePractice aligned with data science and machine learning workflows\u003c\/span\u003e\u003c\/li\u003e\n\u003cli\u003e\u003cspan\u003eDesigned for data scientists, machine learning professionals, and AI developers\u003c\/span\u003e\u003c\/li\u003e\n\u003c\/ul\u003e\n\u003cp style=\"background: white; margin: 0in 0in 7.5pt 0in;\"\u003e \u003c\/p\u003e\n\u003cp style=\"background: white; margin: 0in 0in 7.5pt 0in;\"\u003eLabs are available in English. \u003cbr\u003e\u003cbr\u003e\u003c\/p\u003e","brand":"XtremeLabs","offers":[{"title":"Default Title","offer_id":67992500174979,"sku":"DP-604-SDL","price":25.5,"currency_code":"USD","in_stock":true}],"thumbnail_url":"\/\/cdn.shopify.com\/s\/files\/1\/0559\/6083\/0083\/files\/helix-type-software-defined-lab.png?v=1792596569","url":"https:\/\/www.xtremelabs.io\/products\/dp-604t00-implement-a-data-science-and-machine-learning-solution-for-ai-with-microsoft-fabric-helix-software-defined-lab","provider":"XtremeLabs Marketplace","version":"1.0","type":"link"}