Azure Machine Learning in Visual Studio Code

<!DOCTYPE html> <html lang="en"> <head> <meta charset="UTF-8" /> <meta name="awa-expId" content="vscw_aaflight1016_treatment:103440;" /> <meta name="awa-env" content="prod" /> <meta name="viewport" content="width=device-width, initial-scale=1.0"> <meta name="google-site-verification" content="hNs7DXrTySP_X-0P_AC0WulAXvUwgSXEmgfcO2r79dw" />  <meta name="twitter:card" content="summary_large_image" /> <meta name="twitter:site" content="@code" /> <meta name="description" content="Learn how to build machine learning applications in Azure Machine Learning using the Visual Studio Code extension" /> <meta name="keywords" content="" /> <meta name="ms.prod" content="vs-code" /> <meta name="ms.TOCTitle" content="Azure Machine Learning" /> <meta name="ms.ContentId" content="47979929-10b2-4e4d-acf3-00b32893ad1b" /> <meta name="ms.date" content="1/9/2023" /> <meta name="ms.topic" content="conceptual" />  <meta name="twitter:card" content="summary_large_image" /> <meta property="og:url" content="https://code.visualstudio.com/docs/datascience/azure-machine-learning" /> <meta property="og:type" content="article" /> <meta property="og:title" content="Azure Machine Learning in Visual Studio Code" /> <meta property="og:description" content="Learn how to build machine learning applications in Azure Machine Learning using the Visual Studio Code extension" /> <meta property="og:image" content="https://code.visualstudio.com/assets/docs/datascience/tutorial/python-social.png" /> <link rel="shortcut icon" href="/favicon.ico" sizes="128x128" /> <link rel="apple-touch-icon" href="/apple-touch-icon.png"> <title>Azure Machine Learning in Visual Studio Code</title> <link rel="stylesheet" href="/vendor/bootstrap/css/bootstrap.min.css"> <link rel="stylesheet" href="/dist/v2/style.css"> <script src="https://consentdeliveryfd.azurefd.net/mscc/lib/v2/wcp-consent.js"></script> <script type="text/javascript" src="https://js.monitor.azure.com/scripts/c/ms.analytics-web-4.min.js"></script> <script type="text/javascript"> // Leave as var; siteConsent is initialized and referenced elsewhere. var siteConsent = null; const GPC_DataSharingOptIn = false; WcpConsent.onInitCallback(function () { window.appInsights = new oneDS.ApplicationInsights(); window.appInsights.initialize({ instrumentationKey: "1a3eb3104447440391ad5f2a6ee06a0a-62879566-bc58-4741-9650-302bf2af703f-7103", propertyConfiguration: { userConsented: false, gpcDataSharingOptIn: false, callback: { userConsentDetails: siteConsent ? siteConsent.getConsent : undefined }, }, cookieCfg: { ignoreCookies: ["MSCC"] }, webAnalyticsConfiguration:{ // Web Analytics Plugin configuration urlCollectQuery: true, urlCollectHash: true, autoCapture: { scroll: true, pageView: true, onLoad: true, onUnload: true, click: true, resize: true, jsError: true } } }, []); window.appInsights.getPropertyManager().getPropertiesContext().web.gpcDataSharingOptIn = GPC_DataSharingOptIn; }); </script> <link rel="alternate" type="application/atom+xml" title="RSS Feed for code.visualstudio.com" href="/feed.xml" /> </head> <body >  <script> function setTheme(themeName) { if (themeName === 'dark') { document.documentElement.removeAttribute('data-theme'); // dark is default, so no data-theme attribute needed } if (themeName === 'light') { document.documentElement.setAttribute('data-theme', themeName); } return; } // Determine initial theme: user preference or system preference let theme = localStorage.getItem('theme') || (window.matchMedia('(prefers-color-scheme: dark)').matches ? 'dark' : 'light'); setTheme(theme); // Apply the initial theme // Listen for changes in the system theme preference window.matchMedia('(prefers-color-scheme: dark)').addListener(e => { if (!localStorage.getItem('theme')) { // Only if no user preference is saved setTheme(e.matches ? 'dark' : 'light'); } }); </script> <div id="main"> <div class="navbar-fixed-container"> <div class="navbar navbar-inverse navbar-fixed-top " data-spy="affix" data-offset-top="1"> <div id='cookie-banner'></div> <nav role="navigation" aria-label="Top Level"> <div class="container"> <div class="nav navbar-header"> <a class="navbar-brand" href="/"><span>Visual Studio Code</span></a> <button type="button" class="navbar-toggle" data-toggle="collapse" data-target=".navbar-collapse" aria-label="Expand and Collapse Menu"> <span class="icon-bar"></span> <span class="icon-bar"></span> <span class="icon-bar"></span> </button> </div> <div class="navbar-collapse collapse"> <ul class="nav navbar-nav navbar-left"> <li class="active" ><a id="nav-docs" href="/docs">Docs</a></li> <li ><a id="nav-updates" href="/updates">Updates</a></li> <li ><a id="nav-blogs" href="/blogs">Blog</a></li> <li ><a id="nav-extend" href="/api">API</a></li> <li><a href="https://marketplace.visualstudio.com/VSCode" target="_blank" rel="noopener" id="nav-extensions">Extensions</a></li> <li ><a id="nav-faqs" href="/docs/supporting/faq">FAQ</a></li> <li class='search visible-xs visible-sm' ><a href="/Search">Search</a></li> <li ><a id="nav-copilot" href="/docs/copilot/overview">GitHub Copilot</a></li> </ul> </ul> <ul class="nav navbar-nav navbar-right" role="presentation"> <li> <button type="button" class="theme-switch" id="theme-toggle"> <img class="theme-icon-light" src="/assets/icons/theme-light.svg" alt="Switch to the dark theme" /> <img class="theme-icon-dark" src="/assets/icons/theme-dark.svg" alt="Switch to the light theme" /> </button> </li> <li> <a href="/Search" title="Search" class="btn search-btn" id="nav-search"> <img class="search-icon-light" src="/assets/icons/search.svg" width="16px" height="16px" alt="Search" /> <img class="search-icon-dark" src="/assets/icons/search-dark.svg" width="16px" height="16px" alt="Search" /> </a> </li> <li class="search" role="presentation"> <form class="nav-search search-form" role="search" aria-label="Search"> <div class="input-group" role="presentation"> <input type="text" name="q" class="search-box form-control" placeholder="Search Docs" aria-label="Search text"/> <span class="input-group-btn"> <button tabindex="0" class="btn" type="submit" aria-label="Search"> <img class="search-icon-dark" src="/assets/icons/search-dark.svg" alt="Search" /> <img class="search-icon-light" src="/assets/icons/search.svg" alt="Search" /> </button> </span> </div> </form> </li>  <li><a class="link-button" href="/Download" id="nav-download"> <span>Download</span></a></li> </ul> </div> </div> </nav> </div> </div> <div class="updates-banner "> <div class="container"> <p class="message"><a href="/updates" id="banner-link-updates">Version 1.95</a> is now available! Read about the new features and fixes from October.</p> </div> <div tabindex="0" role="button" title="Dismiss this update" class="dismiss-btn" id="banner-dismiss-btn"><span class="sr-only">Dismiss this update</span><span aria-hidden="true" class="glyph-icon"></span></div> </div>   <div id="main-content"> <script> function closeReportIssue() { var element = document.getElementById('surveypopup'); element.parentElement.removeChild(element); } function reportIssue(tutorial, page) { var div = document.createElement('div'); div.innerHTML = '<div id="surveypopup" class="overlay visible"><div class="surveypopup"><div id="surveytitle">Tell us more<a href="javascript:void(0)" onclick="closeReportIssue()">X</a></div><div id="surveydiv"><iframe frameBorder="0" scrolling="0" src="https://www.research.net/r/PWZWZ52?tutorial=' + tutorial + '&step=' + page + '"></iframe></div></div></div>'; document.body.appendChild(div.children[0]); } </script> <div class="container body-content docs"> <div class="row">  <div class="col-xs-12 col-md-2 docs-navbar-container"> <nav id="docs-navbar" aria-label="Topics" class="docs-nav visible-md visible-lg"> <ul class="nav" id="main-nav"> <li > <a class="docs-home" href="/docs" >Overview</a> </li> <li class="panel collapsed"> <a class="area" role="button" href="#setup-articles" data-parent="#main-nav" data-toggle="collapse">Setup</a> <ul id="setup-articles" class="collapse "> <li > <a href="/docs/setup/setup-overview" >Overview</a> </li> <li > <a href="/docs/setup/linux" >Linux</a> </li> <li > <a href="/docs/setup/mac" >macOS</a> </li> <li > <a href="/docs/setup/windows" >Windows</a> </li> <li > <a href="/docs/setup/raspberry-pi" >Raspberry Pi</a> </li> <li > <a href="/docs/setup/network" >Network</a> </li> <li > <a href="/docs/setup/additional-components" >Additional Components</a> </li> <li > <a href="/docs/setup/enterprise" >Enterprise</a> </li> <li > <a href="/docs/setup/uninstall" >Uninstall</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#getstarted-articles" data-parent="#main-nav" data-toggle="collapse">Get Started</a> <ul id="getstarted-articles" class="collapse "> <li > <a href="/docs/getstarted/getting-started" >Tutorial</a> </li> <li > <a href="/docs/getstarted/introvideos" >Intro Videos</a> </li> <li > <a href="/docs/getstarted/tips-and-tricks" >Tips and Tricks</a> </li> <li > <a href="/docs/getstarted/userinterface" >User Interface</a> </li> <li > <a href="/docs/getstarted/themes" >Themes</a> </li> <li > <a href="/docs/getstarted/settings" >Settings</a> </li> <li > <a href="/docs/getstarted/keybindings" >Key Bindings</a> </li> <li > <a href="/docs/getstarted/locales" >Display Language</a> </li> <li > <a href="/docs/getstarted/telemetry" >Telemetry</a> </li> <li > <a href="/docs/getstarted/educators-and-students" >Educators & Students</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#editor-articles" data-parent="#main-nav" data-toggle="collapse">User Guide</a> <ul id="editor-articles" class="collapse "> <li > <a href="/docs/editor/codebasics" >Basic Editing</a> </li> <li > <a href="/docs/editor/extension-marketplace" >Extension Marketplace</a> </li> <li > <a href="/docs/editor/intellisense" >IntelliSense</a> </li> <li > <a href="/docs/editor/editingevolved" >Code Navigation</a> </li> <li > <a href="/docs/editor/refactoring" >Refactoring</a> </li> <li > <a href="/docs/editor/debugging" >Debugging</a> </li> <li > <a href="/docs/editor/testing" >Testing</a> </li> <li > <a href="/docs/editor/vscode-web" >VS Code for the Web</a> </li> <li > <a href="/docs/editor/tasks" >Tasks</a> </li> <li > <a href="/docs/editor/profiles" >Profiles</a> </li> <li > <a href="/docs/editor/settings-sync" >Settings Sync</a> </li> <li > <a href="/docs/editor/userdefinedsnippets" >Snippets</a> </li> <li > <a href="/docs/editor/emmet" >Emmet</a> </li> <li > <a href="/docs/editor/command-line" >Command Line Interface</a> </li> <li > <a href="/docs/editor/workspaces" >Workspaces</a> </li> <li > <a href="/docs/editor/workspace-trust" >Workspace Trust</a> </li> <li > <a href="/docs/editor/multi-root-workspaces" >Multi-root Workspaces</a> </li> <li > <a href="/docs/editor/accessibility" >Accessibility</a> </li> <li > <a href="/docs/editor/voice" >Voice Interactions</a> </li> <li > <a href="/docs/editor/custom-layout" >Custom Layout</a> </li> <li > <a href="/docs/editor/port-forwarding" >Port Forwarding</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#sourcecontrol-articles" data-parent="#main-nav" data-toggle="collapse">Source Control</a> <ul id="sourcecontrol-articles" class="collapse "> <li > <a href="/docs/sourcecontrol/overview" >Overview</a> </li> <li > <a href="/docs/sourcecontrol/intro-to-git" >Introduction to Git</a> </li> <li > <a href="/docs/sourcecontrol/github" >Collaborate on GitHub</a> </li> <li > <a href="/docs/sourcecontrol/faq" >FAQ</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#terminal-articles" data-parent="#main-nav" data-toggle="collapse">Terminal</a> <ul id="terminal-articles" class="collapse "> <li > <a href="/docs/terminal/getting-started" >Getting Started Tutorial</a> </li> <li > <a href="/docs/terminal/basics" >Terminal Basics</a> </li> <li > <a href="/docs/terminal/profiles" >Terminal Profiles</a> </li> <li > <a href="/docs/terminal/shell-integration" >Shell Integration</a> </li> <li > <a href="/docs/terminal/appearance" >Appearance</a> </li> <li > <a href="/docs/terminal/advanced" >Advanced</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#copilot-articles" data-parent="#main-nav" data-toggle="collapse">GitHub Copilot</a> <ul id="copilot-articles" class="collapse "> <li > <a href="/docs/copilot/overview" >Overview</a> </li> <li > <a href="/docs/copilot/copilot-vscode-features" >Copilot Cheat Sheet</a> </li> <li > <a href="/docs/copilot/setup" >Setup</a> </li> <li > <a href="/docs/copilot/getting-started" >Quickstart</a> </li> <li > <a href="/docs/copilot/ai-powered-suggestions" >Code Completions</a> </li> <li > <a href="/docs/copilot/copilot-chat" >Copilot Chat</a> </li> <li > <a href="/docs/copilot/getting-started-chat" >Copilot Chat Tutorial</a> </li> <li > <a href="/docs/copilot/copilot-edits" >Copilot Edits</a> </li> <li > <a href="/docs/copilot/prompt-crafting" >Best Practices</a> </li> <li > <a href="/docs/copilot/workspace-context" >Workspace Context</a> </li> <li > <a href="/docs/copilot/copilot-customization" >Customizing Copilot</a> </li> <li > <a href="/docs/copilot/copilot-extensibility-overview" >Copilot Extensibility</a> </li> <li > <a href="/docs/copilot/copilot-settings" >Settings Reference</a> </li> <li > <a href="/docs/copilot/faq" >FAQ</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#languages-articles" data-parent="#main-nav" data-toggle="collapse">Languages</a> <ul id="languages-articles" class="collapse "> <li > <a href="/docs/languages/overview" >Overview</a> </li> <li > <a href="/docs/languages/javascript" >JavaScript</a> </li> <li > <a href="/docs/languages/json" >JSON</a> </li> <li > <a href="/docs/languages/html" >HTML</a> </li> <li > <a href="/docs/languages/css" >CSS, SCSS and Less</a> </li> <li > <a href="/docs/languages/typescript" >TypeScript</a> </li> <li > <a href="/docs/languages/markdown" >Markdown</a> </li> <li > <a href="/docs/languages/powershell" >PowerShell</a> </li> <li > <a href="/docs/languages/cpp" >C++</a> </li> <li > <a href="/docs/languages/java" >Java</a> </li> <li > <a href="/docs/languages/php" >PHP</a> </li> <li > <a href="/docs/languages/python" >Python</a> </li> <li > <a href="/docs/languages/julia" >Julia</a> </li> <li > <a href="/docs/languages/r" >R</a> </li> <li > <a href="/docs/languages/ruby" >Ruby</a> </li> <li > <a href="/docs/languages/rust" >Rust</a> </li> <li > <a href="/docs/languages/go" >Go</a> </li> <li > <a href="/docs/languages/tsql" >T-SQL</a> </li> <li > <a href="/docs/languages/csharp" >C#</a> </li> <li > <a href="/docs/languages/dotnet" >.NET</a> </li> <li > <a href="/docs/languages/polyglot" >Polyglot</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#nodejs-articles" data-parent="#main-nav" data-toggle="collapse">Node.js / JavaScript</a> <ul id="nodejs-articles" class="collapse "> <li > <a href="/docs/nodejs/working-with-javascript" >Working with JavaScript</a> </li> <li > <a href="/docs/nodejs/nodejs-tutorial" >Node.js Tutorial</a> </li> <li > <a href="/docs/nodejs/nodejs-debugging" >Node.js Debugging</a> </li> <li > <a href="/docs/nodejs/nodejs-deployment" >Deploy Node.js Apps</a> </li> <li > <a href="/docs/nodejs/browser-debugging" >Browser Debugging</a> </li> <li > <a href="/docs/nodejs/angular-tutorial" >Angular Tutorial</a> </li> <li > <a href="/docs/nodejs/reactjs-tutorial" >React Tutorial</a> </li> <li > <a href="/docs/nodejs/vuejs-tutorial" >Vue Tutorial</a> </li> <li > <a href="/docs/nodejs/debugging-recipes" >Debugging Recipes</a> </li> <li > <a href="/docs/nodejs/profiling" >Performance Profiling</a> </li> <li > <a href="/docs/nodejs/extensions" >Extensions</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#typescript-articles" data-parent="#main-nav" data-toggle="collapse">TypeScript</a> <ul id="typescript-articles" class="collapse "> <li > <a href="/docs/typescript/typescript-tutorial" >Tutorial</a> </li> <li > <a href="/docs/typescript/typescript-compiling" >Compiling</a> </li> <li > <a href="/docs/typescript/typescript-editing" >Editing</a> </li> <li > <a href="/docs/typescript/typescript-refactoring" >Refactoring</a> </li> <li > <a href="/docs/typescript/typescript-debugging" >Debugging</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#python-articles" data-parent="#main-nav" data-toggle="collapse">Python</a> <ul id="python-articles" class="collapse "> <li > <a href="/docs/python/python-quick-start" >Quick Start</a> </li> <li > <a href="/docs/python/python-tutorial" >Tutorial</a> </li> <li > <a href="/docs/python/run" >Run Python Code</a> </li> <li > <a href="/docs/python/editing" >Editing Code</a> </li> <li > <a href="/docs/python/linting" >Linting</a> </li> <li > <a href="/docs/python/formatting" >Formatting</a> </li> <li > <a href="/docs/python/debugging" >Debugging</a> </li> <li > <a href="/docs/python/environments" >Environments</a> </li> <li > <a href="/docs/python/testing" >Testing</a> </li> <li > <a href="/docs/python/jupyter-support-py" >Python Interactive</a> </li> <li > <a href="/docs/python/tutorial-django" >Django Tutorial</a> </li> <li > <a href="/docs/python/tutorial-fastapi" >FastAPI Tutorial</a> </li> <li > <a href="/docs/python/tutorial-flask" >Flask Tutorial</a> </li> <li > <a href="/docs/python/tutorial-create-containers" >Create containers</a> </li> <li > <a href="/docs/python/python-on-azure" >Deploy Python Apps</a> </li> <li > <a href="/docs/python/python-web" >Python in the Web</a> </li> <li > <a href="/docs/python/settings-reference" >Settings Reference</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#java-articles" data-parent="#main-nav" data-toggle="collapse">Java</a> <ul id="java-articles" class="collapse "> <li > <a href="/docs/java/java-tutorial" >Getting Started</a> </li> <li > <a href="/docs/java/java-editing" >Navigate and Edit</a> </li> <li > <a href="/docs/java/java-refactoring" >Refactoring</a> </li> <li > <a href="/docs/java/java-linting" >Formatting and Linting</a> </li> <li > <a href="/docs/java/java-project" >Project Management</a> </li> <li > <a href="/docs/java/java-build" >Build Tools</a> </li> <li > <a href="/docs/java/java-debugging" >Run and Debug</a> </li> <li > <a href="/docs/java/java-testing" >Testing</a> </li> <li > <a href="/docs/java/java-spring-boot" >Spring Boot</a> </li> <li > <a href="/docs/java/java-tomcat-jetty" >Application Servers</a> </li> <li > <a href="/docs/java/java-on-azure" >Deploy Java Apps</a> </li> <li > <a href="/docs/java/java-gui" >GUI Applications</a> </li> <li > <a href="/docs/java/extensions" >Extensions</a> </li> <li > <a href="/docs/java/java-faq" >FAQ</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#cpp-articles" data-parent="#main-nav" data-toggle="collapse">C++</a> <ul id="cpp-articles" class="collapse "> <li > <a href="/docs/cpp/introvideos-cpp" >Intro Videos</a> </li> <li > <a href="/docs/cpp/config-linux" >GCC on Linux</a> </li> <li > <a href="/docs/cpp/config-mingw" >GCC on Windows</a> </li> <li > <a href="/docs/cpp/config-wsl" >GCC on Windows Subsystem for Linux</a> </li> <li > <a href="/docs/cpp/config-clang-mac" >Clang on macOS</a> </li> <li > <a href="/docs/cpp/config-msvc" >Microsoft C++ on Windows</a> </li> <li > <a href="/docs/cpp/build-with-cmake" >Build with CMake</a> </li> <li > <a href="/docs/cpp/cmake-linux" >CMake Tools on Linux</a> </li> <li > <a href="/docs/cpp/cmake-quickstart" >CMake Quick Start</a> </li> <li > <a href="/docs/cpp/cpp-ide" >Editing and Navigating</a> </li> <li > <a href="/docs/cpp/cpp-debug" >Debugging</a> </li> <li > <a href="/docs/cpp/cpp-refactoring" >Refactoring</a> </li> <li > <a href="/docs/cpp/launch-json-reference" >Configure debugging</a> </li> <li > <a href="/docs/cpp/customize-default-settings-cpp" >Settings</a> </li> <li > <a href="/docs/cpp/configure-intellisense" >Configure IntelliSense</a> </li> <li > <a href="/docs/cpp/configure-intellisense-crosscompilation" >Configure IntelliSense for cross-compiling</a> </li> <li > <a href="/docs/cpp/faq-cpp" >FAQ</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#csharp-articles" data-parent="#main-nav" data-toggle="collapse">C#</a> <ul id="csharp-articles" class="collapse "> <li > <a href="/docs/csharp/introvideos-csharp" >Intro Videos</a> </li> <li > <a href="/docs/csharp/get-started" >Get Started</a> </li> <li > <a href="/docs/csharp/navigate-edit" >Navigate and Edit</a> </li> <li > <a href="/docs/csharp/intellicode" >IntelliCode</a> </li> <li > <a href="/docs/csharp/refactoring" >Refactoring</a> </li> <li > <a href="/docs/csharp/formatting-linting" >Formatting and Linting</a> </li> <li > <a href="/docs/csharp/project-management" >Project Management</a> </li> <li > <a href="/docs/csharp/build-tools" >Build Tools</a> </li> <li > <a href="/docs/csharp/package-management" >Package Management</a> </li> <li > <a href="/docs/csharp/debugging" >Run and Debug</a> </li> <li > <a href="/docs/csharp/testing" >Testing</a> </li> <li > <a href="/docs/csharp/cs-dev-kit-faq" >FAQ</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#containers-articles" data-parent="#main-nav" data-toggle="collapse">Docker</a> <ul id="containers-articles" class="collapse "> <li > <a href="/docs/containers/overview" >Overview</a> </li> <li > <a href="/docs/containers/quickstart-node" >Node.js</a> </li> <li > <a href="/docs/containers/quickstart-python" >Python</a> </li> <li > <a href="/docs/containers/quickstart-aspnet-core" >ASP.NET Core</a> </li> <li > <a href="/docs/containers/debug-common" >Debug</a> </li> <li > <a href="/docs/containers/docker-compose" >Docker Compose</a> </li> <li > <a href="/docs/containers/quickstart-container-registries" >Registries</a> </li> <li > <a href="/docs/containers/app-service" >Deploy to Azure</a> </li> <li > <a href="/docs/containers/choosing-dev-environment" >Choose a dev environment</a> </li> <li > <a href="/docs/containers/reference" >Customize</a> </li> <li > <a href="/docs/containers/bridge-to-kubernetes" >Develop with Kubernetes</a> </li> <li > <a href="/docs/containers/troubleshooting" >Tips and Tricks</a> </li> </ul> </li> <li class="panel active expanded"> <a class="area" role="button" href="#datascience-articles" data-parent="#main-nav" data-toggle="collapse">Data Science</a> <ul id="datascience-articles" class="collapse in"> <li > <a href="/docs/datascience/overview" >Overview</a> </li> <li > <a href="/docs/datascience/jupyter-notebooks" >Jupyter Notebooks</a> </li> <li > <a href="/docs/datascience/data-science-tutorial" >Data Science Tutorial</a> </li> <li > <a href="/docs/datascience/python-interactive" >Python Interactive</a> </li> <li > <a href="/docs/datascience/data-wrangler-quick-start" >Data Wrangler Quick Start</a> </li> <li > <a href="/docs/datascience/data-wrangler" >Data Wrangler</a> </li> <li > <a href="/docs/datascience/pytorch-support" >PyTorch Support</a> </li> <li class="active"> <a href="/docs/datascience/azure-machine-learning" aria-label="Current Page: Azure Machine Learning">Azure Machine Learning</a> </li> <li > <a href="/docs/datascience/jupyter-kernel-management" >Manage Jupyter Kernels</a> </li> <li > <a href="/docs/datascience/notebooks-web" >Jupyter Notebooks on the web</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#azure-articles" data-parent="#main-nav" data-toggle="collapse">Azure</a> <ul id="azure-articles" class="collapse "> <li > <a href="/docs/azure/overview" >Overview</a> </li> <li > <a href="/docs/azure/gettingstarted" >Getting Started</a> </li> <li > <a href="/docs/azure/deployment" >Deployment</a> </li> <li > <a href="/docs/azure/docker" >Docker</a> </li> <li > <a href="/docs/azure/aksextensions" >Azure Kubernetes Service</a> </li> <li > <a href="/docs/azure/kubernetes" >Kubernetes</a> </li> <li > <a href="/docs/azure/mongodb" >MongoDB</a> </li> <li > <a href="/docs/azure/remote-debugging" >Remote Debugging for Node.js</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#remote-articles" data-parent="#main-nav" data-toggle="collapse">Remote</a> <ul id="remote-articles" class="collapse "> <li > <a href="/docs/remote/remote-overview" >Overview</a> </li> <li > <a href="/docs/remote/ssh" >SSH</a> </li> <li > <a href="/docs/remote/dev-containers" >Dev Containers</a> </li> <li > <a href="/docs/remote/wsl" >Windows Subsystem for Linux</a> </li> <li > <a href="/docs/remote/codespaces" >GitHub Codespaces</a> </li> <li > <a href="/docs/remote/vscode-server" >VS Code Server</a> </li> <li > <a href="/docs/remote/tunnels" >Tunnels</a> </li> <li > <a href="/docs/remote/ssh-tutorial" >SSH Tutorial</a> </li> <li > <a href="/docs/remote/wsl-tutorial" >WSL Tutorial</a> </li> <li > <a href="/docs/remote/troubleshooting" >Tips and Tricks</a> </li> <li > <a href="/docs/remote/faq" >FAQ</a> </li> </ul> </li> <li class="panel collapsed"> <a class="area" role="button" href="#devcontainers-articles" data-parent="#main-nav" data-toggle="collapse">Dev Containers</a> <ul id="devcontainers-articles" class="collapse "> <li > <a href="/docs/devcontainers/containers" >Overview</a> </li> <li > <a href="/docs/devcontainers/tutorial" >Tutorial</a> </li> <li > <a href="/docs/devcontainers/attach-container" >Attach to Container</a> </li> <li > <a href="/docs/devcontainers/create-dev-container" >Create a Dev Container</a> </li> <li > <a href="/docs/devcontainers/containers-advanced" >Advanced Containers</a> </li> <li > <a href="/docs/devcontainers/devcontainerjson-reference" >devcontainer.json</a> </li> <li > <a href="/docs/devcontainers/devcontainer-cli" >Dev Container CLI</a> </li> <li > <a href="/docs/devcontainers/tips-and-tricks" >Tips and Tricks</a> </li> <li > <a href="/docs/devcontainers/faq" >FAQ</a> </li> </ul> </li> </ul> </nav> <nav id="small-nav" aria-label="Topics" class="docs-nav hidden-md hidden-lg"> <label class="faux-h4" for="small-nav-dropdown">Topics</label> <select id="small-nav-dropdown" aria-label="topics"> <option value="/docs" >Overview</option> <optgroup label="Setup"> <option value="/docs/setup/setup-overview" >Overview</option> <option value="/docs/setup/linux" >Linux</option> <option value="/docs/setup/mac" >macOS</option> <option value="/docs/setup/windows" >Windows</option> <option value="/docs/setup/raspberry-pi" >Raspberry Pi</option> <option value="/docs/setup/network" >Network</option> <option value="/docs/setup/additional-components" >Additional Components</option> <option value="/docs/setup/enterprise" >Enterprise</option> <option value="/docs/setup/uninstall" >Uninstall</option> </optgroup> <optgroup label="Get Started"> <option value="/docs/getstarted/getting-started" >Tutorial</option> <option value="/docs/getstarted/introvideos" >Intro Videos</option> <option value="/docs/getstarted/tips-and-tricks" >Tips and Tricks</option> <option value="/docs/getstarted/userinterface" >User Interface</option> <option value="/docs/getstarted/themes" >Themes</option> <option value="/docs/getstarted/settings" >Settings</option> <option value="/docs/getstarted/keybindings" >Key Bindings</option> <option value="/docs/getstarted/locales" >Display Language</option> <option value="/docs/getstarted/telemetry" >Telemetry</option> <option value="/docs/getstarted/educators-and-students" >Educators & Students</option> </optgroup> <optgroup label="User Guide"> <option value="/docs/editor/codebasics" >Basic Editing</option> <option value="/docs/editor/extension-marketplace" >Extension Marketplace</option> <option value="/docs/editor/intellisense" >IntelliSense</option> <option value="/docs/editor/editingevolved" >Code Navigation</option> <option value="/docs/editor/refactoring" >Refactoring</option> <option value="/docs/editor/debugging" >Debugging</option> <option value="/docs/editor/testing" >Testing</option> <option value="/docs/editor/vscode-web" >VS Code for the Web</option> <option value="/docs/editor/tasks" >Tasks</option> <option value="/docs/editor/profiles" >Profiles</option> <option value="/docs/editor/settings-sync" >Settings Sync</option> <option value="/docs/editor/userdefinedsnippets" >Snippets</option> <option value="/docs/editor/emmet" >Emmet</option> <option value="/docs/editor/command-line" >Command Line Interface</option> <option value="/docs/editor/workspaces" >Workspaces</option> <option value="/docs/editor/workspace-trust" >Workspace Trust</option> <option value="/docs/editor/multi-root-workspaces" >Multi-root Workspaces</option> <option value="/docs/editor/accessibility" >Accessibility</option> <option value="/docs/editor/voice" >Voice Interactions</option> <option value="/docs/editor/custom-layout" >Custom Layout</option> <option value="/docs/editor/port-forwarding" >Port Forwarding</option> </optgroup> <optgroup label="Source Control"> <option value="/docs/sourcecontrol/overview" >Overview</option> <option value="/docs/sourcecontrol/intro-to-git" >Introduction to Git</option> <option value="/docs/sourcecontrol/github" >Collaborate on GitHub</option> <option value="/docs/sourcecontrol/faq" >FAQ</option> </optgroup> <optgroup label="Terminal"> <option value="/docs/terminal/getting-started" >Getting Started Tutorial</option> <option value="/docs/terminal/basics" >Terminal Basics</option> <option value="/docs/terminal/profiles" >Terminal Profiles</option> <option value="/docs/terminal/shell-integration" >Shell Integration</option> <option value="/docs/terminal/appearance" >Appearance</option> <option value="/docs/terminal/advanced" >Advanced</option> </optgroup> <optgroup label="GitHub Copilot"> <option value="/docs/copilot/overview" >Overview</option> <option value="/docs/copilot/copilot-vscode-features" >Copilot Cheat Sheet</option> <option value="/docs/copilot/setup" >Setup</option> <option value="/docs/copilot/getting-started" >Quickstart</option> <option value="/docs/copilot/ai-powered-suggestions" >Code Completions</option> <option value="/docs/copilot/copilot-chat" >Copilot Chat</option> <option value="/docs/copilot/getting-started-chat" >Copilot Chat Tutorial</option> <option value="/docs/copilot/copilot-edits" >Copilot Edits</option> <option value="/docs/copilot/prompt-crafting" >Best Practices</option> <option value="/docs/copilot/workspace-context" >Workspace Context</option> <option value="/docs/copilot/copilot-customization" >Customizing Copilot</option> <option value="/docs/copilot/copilot-extensibility-overview" >Copilot Extensibility</option> <option value="/docs/copilot/copilot-settings" >Settings Reference</option> <option value="/docs/copilot/faq" >FAQ</option> </optgroup> <optgroup label="Languages"> <option value="/docs/languages/overview" >Overview</option> <option value="/docs/languages/javascript" >JavaScript</option> <option value="/docs/languages/json" >JSON</option> <option value="/docs/languages/html" >HTML</option> <option value="/docs/languages/css" >CSS, SCSS and Less</option> <option value="/docs/languages/typescript" >TypeScript</option> <option value="/docs/languages/markdown" >Markdown</option> <option value="/docs/languages/powershell" >PowerShell</option> <option value="/docs/languages/cpp" >C++</option> <option value="/docs/languages/java" >Java</option> <option value="/docs/languages/php" >PHP</option> <option value="/docs/languages/python" >Python</option> <option value="/docs/languages/julia" >Julia</option> <option value="/docs/languages/r" >R</option> <option value="/docs/languages/ruby" >Ruby</option> <option value="/docs/languages/rust" >Rust</option> <option value="/docs/languages/go" >Go</option> <option value="/docs/languages/tsql" >T-SQL</option> <option value="/docs/languages/csharp" >C#</option> <option value="/docs/languages/dotnet" >.NET</option> <option value="/docs/languages/polyglot" >Polyglot</option> </optgroup> <optgroup label="Node.js / JavaScript"> <option value="/docs/nodejs/working-with-javascript" >Working with JavaScript</option> <option value="/docs/nodejs/nodejs-tutorial" >Node.js Tutorial</option> <option value="/docs/nodejs/nodejs-debugging" >Node.js Debugging</option> <option value="/docs/nodejs/nodejs-deployment" >Deploy Node.js Apps</option> <option value="/docs/nodejs/browser-debugging" >Browser Debugging</option> <option value="/docs/nodejs/angular-tutorial" >Angular Tutorial</option> <option value="/docs/nodejs/reactjs-tutorial" >React Tutorial</option> <option value="/docs/nodejs/vuejs-tutorial" >Vue Tutorial</option> <option value="/docs/nodejs/debugging-recipes" >Debugging Recipes</option> <option value="/docs/nodejs/profiling" >Performance Profiling</option> <option value="/docs/nodejs/extensions" >Extensions</option> </optgroup> <optgroup label="TypeScript"> <option value="/docs/typescript/typescript-tutorial" >Tutorial</option> <option value="/docs/typescript/typescript-compiling" >Compiling</option> <option value="/docs/typescript/typescript-editing" >Editing</option> <option value="/docs/typescript/typescript-refactoring" >Refactoring</option> <option value="/docs/typescript/typescript-debugging" >Debugging</option> </optgroup> <optgroup label="Python"> <option value="/docs/python/python-quick-start" >Quick Start</option> <option value="/docs/python/python-tutorial" >Tutorial</option> <option value="/docs/python/run" >Run Python Code</option> <option value="/docs/python/editing" >Editing Code</option> <option value="/docs/python/linting" >Linting</option> <option value="/docs/python/formatting" >Formatting</option> <option value="/docs/python/debugging" >Debugging</option> <option value="/docs/python/environments" >Environments</option> <option value="/docs/python/testing" >Testing</option> <option value="/docs/python/jupyter-support-py" >Python Interactive</option> <option value="/docs/python/tutorial-django" >Django Tutorial</option> <option value="/docs/python/tutorial-fastapi" >FastAPI Tutorial</option> <option value="/docs/python/tutorial-flask" >Flask Tutorial</option> <option value="/docs/python/tutorial-create-containers" >Create containers</option> <option value="/docs/python/python-on-azure" >Deploy Python Apps</option> <option value="/docs/python/python-web" >Python in the Web</option> <option value="/docs/python/settings-reference" >Settings Reference</option> </optgroup> <optgroup label="Java"> <option value="/docs/java/java-tutorial" >Getting Started</option> <option value="/docs/java/java-editing" >Navigate and Edit</option> <option value="/docs/java/java-refactoring" >Refactoring</option> <option value="/docs/java/java-linting" >Formatting and Linting</option> <option value="/docs/java/java-project" >Project Management</option> <option value="/docs/java/java-build" >Build Tools</option> <option value="/docs/java/java-debugging" >Run and Debug</option> <option value="/docs/java/java-testing" >Testing</option> <option value="/docs/java/java-spring-boot" >Spring Boot</option> <option value="/docs/java/java-tomcat-jetty" >Application Servers</option> <option value="/docs/java/java-on-azure" >Deploy Java Apps</option> <option value="/docs/java/java-gui" >GUI Applications</option> <option value="/docs/java/extensions" >Extensions</option> <option value="/docs/java/java-faq" >FAQ</option> </optgroup> <optgroup label="C++"> <option value="/docs/cpp/introvideos-cpp" >Intro Videos</option> <option value="/docs/cpp/config-linux" >GCC on Linux</option> <option value="/docs/cpp/config-mingw" >GCC on Windows</option> <option value="/docs/cpp/config-wsl" >GCC on Windows Subsystem for Linux</option> <option value="/docs/cpp/config-clang-mac" >Clang on macOS</option> <option value="/docs/cpp/config-msvc" >Microsoft C++ on Windows</option> <option value="/docs/cpp/build-with-cmake" >Build with CMake</option> <option value="/docs/cpp/cmake-linux" >CMake Tools on Linux</option> <option value="/docs/cpp/cmake-quickstart" >CMake Quick Start</option> <option value="/docs/cpp/cpp-ide" >Editing and Navigating</option> <option value="/docs/cpp/cpp-debug" >Debugging</option> <option value="/docs/cpp/cpp-refactoring" >Refactoring</option> <option value="/docs/cpp/launch-json-reference" >Configure debugging</option> <option value="/docs/cpp/customize-default-settings-cpp" >Settings</option> <option value="/docs/cpp/configure-intellisense" >Configure IntelliSense</option> <option value="/docs/cpp/configure-intellisense-crosscompilation" >Configure IntelliSense for cross-compiling</option> <option value="/docs/cpp/faq-cpp" >FAQ</option> </optgroup> <optgroup label="C#"> <option value="/docs/csharp/introvideos-csharp" >Intro Videos</option> <option value="/docs/csharp/get-started" >Get Started</option> <option value="/docs/csharp/navigate-edit" >Navigate and Edit</option> <option value="/docs/csharp/intellicode" >IntelliCode</option> <option value="/docs/csharp/refactoring" >Refactoring</option> <option value="/docs/csharp/formatting-linting" >Formatting and Linting</option> <option value="/docs/csharp/project-management" >Project Management</option> <option value="/docs/csharp/build-tools" >Build Tools</option> <option value="/docs/csharp/package-management" >Package Management</option> <option value="/docs/csharp/debugging" >Run and Debug</option> <option value="/docs/csharp/testing" >Testing</option> <option value="/docs/csharp/cs-dev-kit-faq" >FAQ</option> </optgroup> <optgroup label="Docker"> <option value="/docs/containers/overview" >Overview</option> <option value="/docs/containers/quickstart-node" >Node.js</option> <option value="/docs/containers/quickstart-python" >Python</option> <option value="/docs/containers/quickstart-aspnet-core" >ASP.NET Core</option> <option value="/docs/containers/debug-common" >Debug</option> <option value="/docs/containers/docker-compose" >Docker Compose</option> <option value="/docs/containers/quickstart-container-registries" >Registries</option> <option value="/docs/containers/app-service" >Deploy to Azure</option> <option value="/docs/containers/choosing-dev-environment" >Choose a dev environment</option> <option value="/docs/containers/reference" >Customize</option> <option value="/docs/containers/bridge-to-kubernetes" >Develop with Kubernetes</option> <option value="/docs/containers/troubleshooting" >Tips and Tricks</option> </optgroup> <optgroup label="Data Science"> <option value="/docs/datascience/overview" >Overview</option> <option value="/docs/datascience/jupyter-notebooks" >Jupyter Notebooks</option> <option value="/docs/datascience/data-science-tutorial" >Data Science Tutorial</option> <option value="/docs/datascience/python-interactive" >Python Interactive</option> <option value="/docs/datascience/data-wrangler-quick-start" >Data Wrangler Quick Start</option> <option value="/docs/datascience/data-wrangler" >Data Wrangler</option> <option value="/docs/datascience/pytorch-support" >PyTorch Support</option> <option value="/docs/datascience/azure-machine-learning" selected>Azure Machine Learning</option> <option value="/docs/datascience/jupyter-kernel-management" >Manage Jupyter Kernels</option> <option value="/docs/datascience/notebooks-web" >Jupyter Notebooks on the web</option> </optgroup> <optgroup label="Azure"> <option value="/docs/azure/overview" >Overview</option> <option value="/docs/azure/gettingstarted" >Getting Started</option> <option value="/docs/azure/deployment" >Deployment</option> <option value="/docs/azure/docker" >Docker</option> <option value="/docs/azure/aksextensions" >Azure Kubernetes Service</option> <option value="/docs/azure/kubernetes" >Kubernetes</option> <option value="/docs/azure/mongodb" >MongoDB</option> <option value="/docs/azure/remote-debugging" >Remote Debugging for Node.js</option> </optgroup> <optgroup label="Remote"> <option value="/docs/remote/remote-overview" >Overview</option> <option value="/docs/remote/ssh" >SSH</option> <option value="/docs/remote/dev-containers" >Dev Containers</option> <option value="/docs/remote/wsl" >Windows Subsystem for Linux</option> <option value="/docs/remote/codespaces" >GitHub Codespaces</option> <option value="/docs/remote/vscode-server" >VS Code Server</option> <option value="/docs/remote/tunnels" >Tunnels</option> <option value="/docs/remote/ssh-tutorial" >SSH Tutorial</option> <option value="/docs/remote/wsl-tutorial" >WSL Tutorial</option> <option value="/docs/remote/troubleshooting" >Tips and Tricks</option> <option value="/docs/remote/faq" >FAQ</option> </optgroup> <optgroup label="Dev Containers"> <option value="/docs/devcontainers/containers" >Overview</option> <option value="/docs/devcontainers/tutorial" >Tutorial</option> <option value="/docs/devcontainers/attach-container" >Attach to Container</option> <option value="/docs/devcontainers/create-dev-container" >Create a Dev Container</option> <option value="/docs/devcontainers/containers-advanced" >Advanced Containers</option> <option value="/docs/devcontainers/devcontainerjson-reference" >devcontainer.json</option> <option value="/docs/devcontainers/devcontainer-cli" >Dev Container CLI</option> <option value="/docs/devcontainers/tips-and-tricks" >Tips and Tricks</option> <option value="/docs/devcontainers/faq" >FAQ</option> </optgroup> </select> </nav> </div>  <div class="col-xs-12 visible-xs"> <nav aria-labelledby="small-right-nav-label" class="small-nav docs-nav updates-nav"> <label class="faux-h4" for="small-right-nav-dropdown" id="small-right-nav-label">In this article</label> <select id="small-right-nav-dropdown" class="small-nav-select" aria-label="Sections"> <option value="#_desktop-or-web">Desktop or web</option> <option value="#_connect-to-remote-compute-instances">Connect to remote compute instances</option> <option value="#_azure-machine-learning-20-cli-support-preview">Azure Machine Learning 2.0 CLI support (preview)</option> <option value="#_train-machine-learning-models">Train machine learning models</option> <option value="#_manage-resources">Manage resources</option> <option value="#_remote-jupyter-servers">Remote Jupyter servers</option> <option value="#_git-integration">Git integration</option> <option value="#_next-steps">Next steps</option> </select> </nav> </div>  <main class="col-xs-12 col-sm-9 col-md-8 body"> <div class="edit-github pull-right"> <a href="https://vscode.dev/github/microsoft/vscode-docs/blob/main/docs/datascience/azure-machine-learning.md" class="btn btn-default" title="Edit this document in vscode.dev"> <span class="glyphicon glyphicon-pencil"></span> <span class="hidden-xs">Edit</span> </a> </div> <h1>Azure Machine Learning in VS Code</h1> <p>Azure Machine Learning is a cloud-based environment you can use to train, deploy, automate, manage, and track machine learning models. For more information on Azure Machine Learning, see <a href="https://learn.microsoft.com/azure/machine-learning/overview-what-is-azure-machine-learning" class="external-link" target="_blank">What is Azure Machine Learning?</a></p> <p>The <a href="https://marketplace.visualstudio.com/items?itemName=ms-toolsai.vscode-ai" class="external-link" target="_blank">Azure Machine Learning</a> VS Code extension lets you use the features you're used to in Visual Studio Code for developing your machine learning applications.</p> <p><img src="/assets/docs/datascience/azure-machine-learning/azure-machine-learning-vscode-extension.png" alt="Azure Machine Learning Visual Studio Code extension view" loading="lazy"></p> <h2 id="_desktop-or-web" data-needslink="_desktop-or-web">Desktop or web</h2> <p>You can use Azure Machine Learning in VS Code Desktop or <a href="/docs/editor/vscode-web">VS Code for the Web</a>. VS Code for the Web provides a free, zero-install VS Code experience running entirely in your browser at <a href="https://vscode.dev" class="external-link" target="_blank">https://vscode.dev</a>. Check out the <a href="https://learn.microsoft.com/azure/machine-learning/how-to-launch-vs-code-remote?view=azureml-api-2&tabs=vscode-web" class="external-link" target="_blank">guide on launching Azure Machine Learning</a> to learn more.</p> <h2 id="_connect-to-remote-compute-instances" data-needslink="_connect-to-remote-compute-instances">Connect to remote compute instances</h2> <p><a href="https://learn.microsoft.com/azure/machine-learning/concept-compute-instance" class="external-link" target="_blank">Compute instances</a> are a managed cloud-based workstation for developing machine learning applications.</p> <p>The Azure Machine Learning VS Code extension makes it easy to connect to and access resources in compute instances in real time. For more information, see <a href="https://learn.microsoft.com/azure/machine-learning/how-to-set-up-vs-code-remote?tabs=extension" class="external-link" target="_blank">connect to an Azure Machine Learning compute instance</a>.</p> <h2 id="_azure-machine-learning-20-cli-support-preview" data-needslink="_azure-machine-learning-20-cli-support-preview">Azure Machine Learning 2.0 CLI support (preview)</h2> <p>The Azure Machine Learning 2.0 CLI enables you to train and deploy models from the command line. Its features accelerate scaling data science up and out while tracking the model lifecycle.</p> <p>When working with Azure Machine Learning specification files, the VS Code extension provides support for the following features:</p> <ul> <li>Specification file authoring</li> <li>Language support</li> <li>Resource autocompletion</li> </ul> <h3 id="_specification-file-authoring" data-needslink="_specification-file-authoring">Specification file authoring</h3> <p>Use the <strong>Azure ML</strong> command in the Command Palette (<span class="dynamic-keybinding" data-commandId="workbench.action.showCommands" data-osx="鈬р寴P" data-win="Ctrl+Shift+P" data-linux="Ctrl+Shift+P"><span class="keybinding">鈬р寴P</span> (Windows, Linux <span class="keybinding">Ctrl+Shift+P</span>)</span>) or the Azure Machine Learning View in VS Code to simplify the specification file authoring process.</p> <p><img src="/assets/docs/datascience/azure-machine-learning/specification-file-authoring.gif" alt="Azure Machine Learning YAML specification file authoring" loading="lazy"></p> <h3 id="_language-support" data-needslink="_language-support">Language support</h3> <p>The Azure Machine Learning extension cross-references all values with resources in your default workspace. If the extension detects an incorrectly specified resource or missing property, an inline error is displayed.</p> <p><img src="/assets/docs/datascience/azure-machine-learning/language-support.gif" alt="Azure Machine Learning specification file language support" loading="lazy"></p> <h3 id="_resource-autocompletion" data-needslink="_resource-autocompletion">Resource autocompletion</h3> <p>As you begin working with resources, you'll find that the Azure Machine Learning extension can inspect the specification files. The extension uses the default workspace you've specified to provide autocompletion support for resources in that workspace.</p> <p><img src="/assets/docs/datascience/azure-machine-learning/resource-autocompletion.gif" alt="Azure Machine Learning resource autocompletion" loading="lazy"></p> <h2 id="_train-machine-learning-models" data-needslink="_train-machine-learning-models">Train machine learning models</h2> <p>In Azure Machine Learning, you can use popular frameworks for training machine learning models such as scikit-learn, PyTorch, TensorFlow, and many more. The extension makes it easy to submit and track the lifecycle of those models.</p> <p>For more information, see the <a href="https://learn.microsoft.com/azure/machine-learning/tutorial-train-deploy-image-classification-model-vscode" class="external-link" target="_blank">train a machine learning model tutorial</a>.</p> <h2 id="_manage-resources" data-needslink="_manage-resources">Manage resources</h2> <p>You can create and manage Azure Machine Learning resources directly from VS Code. For more information, see <a href="https://learn.microsoft.com/azure/machine-learning/how-to-manage-resources-vscode" class="external-link" target="_blank">how to manage resources in VS Code</a>.</p> <h2 id="_remote-jupyter-servers" data-needslink="_remote-jupyter-servers">Remote Jupyter servers</h2> <p>VS Code offers great support for development using Jupyter notebooks. For more information, see <a href="/docs/datascience/jupyter-notebooks">Jupyter Notebooks in VS Code</a>.</p> <p>The Azure Machine Learning leverages the strong Jupyter notebooks support in VS Code. It makes connecting to a remote compute instance and using them as remote Jupyter servers seamless. For more information, see <a href="https://learn.microsoft.com/azure/machine-learning/how-to-set-up-vs-code-remote?tabs=extension" class="external-link" target="_blank">Configure a compute instance as a remote notebook server</a>.</p> <h2 id="_git-integration" data-needslink="_git-integration">Git integration</h2> <p>By using the Azure Machine Learning VS Code extension to connect to a remote compute instance, you'll be able to use VS Code's built-in Git support.</p> <h2 id="_next-steps" data-needslink="_next-steps">Next steps</h2> <ul> <li><a href="https://learn.microsoft.com/azure/machine-learning/how-to-setup-vs-code" class="external-link" target="_blank">Set up the Azure Machine Learning extension</a></li> <li><a href="https://learn.microsoft.com/azure/machine-learning/how-to-launch-vs-code-remote?view=azureml-api-2&tabs=vscode-web" class="external-link" target="_blank">Interact with Azure Machine Learning (in the desktop or web)</a></li> </ul> <div class="feedback"></div> <div class="body-footer">1/9/2023</div> </main>  <div class="col-sm-3 col-md-2 hidden-xs docs-subnavbar-container"> <nav id="docs-subnavbar" aria-label="On Page" data-spy="affix" data-offset-top="20"> <h4><span class="sr-only">In this article there are 8 sections</span><span aria-hidden="true">In this article</span></h4> <ul class="nav"> <li><a href="#_desktop-or-web">Desktop or web</a></li> <li><a href="#_connect-to-remote-compute-instances">Connect to remote compute instances</a></li> <li><a href="#_azure-machine-learning-20-cli-support-preview">Azure Machine Learning 2.0 CLI support (preview)</a></li> <li><a href="#_train-machine-learning-models">Train machine learning models</a></li> <li><a href="#_manage-resources">Manage resources</a></li> <li><a href="#_remote-jupyter-servers">Remote Jupyter servers</a></li> <li><a href="#_git-integration">Git integration</a></li> <li><a href="#_next-steps">Next steps</a></li> </ul> <div class="connect-widget"></div> </nav> </div>  <div class="col-xs-12 visible-xs"> <div class="connect-widget"></div> </div> </div> </div> </div> </div> <footer role="contentinfo" class="container"> <div class="footer-container"> <div class="footer-row"> <div class="footer-social"> <ul class="links"> <li> <a href="https://go.microsoft.com/fwlink/?LinkID=533687"><img src="/assets/icons/x-icon.svg" class="x-icon" alt="Follow us on X"></a> </li> <li> <a href="https://github.com/microsoft/vscode"><img src="/assets/icons/github-icon.svg" alt="VS Code on Github"></a> </li> <li> <a href="https://www.youtube.com/@code"><img src="/assets/icons/youtube-icon.svg" alt="VS Code on YouTube"></a> </li> <script> function manageConsent() { if (siteConsent && siteConsent.isConsentRequired) { siteConsent.manageConsent(); } } </script> </ul> <a id="footer-microsoft-link" class="microsoft-logo" href="https://www.microsoft.com"> <img src="/assets/icons/microsoft.svg" alt="Microsoft homepage" /> </a> </div> </div> <div class="footer-row"> <ul class="links"> <li><a id="footer-support-link" href="https://support.serviceshub.microsoft.com/supportforbusiness/create?sapId=d66407ed-3967-b000-4cfb-2c318cad363d" target="_blank" rel="noopener">Support</a></li> <li><a id="footer-privacy-link" href="https://go.microsoft.com/fwlink/?LinkId=521839" target="_blank" rel="noopener">Privacy</a></li> <li style="display: none;"><a id="footer-cookie-link" style="cursor: pointer;" onclick="manageConsent()" target="_blank" rel="noopener">Manage Cookies</a></li> <li><a id="footer-terms-link" href="https://www.microsoft.com/legal/terms-of-use" target="_blank" rel="noopener">Terms of Use</a></li> <li><a id="footer-license-link" href="/License" target="_blank" rel="noopener">License</a></li> </ul> </div> </div> </footer> <script src="/dist/index.js"></script> <script type="application/ld+json"> { "@context" : "http://schema.org", "@type" : "SoftwareApplication", "name" : "Visual Studio Code", "softwareVersion": "1.95", "offers": { "@type": "Offer", "price": "0", "priceCurrency": "USD" }, "applicationCategory": "DeveloperApplication", "applicationSubCategory": "Text Editor", "alternateName": "VS Code", "datePublished": "2021-11-03", "operatingSystem": "Mac, Linux, Windows", "logo": "https://code.visualstudio.com/assets/apple-touch-icon.png", "screenshot": "https://code.visualstudio.com/assets/home/home-screenshot-win.png", "releaseNotes": "https://code.visualstudio.com/updates", "downloadUrl": "https://code.visualstudio.com/download", "license": "https://code.visualstudio.com/license", "softwareRequirements": "https://code.visualstudio.com/docs/supporting/requirements", "url" : "https://code.visualstudio.com", "author": { "@type": "Organization", "name": "Microsoft" }, "publisher": { "@type": "Organization", "name": "Microsoft" }, "maintainer": { "@type": "Organization", "name": "Microsoft" }, "potentialAction": { "@type": "SearchAction", "target": "https://code.visualstudio.com/Search?q={search_term_string}", "query-input": "required name=search_term_string" }, "sameAs" : [ "https://en.wikipedia.org/wiki/Visual_Studio_Code", "https://twitter.com/code", "https://www.youtube.com/code", "https://www.tiktok.com/@vscode", "https://github.com/microsoft/vscode" ] } </script> </body> </html>

CINXE.COM

Azure Machine Learning in Visual Studio Code