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localnav-scrim" data-sticky role="navigation"> <div class="localnav-wrapper"> <div class="localnav-background"></div> <div class="localnav-content"> <h2 class="localnav-title"> <a href="/machine-learning/">Machine Learning</a> </h2> <div class="localnav-menu"> <a href="#localnav-menustate" class="localnav-menucta-anchor localnav-menucta-anchor-open" id="localnav-menustate-open"> <span class="localnav-menucta-anchor-label">Open Menu</span> </a> <a href="#" class="localnav-menucta-anchor localnav-menucta-anchor-close" id="localnav-menustate-close"> <span class="localnav-menucta-anchor-label">Close Menu</span> </a> <div class="localnav-menu-tray"> <ul class="localnav-menu-items"> <li class="localnav-menu-item"> <a href="/machine-learning/" class="localnav-menu-link">Overview</a> </li> <li class="localnav-menu-item"> <a href="/machine-learning/core-ml/" class="localnav-menu-link">Core ML</a> </li> <li class="localnav-menu-item"> <a href="/machine-learning/create-ml/" 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class="ribbon-content-wrapper"> <div class="ribbon-content row"> <div class="column large-centered"> <p><a href="/news/?id=pby7a6ex" class="ribbon-link">Machine learning sessions, documentation, and sample code — <span class="nowrap more">all in one place</span></a></p> </div> </div> </div> </div> </div> <section class="section section-hero bg-grad-down"> <div class="section-content"> <div class="row"> <div class="column large-centered large-7 medium-10 small-12 text-center"> <h1 class="typography-headline">Machine learning</h1> <p class="typography-intro">Create intelligent features and enable new experiences for your apps by leveraging powerful on-device machine learning. Learn how to build, train, and deploy machine learning and AI models into your iPhone, iPad, Vision Pro, Mac, and Apple Watch apps.</p> </div> </div> </div> <figure class="image-hero center"></figure> </section> <section class="section section-core-ml theme-dark bg-blue"> <div class="section-content"> <div class="row"> <div class="column large-centered large-8 medium-10 small-12 text-center"> <figure class="icon-core-ml center"></figure> <h2>Core ML</h2> <p>Core ML delivers blazingly fast performance on Apple devices with easy integration of machine learning and AI models into your apps. Convert models from popular training libraries using Core ML Tools or download ready-to-use Core ML models. Easily preview models and understand their performance right in Xcode.</p> <p><a href="/machine-learning/core-ml/" class="more">Learn more</a></p> </div> </div> </div> </section> <section class="section section-apis"> <div class="section-content"> <div class="row"> <div class="column large-centered large-8 medium-10 small-12 text-center"> <h2>Machine learning-powered APIs</h2> <p>Bring intelligent on-device machine learning powered features, object detection in images and video, language analysis, and sound classification, to your app with just a few lines of code.</p> <p><a href="/machine-learning/api/" class="more">Learn more</a></p> </div> </div> <div class="row"> <div class="column column-split large-offset-2 large-4 medium-offset-1 medium-4 small-offset-0 small-12"> <figure class="icon-api icon-vision"></figure> <h3 class="typography-label"><a href="/documentation/vision/">Vision<span class="loc-en-only"></span></a></h3> <p>Build features that can process and analyze images and video using computer vision.</p> </div> <div class="column column-split large-4 medium-offset-2 medium-4 small-offset-0 small-12"> <figure class="icon-api icon-language"></figure> <h3 class="typography-label"><a href="/documentation/naturallanguage/">Natural Language<span class="loc-en-only"></span></a></h3> <p>Process and make sense of text in different ways, like embedding or classifying words.</p> </div> </div> <div class="row"> <div class="column column-split large-offset-2 large-4 medium-offset-1 medium-4 small-offset-0 small-12"> <figure class="icon-api icon-speech"></figure> <h3 class="typography-label"><a href="/documentation/speech/">Speech<span class="loc-en-only"></span></a></h3> <p>Take advantage of speech recognition and saliency features for a variety of languages.</p> </div> <div class="column column-split large-4 medium-offset-2 medium-4 small-offset-0 small-12"> <figure class="icon-api icon-sounds"></figure> <h3 class="typography-label"><a href="/documentation/soundanalysis/">Sound<span class="loc-en-only"></span></a></h3> <p>Analyze audio and recognize it as a particular type, such as laughter or applause.</p> </div> </div> <div class="row"> <div class="column column-split large-offset-2 large-4 medium-offset-1 medium-4 small-offset-0 small-12 no-padding-left"> <figure class="icon-api icon-translation"></figure> <h3 class="typography-label"><a href="/documentation/translation/">Translation<span class="loc-en-only"></span></a></h3> <p>Translate text into the language your users prefer.</p> </div> </div> </div> </section> <section class="section section-create-ml bg-grad-up"> <div class="section-content"> <div class="row"> <div class="column large-centered large-8 medium-10 small-12 text-center"> <figure class="icon-create-ml center"></figure> <h2>Create ML</h2> <p>The Create ML app lets you quickly build and train Core ML models right on your Mac with no code. The easy-to-use app interface and ability to customize built-in system models make the process easier than ever, so all you need to get started is your training data. You can even take control of the training process with features like snapshots and previewing to help you visualize model training and accuracy. Dive deeper, and gain more control, and enable model creation from within your app using the Create ML and Create ML Components frameworks.</p> <p><a href="/machine-learning/create-ml/" class="more">Learn more</a></p> </div> </div> </div> <figure class="device-macbook-pro-space-grey create-ml-hero center"> <figure class="device-screen screen-create-ml"></figure> </figure> </section> <section class="section section-resources"> <div class="section-content"> <div class="row"> <div class="column large-offset-1 large-4 small-offset-0 small-12 text-center"> <figure class="icon-model center"></figure> <h2>Models</h2> <p>Download models that have been converted to the Core ML format and are ready to be integrated into your app.</p> <p><a href="/machine-learning/models/" class="more">Browse models</a></p> </div> <div class="column large-offset-2 large-4 small-offset-0 small-12 text-center"> <figure class="icon-resource center"></figure> <h2>Resources</h2> <p>Access tools, like Core ML Tools, that let you convert a model to Core ML from another format.</p> <p><a href="/machine-learning/resources/" class="more">View resources</a></p> </div> </div> </div> </section> </main> <link rel="stylesheet" href="/assets/styles/router-strip.css" type="text/css" /> <aside class="section developer-router-links"> <div class="section-content"> <div class="row"> <div class="column large-3 medium-6 small-6"> <a href="/download/" class="block text-center"> <img src="/assets/elements/icons/symbols/arrow-down-circle.svg" height="50" alt=""> <p><span class="block-link">Get the latest tools and beta SDKs<span class="loc-en-only"></span></span></p> </a> </div> <div class="column large-3 medium-6 small-6"> <a href="/documentation/coreml/" class="block text-center"> <img src="/assets/elements/icons/symbols/book-pages.svg" height="50" alt=""> <p><span class="block-link">Browse the latest documentation<span class="loc-cj"></span></span></p> </a> </div> <div class="column large-3 medium-6 small-6"> <a 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