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</style> <div class="devsite-banner devsite-banner-announcement"> <div class="devsite-banner-message"> <div class="devsite-banner-message-text"> <style> .devsite-banner-announcement:not(.devsite-banner-tenant) { background: #202124; color: white; font-weight: 500; } .devsite-banner-announcement a { color: white; font-weight: 700; } .devsite-banner-announcement a:link, .devsite-banner-announcement a:visited { background: 0; } .devsite-banner-announcement a:hover, .devsite-banner-announcement a:focus { text-decoration: none; } .devsite-banner-announcement .devsite-banner-message-text { margin: 0 auto; } </style> Google is committed to advancing racial equity for Black communities. <a href="https://web.archive.org/web/20210302141517/https://google.com/racialequity" class="gc-analytics-event" data-category="Announcement" data-label="Racial Equity">See how.</a> </div> </div> </div> <div class="devsite-article-meta" role="navigation"> <ul class="devsite-breadcrumb-list"> <li class="devsite-breadcrumb-item "> <a href="https://web.archive.org/web/20210302141517/https://firebase.google.com/" class="devsite-breadcrumb-link gc-analytics-event" data-category="Site-Wide Custom Events" data-label="Breadcrumbs" data-value="1" track-type="globalNav" track-name="breadcrumb" track-metadata-position="1" track-metadata-eventdetail="Firebase"> Firebase </a> </li> </ul> </div> <devsite-feedback position="header" project-name="Firebase" product-id="719752" bucket="" context="" version="t-devsite-webserver-20210223-r03-rc00.433352631197235302" data-label="Send Feedback Button" track-type="feedback" track-name="sendFeedbackLink" track-metadata-position="header" project-feedback-url="https://firebase.google.com/support/contact/bugs-features/" project-icon="https://firebase.google.com/_static/firebase/images/logo.png" project-support-url="https://firebase.google.com/support/" feedback-type="star-rating"> <button> Send feedback </button> </devsite-feedback> <devsite-toc class="devsite-nav" devsite-toc-embedded disabled> </devsite-toc> <div class="devsite-article-body clearfix devsite-no-page-title"> <main> <div class="firesite__bg firesite__bg--desktop" aria-hidden="true"> <img src="/web/20210302141517im_/https://firebase.google.com/images/backgrounds/nachos/products/product_mid.svg" alt="" role="presentation"/> </div> <div class="firesite__bg--top"> <svg width="5494" height="5614" viewbox="0 0 5494 5614" fill="none" xmlns="http://www.w3.org/2000/svg"><path opacity=".5" d="M5134.73 3946.02c-44.22 489.57-1391.4 1154.88-2007.46 1023.73-616.06-131.15-1802.35-1281.82-1715.71-1816.35 86.63-534.52 1590.06-956.61 2142.86-819.11 552.81 137.51 1624.54 1122.17 1580.31 1611.73z" fill="#607D8B" fill-opacity=".12"/><path d="M3897.08 3349.92c-353.18 337.39-2360.1 1092.15-2893.9 582.57-533.795-509.58-146.733-2480.36 447.6-2917.86 594.33-437.508 2647.89 33.35 2919 439.62 271.1 406.26-119.53 1558.28-472.7 1895.67z" fill="#4285F4"/><path opacity=".8" 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data-category="getStarted" data-action="linkClick" data-label="hero" class="cta-button cta-button--white gc-analytics-event"> Visit console </a> <a href="/web/20210302141517/https://firebase.google.com/docs/ml" data-category="viewDocs" data-action="linkClick" data-label="hero" class="cta-link cta-link--with-icon cta-link--white gc-analytics-event"> View docs </a> </div> </div> <div class="product-header__illo" role="presentation" aria-hidden="true"> <img srcset="https://web.archive.org/web/20210302141517im_/https://firebase.google.com/images/products/ml-kit/ml-kit-illo_2x.png 2x, https://web.archive.org/web/20210302141517im_/https://firebase.google.com/images/products/ml-kit/ml-kit-illo_1x.png 1x" src="/web/20210302141517im_/https://firebase.google.com/images/products/ml-kit/ml-kit-illo_1x.png" role="presentation" aria-hidden="true"> </div> </header> </section> <div class="content-wrapper"> <section class="card"> <div class="card__content"> <div id="add-machine-learning-capabilities-to-your-app" class="card__subpartial product-row "> <div class="product-row__media"> <div class="firesite__video"> <iframe class="devsite-embedded-youtube-video" data-video-id="p5-BDRCAkMI" data-list="PLl-K7zZEsYLmOF_07IayrTntevxtbUxDL" data-autohide="1" data-showinfo="0" frameborder="0" allowfullscreen> </iframe> </div> </div> <div class="product-row__text"> <h4 class="no-link" id="add-machine-learning-capabilities-to-your-app" data-text="Add machine learning capabilities to your app">Add machine learning capabilities to your app</h4> <p>Use Firebase ML to train and deploy custom models, or use a more turn-key solution with the Cloud Vision APIs.</p> <div class="platform-icons__wrapper" aria-label="Supported platforms" role="list"><i role="listitem" title="iOS supported" data-title="iOS supported" aria-label="iOS supported" class="platform-icon plat_ios gmp-icons" aria-hidden="true" translate="no">plat_ios</i> <i role="listitem" title="Android supported" data-title="Android supported" aria-label="Android supported" class="platform-icon plat_android gmp-icons" aria-hidden="true" translate="no">plat_android</i> </div> </div> </div> <hr class="card__divider"> <div id="deploy-custom-models-that-run-on-device" class="card__subpartial product-row "> <div class="product-row__media"> <img src="/web/20210302141517im_/https://firebase.google.com/images/products/ml-kit/mlkit-1.png" alt="Firebase ML Diagram"> </div> <div class="product-row__text"> <h4 class="no-link" id="deploy-custom-models-that-run-on-device" data-text="Deploy custom models that run on-device">Deploy custom models that run on-device</h4> <p>Whether you are starting with an existing <a href="https://web.archive.org/web/20210302141517/https://www.tensorflow.org/lite/models">TensorFlow Lite model</a> or training your own, you can use Firebase ML model deployment to distribute models to your users over the air. This reduces initial app installation size since models are downloaded by the device only when needed. It also allows you to A/B test multiple models, evaluate their performance and update models regularly without having to republish your entire app. Just <a href="https://web.archive.org/web/20210302141517/https://firebase.google.com/docs/ml/manage-hosted-models">upload your model</a> to the Firebase console, and we'll take care of hosting and serving it to your app. Or if you prefer, you can deploy models directly from your ML production pipeline or Colab notebook <a href="https://web.archive.org/web/20210302141517/https://firebase.google.com/docs/ml/manage-hosted-models#manage_models_with_the_firebase_admin_sdk">using the Firebase Admin SDK</a>.</p> </div> </div> <hr class="card__divider"> <div id="train-your-own-image-classification-custom-model" class="card__subpartial product-row "> <div class="product-row__media"> <img src="/web/20210302141517im_/https://firebase.google.com/images/products/ml-kit/mlkit-2.png" alt="AutoML Vision Edge"> </div> <div class="product-row__text"> <h4 class="no-link" id="train-your-own-image-classification-custom-model" data-text="Train your own image classification custom model">Train your own image classification custom model</h4> <p>With <a href="https://web.archive.org/web/20210302141517/https://firebase.google.com/docs/ml/automl-image-labeling">AutoML Vision Edge</a>, you can easily create custom image classification models tailored to your needs. For example, you may want your app to be able to identify different types of food, or distinguish between species of animals. Whatever your need, just upload your training data to the Firebase console and you can use Google’s AutoML technology to build a custom TensorFlow Lite model for you to run locally on your user's device.</p> </div> </div> <hr class="card__divider"> <div id="solve-for-common-use-cases-with-turn-key-apis" class="card__subpartial product-row "> <div class="product-row__media"> <img src="/web/20210302141517im_/https://firebase.google.com/images/products/ml-kit/mlkit-3.png" alt="Firebase ML Icons"> </div> <div class="product-row__text"> <h4 class="no-link" id="solve-for-common-use-cases-with-turn-key-apis" data-text="Solve for common use cases with turn-key APIs">Solve for common use cases with turn-key APIs</h4> <p>Firebase ML also comes with a set of ready-to-use cloud-based APIs for common mobile use cases: <a href="https://web.archive.org/web/20210302141517/https://firebase.google.com/docs/ml/recognize-text">recognizing text</a>, <a href="https://web.archive.org/web/20210302141517/https://firebase.google.com/docs/ml/label-images">labeling images</a>, and <a href="https://web.archive.org/web/20210302141517/https://firebase.google.com/docs/ml/recognize-landmarks">recognizing landmarks</a>. Unlike on-device APIs, these APIs leverage the power of Google Cloud's machine learning technology to give a high level of accuracy. You simply pass in data to the library, which seamlessly makes a request to models running on Google Cloud, and get back the information you need–all in a few lines of code.</p> </div> </div> <hr class="card__divider"> <div class="card__subpartial carousel "> <devsite-iframe><iframe src="/web/20210302141517if_/https://firebase.google.com/products/ml/index_82395175b9af68453bef183faee74e2db630413ca7a4ee5ac73eb6fb1e0d6088.frame" class="framebox inherit-locale carousel-case-studies" allowfullscreen is-upgraded></iframe></devsite-iframe> </div> </div> </section> </div> <div class="content-wrapper"> <section class="card"> <div class="card__content"> <div class="card__subpartial cta-banner card__subpartial--no-margin "> <div class="cta-banner__text"> <h2 class="no-link" id="part-of-the-firebase-platform" data-text="Part of the Firebase platform">Part of the Firebase platform</h2> <p>Firebase helps you develop high-quality apps, grow your user base, and earn more money. Each feature works independently, and they work even better together.</p> <div class="cta-banner__cta"> <a href="/web/20210302141517/https://firebase.google.com/products-build" data-category="useCases" data-action="linkClick" data-label="seeProducts" class="cta-button gc-analytics-event"> See products </a> </div> </div> <div class="cta-banner__illo cta-banner__illo--products-marquee cta-banner__illo--above"> <img srcset="https://web.archive.org/web/20210302141517im_/https://firebase.google.com/images/usecases/products-logo-marquee_2x.png 2x, https://web.archive.org/web/20210302141517im_/https://firebase.google.com/images/usecases/products-logo-marquee_1x.png 1x" src="/web/20210302141517im_/https://firebase.google.com/images/usecases/products-logo-marquee_1x.png" alt="Logo pattern" role="presentation" aria-hidden="true"> </div> </div> </div> </section> </div> <div class="content-wrapper"> <section class="cta-hero-footer"> <div class="content-wrapper"> <div class="cta-hero-footer__text"> 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