CINXE.COM

<!DOCTYPE html> <html class='v2' dir='ltr' lang='en' xmlns='http://www.w3.org/1999/xhtml' xmlns:b='http://www.google.com/2005/gml/b' xmlns:data='http://www.google.com/2005/gml/data' xmlns:expr='http://www.google.com/2005/gml/expr'> <head> <link href='https://www.blogger.com/static/v1/widgets/3566091532-css_bundle_v2.css' rel='stylesheet' type='text/css'/> <meta content='text/html; charset=UTF-8' http-equiv='Content-Type'/> <meta content='blogger' name='generator'/> <link href='https://blog.tensorflow.org/favicon.ico' rel='icon' type='image/x-icon'/> <link href='https://blog.tensorflow.org/' rel='canonical'/> <link rel="alternate" type="application/atom+xml" title="The TensorFlow Blog - Atom" href="https://blog.tensorflow.org/feeds/posts/default" /> <link rel="alternate" type="application/rss+xml" title="The TensorFlow Blog - RSS" href="https://blog.tensorflow.org/feeds/posts/default?alt=rss" /> <link rel="service.post" type="application/atom+xml" title="The TensorFlow Blog - Atom" href="https://www.blogger.com/feeds/7864883956188652345/posts/default" />  <meta content='The TensorFlow blog contains regular news from the TensorFlow team and the community, with articles on Python, TensorFlow.js, TF Lite, TFX, and more.' name='description'/> <meta content='https://blog.tensorflow.org/' property='og:url'/> <meta content='The TensorFlow Blog' property='og:title'/> <meta content='The TensorFlow blog contains regular news from the TensorFlow team and the community, with articles on Python, TensorFlow.js, TF Lite, TFX, and more.' property='og:description'/> <meta charset='UTF-8'/> <meta content='IE=edge' http-equiv='X-UA-Compatible'/> <meta content='width=device-width, initial-scale=1' name='viewport'/> <meta content='https://www.gstatic.com/tf_blog/images/image_blank.png' property='og:image'/> <meta content='https://www.gstatic.com/tf_blog/images/image_blank.png' property='twitter:image'/> <meta content='summary_large_image' name='twitter:card'/> <meta content='The TensorFlow Blog' property='twitter:title'/> <meta content='https://www.gstatic.com/tf_blog/images/image_blank.png' property='og:image'/> <title>The TensorFlow Blog</title> <style id='page-skin-1' type='text/css'></style>  <link href='https://fonts.googleapis.com/css?family=Google+Sans:400,500,700|Roboto:400,400italic,500,500italic,700,700italic|Roboto+Mono:400,500,700|Material+Icons' rel='stylesheet'/>   <link href="//prismjs.com/themes/prism.css" rel="stylesheet"> <script src="//prismjs.com/prism.js" type="text/javascript"></script> <script src='https://cdnjs.cloudflare.com/ajax/libs/prism/1.17.1/plugins/autoloader/prism-autoloader.min.js'></script>   <link href='https://cdn.jsdelivr.net/npm/zoom-vanilla.js/dist/zoom.css' rel='stylesheet'/> <script defer='defer' src='https://cdn.jsdelivr.net/npm/zoom-vanilla.js/dist/zoom-vanilla.min.js' type='text/javascript'></script>  <link href='https://www.gstatic.com/tf_blog/images/favicon.png' rel='shortcut icon' type='image/png'/> <script type='text/javascript'> //<![CDATA[ const qs = (string, el = document) => el.querySelector(string); const qsa = (string, el = document) => el.querySelectorAll(string); class App { constructor() { this.body = qs('body'); this.detailBody = qs('.tensorsite-detail__body'); this.overlay = qs('.header__overlay'); this.hamburger = qs('.header__hamburger'); this.sideMenu = qs('.header__side-menu'); this.detailBodies = qsa('.tensorsite-detail__body'); this.searchForms = qsa('.searchbox'); this.searchInputs = qsa('.search-input'); this.homeHref = qs('#home-href'); this.featuredCard = qs('.tensorsite-card.featured'); this.featuredPostHref = this.featuredCard && this.featuredCard .querySelector('.tensorsite-card__href') .getAttribute('href'); this.cards = qsa('.tensorsite-card'); this.images = qsa('img[border]'); this.cardDescriptions = qsa('.tensorsite-content__description'); this.hiddenDescription = qsa('.tensorsite-detail__description'); this.iconLinks = qs('.social-icons__links').children this.iconTooltips = qsa('[class^="icon-tooltip"]') this._toggleMobileMenu = this._toggleMobileMenu.bind(this); this._closeMenu = this._closeMenu.bind(this); this._onResize = this._onResize.bind(this); this._getScreen = this._getScreen.bind(this); this._searchGoogle = this._searchGoogle.bind(this); this._handleSearchKeypress = this._handleSearchKeypress.bind(this); this._removeDividerAboveImage(); this._setAllTagActive(); this._showFeaturedPost(); this._redirectWithMaxResults(); this._makeImagesZoomable(); this._removeCardLineBreaks(); this._getNextPost().then(()=>{ this._removeCardLineBreaks(); }) this.addEventListeners(); } addEventListeners() { window.addEventListener('resize', this._onResize); this.hamburger.addEventListener('click', this._toggleMobileMenu); this.searchForms.forEach(el => el.addEventListener('submit', this._searchGoogle)); this.searchInputs.forEach(el => el.addEventListener('keypress', this._handleSearchKeypress)); Array.from(this.iconLinks).forEach((icon, i) => { icon.addEventListener("mouseover", () => icon.querySelectorAll('[class^="icon-tooltip"]')[0].style.display = 'block'); icon.addEventListener("mouseout", () => icon.querySelectorAll('[class^="icon-tooltip"]')[0].style.display = 'none'); }) } _getNextPost() { return new Promise((resolve) => { const nextHref = qs('.tensorsite-detail__next-url'); if (this.detailBody && nextHref) { let request = new XMLHttpRequest(); request.open('GET', nextHref.getAttribute('href'), true); request.onload = function() { if (this.status >= 200 && this.status < 400) { // Success! Should be an HTML response // Save html in variable so you're able to query select const parser = new DOMParser(); const html = parser.parseFromString(this.response, "text/html"); const nextTitle = html.querySelector('.tensorsite-detail__title'); const nextDesc = html.querySelector('.tensorsite-detail__description'); const nextTags = html.querySelector('.tensorsite-detail__tags'); const nextHref = qs('.tensorsite-detail__next-url').getAttribute('href'); const nextImgUrl = html.querySelector('.tensorsite-detail__main-image'); const nextTitleEl = document.querySelector('.tensorsite-content__title.next'); const nextDescEl = document.querySelector('.tensorsite-content__description.next'); let nextTagsEl = document.querySelector('.tensorsite-content__subtitle.next'); const nextHrefEl = document.querySelector('.tensorsite-card__href.next'); const nextImgEl = document.querySelector('.tensorsite-content__image-wrapper'); const nextContainer = qs('.tensorsite-next'); const footer = qs('.tensorsite-footer'); if (nextTitleEl && nextTitle) { nextTitleEl.innerHTML = nextTitle.innerHTML; } if (nextDescEl && nextDesc) { nextDescEl.innerHTML = nextDesc.innerHTML; } if (nextTagsEl && nextTags) { nextTagsEl.innerHTML = nextTags.innerHTML; } if (nextHref && nextHrefEl) { nextHrefEl.setAttribute('href', nextHref); } if (nextImgEl && nextImgUrl) { // If Blogger can't find a firstImageUrl, it returns a // message informing us of that, so this checks // if the string is a URL if(!/http/.test(nextImgUrl.innerHTML)){ nextImgEl.classList.add('hidden'); } else { nextImgEl.querySelector('img').src = nextImgUrl.innerHTML; } } if (nextHref) { nextContainer.classList.add('active'); footer.classList.add('grey'); } resolve(); } else { // We reached our target server, but it returned an error console.error('Error: Could not get the next title'); } }; request.send(); } }) } get isMenuOpen() { return this.sideMenu.classList.contains('is-open'); } _handleSearchKeypress(e) { if (e.which == 13) { this._searchGoogle(); } } _searchGoogle(e) { e.preventDefault(); const {value} = e.target.querySelector('.search-input'); window.location.href = 'https://www.google.com/search?q=site%3A' + window.location.hostname + '%20' + value; } _toggleMobileMenu() { this.body.classList.toggle('no-scroll'); this.overlay.classList.toggle('show'); this.sideMenu.classList.toggle('is-open'); if (this.isMenuOpen) { this.overlay.addEventListener('click', this._closeMenu); } else { this.overlay.removeEventListener('click', this._closeMenu); } } _closeMenu(e) { if (this.isMenuOpen) { this._toggleMobileMenu(); } } _onResize() { if (this._getScreen().width > 839 && this.isMenuOpen) { this._closeMenu(); } } _getScreen() { return { scrollY: window.scrollY, width: window.innerWidth, height: window.innerHeight, } }; _removeDividerAboveImage() { if (this.detailBody && this.detailBody.firstElementChild && this.detailBody.firstElementChild.querySelector('img')) { const firstDivider = qs('.divider'); firstDivider.style.display = 'none'; } } _isCurrentPathAllPosts(){ const {pathname, search} = window.location; return pathname === '/' || (pathname === '/search' && !/label/.test(search)) } _setAllTagActive() { if(this._isCurrentPathAllPosts()){ const allTag = qs('.header__nav-item.all'); allTag.parentElement.classList.add('active'); } } // Shows featured post only if not on the home page _showFeaturedPost() { if (window.location.pathname === '/' && this.featuredCard) { // If any posts in the list have the same href, hide them. // Using a boolean in order to skip the first match // since that is the actual featured card. let skippedFirst = false; this.cards.forEach(card => { const link = card .querySelector('.tensorsite-card__href') .getAttribute('href'); if (link === this.featuredPostHref) { if (skippedFirst) { card.classList.add('hidden'); } skippedFirst = true; } }) } } _makeImagesZoomable(){ this.images.forEach(image => { image.setAttribute('data-action', 'zoom'); if(/a/i.test(image.parentNode.tagName)){ image.parentNode.replaceWith(image) } }) } // Adds max-results query param if URL contains a label filter but // doesn't contain max-results _redirectWithMaxResults(){ const {search} = window.location; const isLabelMatch = /(tensorflow|tfx|community)/gi.test(search) if(isLabelMatch && !/max-results/.test(search)){ window.location.href = window.location.href + '&max-results=20' } } _removeCardLineBreaks(){ const descriptions = this.cardDescriptions || [this.hiddenDescription]; if(descriptions){ descriptions.forEach(node=> { let stringArray = node.innerText.split(/(\r\n|\n|\r)/g); for(let i = stringArray.length; i > 0; i--){ if(/(\r\n|\n|\r)/.test(stringArray[i]) || stringArray[i] === ''){ let j = i - 1; while(j > 0 && (/(\r\n|\n|\r)/.test(stringArray[j]) || stringArray[j] === '')){ stringArray.splice(j, 1); j-- } } } return node.innerText = stringArray.join('') }) } } } window.addEventListener('DOMContentLoaded', (event) => { new App(); }); //]]> </script> <script type='text/javascript'> (function(i,s,o,g,r,a,m){i['GoogleAnalyticsObject']=r;i[r]=i[r]||function(){ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) })(window,document,'script','https://www.google-analytics.com/analytics.js','ga'); ga('create', 'UA-142343919-1', 'auto', 'blogger'); ga('blogger.send', 'pageview'); </script> <link href='https://www.blogger.com/dyn-css/authorization.css?targetBlogID=7864883956188652345&zx=fec37b9b-5beb-4355-a145-f93f4e783e5d' media='none' onload='if(media!='all')media='all'' rel='stylesheet'/><noscript><link href='https://www.blogger.com/dyn-css/authorization.css?targetBlogID=7864883956188652345&zx=fec37b9b-5beb-4355-a145-f93f4e783e5d' rel='stylesheet'/></noscript> <meta name='google-adsense-platform-account' content='ca-host-pub-1556223355139109'/> <meta name='google-adsense-platform-domain' content='blogspot.com'/> </head> <body> <div class='header__overlay'></div> <div class='section' id='nav'><div class='widget HTML' data-version='1' id='HTML1'> <header class='header'> <div aria-hidden='true' data-href='https://blog.tensorflow.org/' hidden='true' id='home-href'></div> <div class='top-row'> <div class='top-row__left'> <button aria-label='Toggle menu' class='header__hamburger' type='button'> <i class='material-icons'>menu</i> </button> <a class='tensorsite-blog-logo' href='https://blog.tensorflow.org/'> <img alt='TensorFlow Blog Logo' class='tensorsite-blog-logo__image' src='https://www.gstatic.com/tf_blog/images/tfblog_logo.svg'/> </a> </div> <div class='top-row__right'> <div class='header__search-container'> <form action='' class='searchbox'> <input aria-label='Search box' class='search-input' name='q' onblur='if (this.value=="") {this.value="Search the Blog";}' onfocus='if (this.value=="Search the Blog") {this.value=""}' placeholder='Search the Blog' type='text' value=''/> <i class='material-icons'>search</i> <input style='visibility:hidden;position:absolute' type='submit'/> </form> </div> <a class='header__cta' href='https://www.tensorflow.org/'> <svg class='cta-icon' height='12' viewBox='0 0 18 18' width='12' xmlns='http://www.w3.org/2000/svg'> <g fill='none' fill-rule='evenodd' transform='translate(-3 -3)'> <rect height='24' width='24'></rect> <path d='M20.55,10.95 L13.05,3.45 C12.45,2.85 11.55,2.85 10.95,3.45 C10.35,4.05 10.35,4.95 10.95,5.55 L15.9,10.5 L4.5,10.5 C3.6,10.5 3,11.1 3,12 C3,12.9 3.6,13.5 4.5,13.5 L15.9,13.5 L10.95,18.45 C10.35,19.05 10.35,19.95 10.95,20.55 C10.95,20.55 10.95,20.55 10.95,20.55 C11.55,21.15 12.45,21.15 13.05,20.55 C13.05,20.55 13.05,20.55 13.05,20.55 L20.55,13.05 C21.15,12.45 21.15,11.55 20.55,10.95 C20.55,10.95 20.55,10.95 20.55,10.95 Z' fill='#000'></path> </g> </svg> Return to TensorFlow Home </a> </div> </div> <div class='nav-row'> <div class='nav-items'> <tab> <a class='header__nav-item all' dir='ltr' href='https://blog.tensorflow.org/'> All </a> </tab> <tab> <a class='header__nav-item' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow+Core&max-results=20'> TensorFlow Core </a> </tab> <tab> <a class='header__nav-item' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow.js&max-results=20'> TensorFlow.js </a> </tab> <tab> <a class='header__nav-item' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow+Lite&max-results=20'> TensorFlow Lite </a> </tab> <tab> <a class='header__nav-item' dir='ltr' href='https://blog.tensorflow.org/search?label=TFX&max-results=20'> TFX </a> </tab> <tab> <a class='header__nav-item' dir='ltr' href='https://blog.tensorflow.org/search?label=Community&max-results=20'> Community </a> </tab> </div> <section class='social-icons'> <div class='social-icons__container-header'> <div class='social-icons__links'> <a class='icon-link' href='https://discuss.tensorflow.org' rel='noopener noreferrer' target='_blank'> <img alt='TensorFlow Forum' src='https://www.gstatic.com/tf_blog/images/ic_forum_2.svg'/> <div class='icon-tooltip'>TensorFlow Forum</div> </a> <a class='icon-link' href='https://www.youtube.com/tensorflow' rel='noopener noreferrer' target='_blank'> <img alt='TensorFlow YouTube' src='https://www.gstatic.com/tf_blog/images/ic_youtube.svg'/> <div class='icon-tooltip'>TensorFlow YouTube</div> </a> <a class='icon-link' href='https://twitter.com/TensorFlow' rel='noopener noreferrer' target='_blank'> <img alt='TensorFlow Twitter' src='https://www.gstatic.com/tf_blog/images/ic_twitter.svg'/> <div class='icon-tooltip'>TensorFlow Twitter</div> </a> <a class='icon-link' href='https://github.com/tensorflow' rel='noopener noreferrer' target='_blank'> <img alt='TensorFlow GitHub' src='https://www.gstatic.com/tf_blog/images/ic_github.svg'/> <div class='icon-tooltip-github'>TensorFlow GitHub</div> </a> </div> </div> </section> </div> </header> <div class='header__side-menu'> <div class='header__side-menu__logo-container'> <a class='tensorsite-blog-logo' href='https://blog.tensorflow.org/'> <img alt='TensorFlow Blog Logo' class='tensorsite-blog-logo__image' src='https://www.gstatic.com/tf_blog/images/tfblog_logo.svg'/> </a> </div> <div class='header__side-menu__content'> <div class='header__side-menu__items'> <div class='header__search-container mobile'> <form action='' class='searchbox'> <input aria-label='Search box' class='search-input' name='q' onblur='if (this.value=="") {this.value="Search the Blog";}' onfocus='if (this.value=="Search the Blog") {this.value=""}' placeholder='Search the Blog' type='text' value=''/> <i class='material-icons'>search</i> <input style='visibility:hidden;position:absolute' type='submit'/> </form> </div> <div class='header__side-menu__title'>Tags</div> <tab> <li> <a class='header__nav-item mobile' dir='ltr' href='https://blog.tensorflow.org/'> All </a> </li> </tab> <tab> <li> <a class='header__nav-item mobile' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow+Core&max-results=20'> TensorFlow Core </a> </li> </tab> <tab> <li> <a class='header__nav-item mobile' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow.js&max-results=20'> TensorFlow.js </a> </li> </tab> <tab> <li> <a class='header__nav-item mobile' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow+Lite&max-results=20'> TensorFlow Lite </a> </li> </tab> <tab> <li> <a class='header__nav-item mobile' dir='ltr' href='https://blog.tensorflow.org/search?label=TFX&max-results=20'> TFX </a> </li> </tab> <tab> <li> <a class='header__nav-item mobile' dir='ltr' href='https://blog.tensorflow.org/search?label=Community&max-results=20'> Community </a> </li> </tab> </div> <div class='spacer'></div> <div class='header__side-menu__bottom'> <a class='header__cta mobile' href='https://www.tensorflow.org/'> Return to TensorFlow Home </a> </div> </div> </div> </div></div> <div class='content-wrap'> <div class='section' id='blog'><div class='widget FeaturedPost' data-version='1' id='FeaturedPost1'> <div class='tensorsite-container featured'>  <div class='tensorsite-card featured'> <a aria-label='Featured Article' class='tensorsite-card__href' href='https://blog.tensorflow.org/2024/11/mlsysbookai-principles-and-practices-of-machine-learning-systems-engineering.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Featured Post Image' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiCrY0ybsygB35ZxLoYErMW4s26SSiF_pHCKXTSO2poVyVL2-zlIr0WC6yugLgtnQzi7m_OlgnzUKEMG50g6tDH_CrClBqDK_Py8BXjHcZxWFprthF6uRcOzI1EaXSRhYl-xpUyTycUA6vXmjWPNWsYjOvCcBxsjbZ3TcsN7kNUW8dfVrEJuGY_gYjqi1Y/s1600/social-Practices-of-ML-systems-engineering.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__subtitle'> Featured </div> <div class='tensorsite-content__title'> MLSysBook.AI: Principles and Practices of Machine Learning Systems Engineering </div> </div> </div> </div> </div><div class='widget Blog' data-version='1' id='Blog1'> <div class='tensorsite-container'> <div class='posts-container'> <div class='tensorsite-posts__regular'> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2024/11/mlsysbookai-principles-and-practices-of-machine-learning-systems-engineering.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='MLSysBook.AI: Principles and Practices of Machine Learning Systems Engineering' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEiCrY0ybsygB35ZxLoYErMW4s26SSiF_pHCKXTSO2poVyVL2-zlIr0WC6yugLgtnQzi7m_OlgnzUKEMG50g6tDH_CrClBqDK_Py8BXjHcZxWFprthF6uRcOzI1EaXSRhYl-xpUyTycUA6vXmjWPNWsYjOvCcBxsjbZ3TcsN7kNUW8dfVrEJuGY_gYjqi1Y/s1600/social-Practices-of-ML-systems-engineering.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>AI</span> <b class='label-divider-dot'>·</b> <span>Community</span> </div> <div class='tensorsite-content__title'> MLSysBook.AI: Principles and Practices of Machine Learning Systems Engineering </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> November 19, 2024 — </span> <em>Posted by Jason Jabbour, Kai Kleinbard and <a href="http://scholar.harvard.edu/vijay-janapa-reddi/" target="_blank">Vijay Janapa Reddi</a> (Harvard University)</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2024/10/whats-new-in-tensorflow-218.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='What's new in TensorFlow 2.18' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgVyX9h9jqUfN0LpVCwPg0iWNd4XDkKWd5hL7Wn9CwGLBZ5NyrEFTHHXu6yCxCaLL2szdaQMCkDuRdV4-JapbV329DYTjaH6ThpbzJlbvgunZK9dUgii1kAqcs-4zhyphenhyphenccaLsfffj7K3-8HFLybyOeaHjVl_n7jdPmD33o0TERamUgTdH7H3qhBLS2GuwtY/s1600/Tensorflow-septmber-update-social%20%282%29%20%281%29.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Announcement</span> <b class='label-divider-dot'>·</b> <span>Estimator</span> </div> <div class='tensorsite-content__title'> What's new in TensorFlow 2.18 </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> October 28, 2024 — </span> <em>Posted by the TensorFlow team</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2024/07/whats-new-in-tensorflow-217.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='What's new in TensorFlow 2.17' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgVyX9h9jqUfN0LpVCwPg0iWNd4XDkKWd5hL7Wn9CwGLBZ5NyrEFTHHXu6yCxCaLL2szdaQMCkDuRdV4-JapbV329DYTjaH6ThpbzJlbvgunZK9dUgii1kAqcs-4zhyphenhyphenccaLsfffj7K3-8HFLybyOeaHjVl_n7jdPmD33o0TERamUgTdH7H3qhBLS2GuwtY/s1600/Tensorflow-septmber-update-social%20%282%29%20%281%29.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Announcement</span> <b class='label-divider-dot'>·</b> <span>Estimator</span> </div> <div class='tensorsite-content__title'> What's new in TensorFlow 2.17 </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> July 18, 2024 — </span> <em>Posted by the TensorFlow team</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2024/04/faster-dynamically-quantized-inference-with-xnnpack.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Faster Dynamically Quantized Inference with XNNPack' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgb_J0gvQboeZswAJu8KAIJ1ekS5NK9-DOZzLpKRn7E4CpdjOqqq2Mvv1e2DYIumB3GYqmqUAA6iSQIDJTLzWRmC0mcOEahy1LbsXyEgbQIKJKjGa12BuuV130zfnrqx4f0CKcbSV7DRw-JZVM6D2YH8FHYVjV-MBMmDtBZXJFxGyg0kCF2-QfjXzWuGzw/s1600/TensorFlow_HalfPrecisionInference_1024x512.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>AI</span> <b class='label-divider-dot'>·</b> <span>Announcement</span> </div> <div class='tensorsite-content__title'> Faster Dynamically Quantized Inference with XNNPack </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> April 09, 2024 — </span> <em>Posted by <a href="https://www.linkedin.com/in/alanjkelly" target="_blank">Alan Kelly</a>, Software Engineer</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2024/03/whats-new-in-tensorflow-216.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='What's new in TensorFlow 2.16' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgVyX9h9jqUfN0LpVCwPg0iWNd4XDkKWd5hL7Wn9CwGLBZ5NyrEFTHHXu6yCxCaLL2szdaQMCkDuRdV4-JapbV329DYTjaH6ThpbzJlbvgunZK9dUgii1kAqcs-4zhyphenhyphenccaLsfffj7K3-8HFLybyOeaHjVl_n7jdPmD33o0TERamUgTdH7H3qhBLS2GuwtY/s1600/Tensorflow-septmber-update-social%20%282%29%20%281%29.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Announcement</span> <b class='label-divider-dot'>·</b> <span>Estimator</span> </div> <div class='tensorsite-content__title'> What's new in TensorFlow 2.16 </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> March 13, 2024 — </span> <em>Posted by the TensorFlow team</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2024/02/graph-neural-networks-in-tensorflow.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Graph neural networks in TensorFlow' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjmB2uY1xF7sEeT_0hkfCj1oQypkcE9ksjrPXfoOS6hWe6MjNa6OdIZLdu8m8Z2IAx0gk4EhD6fQH5EpOobdT4z0E4w1iSw5YCI7IaRU6jUIL9RpHaU-BEufRlz5Cw2bF6ww4mF6_0N43tSFSkKXVTuy2hvmcx6xYd_hPKzJ_1QvYnKdt3kLNH2iffSmbs/s1600/TFgraph-netural-networks-social.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>AI</span> <b class='label-divider-dot'>·</b> <span>Graph Mining</span> </div> <div class='tensorsite-content__title'> Graph neural networks in TensorFlow </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> February 06, 2024 — </span> <em>Posted by Dustin Zelle – Software Engineer, Research and Arno Eigenwillig – Software Engineer, CoreML</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/12/tensorflow-215-update-hot-fix-linux-installation-issue.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='TensorFlow 2.15 update: hot-fix for Linux installation issue' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgVyX9h9jqUfN0LpVCwPg0iWNd4XDkKWd5hL7Wn9CwGLBZ5NyrEFTHHXu6yCxCaLL2szdaQMCkDuRdV4-JapbV329DYTjaH6ThpbzJlbvgunZK9dUgii1kAqcs-4zhyphenhyphenccaLsfffj7K3-8HFLybyOeaHjVl_n7jdPmD33o0TERamUgTdH7H3qhBLS2GuwtY/s1600/Tensorflow-septmber-update-social%20%282%29%20%281%29.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Announcement</span> <b class='label-divider-dot'>·</b> <span>Explore</span> </div> <div class='tensorsite-content__title'> TensorFlow 2.15 update: hot-fix for Linux installation issue </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> December 05, 2023 — </span> <em>Posted by the TensorFlow team</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/11/half-precision-inference-doubles-on-device-inference-performance.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Half-precision Inference Doubles On-Device Inference Performance' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjLe00EnYz8eKv0IaUn3KfPZnEa4ubDV7Ay2qqIFnOYEMLOh6ybHdH9RhUUrwhYgaccnNkTLe8pID8hvyyKd88JqJL2jK6-ePMxmsddBPcGPktJ_i_EUKmJI1x_YMv6gK3DHZzMqtWIw7Zc5Rx5eHDJH0zNSc-Cnp92ue4WYVWX9P5ATGCnOVeFx-jsI2c/s1600/TensorFlow_HalfPrecisionInference_1024x512.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>AI</span> <b class='label-divider-dot'>·</b> <span>Announcement</span> </div> <div class='tensorsite-content__title'> Half-precision Inference Doubles On-Device Inference Performance </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> November 29, 2023 — </span> <em>Posted by Marat Dukhan and Frank Barchard, Software Engineers</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/11/whats-new-in-tensorflow-2-15.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='What's new in TensorFlow 2.15' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgVyX9h9jqUfN0LpVCwPg0iWNd4XDkKWd5hL7Wn9CwGLBZ5NyrEFTHHXu6yCxCaLL2szdaQMCkDuRdV4-JapbV329DYTjaH6ThpbzJlbvgunZK9dUgii1kAqcs-4zhyphenhyphenccaLsfffj7K3-8HFLybyOeaHjVl_n7jdPmD33o0TERamUgTdH7H3qhBLS2GuwtY/s1600/Tensorflow-septmber-update-social%20%282%29%20%281%29.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Announcement</span> <b class='label-divider-dot'>·</b> <span>Explore</span> </div> <div class='tensorsite-content__title'> What's new in TensorFlow 2.15 </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> November 17, 2023 — </span> <em>Posted by the TensorFlow team</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/11/join-us-at-third-women-in-ml-symposium.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Join us at the third Women in ML Symposium!' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjtd2GtibClrQS_fEHuU5Y8j25qKKsKNxCet5OOhia8zI09w7WmspXpsXQIV7I7HTNPtEqkP7wnlmE-gSj05yrIWaFKxYiocXH-pOsVen-Aq2dPb7AgtMz4lmGzHnXiLerzl8IHcajiwrkJkP-wIV5IPppznk_3BCi2AWQzcv4cW9B0AaXGIgzDCRFmiQE/s1600/WiML-2023-Social.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>AI</span> <b class='label-divider-dot'>·</b> <span>Announcement</span> </div> <div class='tensorsite-content__title'> Join us at the third Women in ML Symposium! </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> November 17, 2023 — </span> <em>Posted by Sharbani Roy – Senior Director, Product Management, Google </em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/10/simulated-spotify-listening-experiences-reinforcement-learning-tensorflow-tf-agents.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Simulated Spotify Listening Experiences for Reinforcement Learning with TensorFlow and TF-Agents' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhP2qHWHXHUPcXak3sVnIQK59EBep2I4SxODdtyTmFFgkOujyn5Si1AHZTh9-xru72ZPZ_mFziQQX11NGawnhMh1EikNP1hTPgSKCX1EbPOeNU0Y1_UV7ZCQ8XFNROKmlffOcv5IXDzM6b3ckRYy1PaDKTUNgMttlHiU4CWOQwaHlh-Y3EbX8nrtxOZXJg/s1600/TensorFlowSimulated-Spotify-Listening-Experiences-social-V2.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>AI</span> <b class='label-divider-dot'>·</b> <span>Documentation</span> </div> <div class='tensorsite-content__title'> Simulated Spotify Listening Experiences for Reinforcement Learning with TensorFlow and TF-Agents </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> October 19, 2023 — </span> <em>Posted by Surya Kanoria, Joseph Cauteruccio, Federico Tomasi, Kamil Ciosek, Matteo Rinaldi, and Zhenwen Dai – Spotify</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/10/building-board-game-with-tflite-plugin-for-flutter.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Building a board game with the TFLite plugin for Flutter' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEhOOPfPbEUuINDsxtTqIQnxPMLg_ThHYU0PSK5n12pt0hHAESQem0lIsnv-LO6LFCv8sq68n0dua5wPoXqiKvP8KF-WFF1s1-vpnTD3DMBrbL0IA019h1UWREjSCDEE2CEkImJ71OFBmchJWt8X5jtZkJiVIV06Ogxqhp12hzvvinVDNh1rMTecH9KIjZ8/s1600/SOCIAL-Building-a-board-game-with-the-TFlite-plugin-for-Flutter.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Flutter</span> <b class='label-divider-dot'>·</b> <span>How To</span> </div> <div class='tensorsite-content__title'> Building a board game with the TFLite plugin for Flutter </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> October 18, 2023 — </span> <em>Posted by Wei Wei, Developer Advocate</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/10/people-of-ai-season-2.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='People of AI: Season 2' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEjBAa6kNgbBM4T86yJ0ftJUiLg_Z2cJbcrk_rmCJ_RQwiqwWTurWvIqbZoFgm6u_r1uLV56dTm1FljgiLYYUB33WMtJV8oWLW_i9AF0_DI-lP1CajHpnaobp-OpbrtsVbYfjEbIef0fBVtPqZjIKhuILcMEMOwXSL0w6H3SXIauKVfSTTcGoecfSMzPxOs/s1600/People-With-AI-Season-2-Social.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>AI</span> <b class='label-divider-dot'>·</b> <span>Generative AI</span> </div> <div class='tensorsite-content__title'> People of AI: Season 2 </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> October 17, 2023 — </span> <em>Posted by <a href="https://www.linkedin.com/in/ashleyoldacre/" target="_blank">Ashley Oldacre</a></em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/09/forecasting-with-tensorflow-decision-forests-and-temporian.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Pre-processing temporal data made easier with TensorFlow Decision Forests and Temporian' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgO4WDCWDuV4LT0FtXw_qBaJKOFjEkHrFOBQ0z4WZaA6keEQEtFc4ZNwmZTyP2eCPHjN_qIA41VzgJeVCnYT6pTWCic-9gy5hjwknTEqGKfyWrJjtdH20lcxRkI7_N-UEPVgGxvDGvJDeeVm8h4QxVIa2mknX0l2WyG0WAs5Y259erSlTsQpbO8q3umCAI/s1600/TensorFlow-Training-model-on-temporal-data-with-TensorFlow-and-Temporian-header-social-v2.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Logs</span> <b class='label-divider-dot'>·</b> <span>Temporal data</span> </div> <div class='tensorsite-content__title'> Pre-processing temporal data made easier with TensorFlow Decision Forests and Temporian </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> September 11, 2023 — </span> <em>Posted by Google: Mathieu Guillame-Bert, Richard Stotz, Robert Crowe, Luiz GUStavo Martins (Gus), Ashley Oldacre, Kris Tonthat, Glenn Cameron, and Tryolabs: Ian Spektor, Braulio Rios, Guillermo Etchebarne, Diego Marvid, Lucas Micol, Gonzalo Mar铆n, Alan Descoins, Agustina Pizarro, Luc铆a Aguilar, Martin Alcala Rubi</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/08/distributed-fast-fourier-transform-in-tensorflow.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Distributed Fast Fourier Transform in TensorFlow' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgYIMKKNGUkhWyF3gL1qLpn7cQ3iQu5GleP-36OHbTJwn90YdRUk8vGTefc9ctjwPcJhyBbFlprd581nDsWEKfMAeAo9xuX8zKfxti8Fvl2f2v69Qmvt695cCJY1dfVPbMIlfWqMFKMEyBCgIaRLXypYCrHlob-OiAb0mvVbhmBEt65-agfmRWDMuaI/s1600/image1.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>TensorFlow Core</span> </div> <div class='tensorsite-content__title'> Distributed Fast Fourier Transform in TensorFlow </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> August 24, 2023 — </span> <em>Posted by <a href="https://www.linkedin.com/in/ruijiao-sun" target="_blank">Ruijiao Sun</a>, Google Intern - DTensor team</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/08/the-tensorflow-lite-plugin-for-flutter-officially-available.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='The TensorFlow Lite Plugin for Flutter is Officially Available' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEir6TpBti1i4y8JWJ0JdadWBI-dV8iziJhCeUDFq7-KzRm_KzbWtUDw2sL7drCRP77A1H1fkgw-N0saaGLtUsxXbUApCiW-A5M7IbKUovycgIknEcLAJq6qut5Ov6ec7QALMFQJC2srGzFMHRvUN856QGju3qR8f71XSRNFYJwBOFS-3s84Gmvz-Q3k2_Q/s1600/Tensorflow-Jax-on-the-Web-02%20%281%29.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Announcement</span> <b class='label-divider-dot'>·</b> <span>Explore</span> </div> <div class='tensorsite-content__title'> The TensorFlow Lite Plugin for Flutter is Officially Available </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> August 18, 2023 — </span> <em>Posted by <a href="https://twitter.com/ptruiz_dev" target="_blank">Paul Ruiz</a>, Developer Relations Engineer</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/08/simpleperf-case-study-fast.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Simpleperf case study: Fast initialization of TFLite鈥檚 Memory Arena' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEj-46_SfAtZJniOxOGJLavcD545oJnNBs3Q-AhPbzy57QVleiDFyY6-GgS8ABhWdCEXdweomDoLJjIn_GjtQx73iZ2zmccrou5jCRy6_fDrM9LpZlmEbd3x9DV8V2pBxFZNks6ytR9VlmK9Cw_Em1u5_tXp-pvhBjHj2SGjDd39mSAsHA0KrTCAHoTY2uI/s1600/tfsocial%20%281%29.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>performance</span> <b class='label-divider-dot'>·</b> <span>reduce</span> </div> <div class='tensorsite-content__title'> Simpleperf case study: Fast initialization of TFLite’s Memory Arena </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> August 09, 2023 — </span> <em>Posted by <a href="https://www.linkedin.com/in/alanjkelly" target="_blank">Alan Kelly</a>, Software Engineer</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/07/whats-new-in-tensorflow-213-and-keras-213.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='What's new in TensorFlow 2.13 and Keras 2.13?' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEgYIMKKNGUkhWyF3gL1qLpn7cQ3iQu5GleP-36OHbTJwn90YdRUk8vGTefc9ctjwPcJhyBbFlprd581nDsWEKfMAeAo9xuX8zKfxti8Fvl2f2v69Qmvt695cCJY1dfVPbMIlfWqMFKMEyBCgIaRLXypYCrHlob-OiAb0mvVbhmBEt65-agfmRWDMuaI/s1600/image1.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>Keras</span> <b class='label-divider-dot'>·</b> <span>TensorFlow Core</span> </div> <div class='tensorsite-content__title'> What's new in TensorFlow 2.13 and Keras 2.13? </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> July 25, 2023 — </span> <em>Posted by the TensorFlow and Keras Teams</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/06/on-device-fetal-ultrasound-assessment-with-tensorflow-lite.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='On-device fetal ultrasound assessment with TensorFlow Lite' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEi8sF1ZR3G1VqS2QV_ezdQQUzHHhrj2dArTKxiA1AVgsqfIxwj03tGHKyHOp5KXArD73iI0ddC46hewEPwN9NH4ZEB7g8SMvBnMqnESruQXqxj-U2-iMLUdDlAuyYvsRu-j1QImxa0d95UTq5mQJd9cTn94Oz8ZceRwHTnm79BATrj4ZJg6qqJsA7Et/s1600/Social%20-%20TensorFlow%20-%20Fetal%20ultrasound%20assessment%20with%20TensorFlow%20Lite.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>AI</span> <b class='label-divider-dot'>·</b> <span>Health</span> </div> <div class='tensorsite-content__title'> On-device fetal ultrasound assessment with TensorFlow Lite </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> June 20, 2023 — </span> <em>Posted by Angelica Willis and Akib Uddin, Health AI Team, Google Research</em> </p> </div> </div> <div class='tensorsite-card'> <a aria-label='Article Card' class='tensorsite-card__href' href='https://blog.tensorflow.org/2023/06/augmenting-recommendation-systems-with.html'></a> <div class='tensorsite-content__image-wrapper'> <img alt='Augmenting recommendation systems with LLMs' class='tensorsite-content__image' src='https://blogger.googleusercontent.com/img/b/R29vZ2xl/AVvXsEidaxPxHcwdaf6A0Obz6XG9olWAQyaEaMEV9G0LemGgy2VOnr6LQnHfZJW5xiIsASZtjh12k2fZQjgyexlArNcXf7VlLbgPTe1Is2aPWGZPC0RdFXJGdN829C99bV_vZT71FNADkIdc3HH_TpcNyHyjdwjBSe_--rJ2OM7fokaYLUvh4Tulg2yLq28d/s1600/Social---TensorFlow---Leveraging-LLMs-in-your-recommendation-systems.png'/> </div> <div class='tensorsite-content'> <div class='tensorsite-content__icon'> <img alt='Google Article' class='community-icon' src='https://www.gstatic.com/tf_blog/images/ic_google.svg'/> </div> <div class='tensorsite-content__subtitle'> <span>large language models</span> <b class='label-divider-dot'>·</b> <span>LLM</span> </div> <div class='tensorsite-content__title'> Augmenting recommendation systems with LLMs </div> <p class='tensorsite-content__description'> <span class='tensorsite-content__info'> June 06, 2023 — </span> <em>Posted by Wei Wei, Developer Advocate</em> </p> </div> </div> <div data-posts-count='20'> <div class='divider divider--lg-gap'></div> <div class='blog-pager pagination' id='blog-pager'> <a class='arrow-link disabled'> <svg class='cta-icon cta-icon--left' height='18' viewBox='0 0 18 18' width='18' xmlns='http://www.w3.org/2000/svg'> <g fill='none' fill-rule='evenodd' transform='translate(-3 -3)'> <rect height='24' width='24'></rect> <path d='M20.55,10.95 L13.05,3.45 C12.45,2.85 11.55,2.85 10.95,3.45 C10.35,4.05 10.35,4.95 10.95,5.55 L15.9,10.5 L4.5,10.5 C3.6,10.5 3,11.1 3,12 C3,12.9 3.6,13.5 4.5,13.5 L15.9,13.5 L10.95,18.45 C10.35,19.05 10.35,19.95 10.95,20.55 C10.95,20.55 10.95,20.55 10.95,20.55 C11.55,21.15 12.45,21.15 13.05,20.55 C13.05,20.55 13.05,20.55 13.05,20.55 L20.55,13.05 C21.15,12.45 21.15,11.55 20.55,10.95 C20.55,10.95 20.55,10.95 20.55,10.95 Z' fill='#000'></path> </g> </svg> <span>Newer posts</span> </a> <span id='blog-pager-older-link'> <a class='blog-pager-older-link arrow-link' href='https://blog.tensorflow.org/search?updated-max=2023-06-06T14:00:00-07:00&max-results=20' id='Blog1_blog-pager-older-link' title='Older Posts'> <span>Older posts</span> <svg class='cta-icon cta-icon--right' height='18' viewBox='0 0 18 18' width='18' xmlns='http://www.w3.org/2000/svg'> <g fill='none' fill-rule='evenodd' transform='translate(-3 -3)'> <rect height='24' width='24'></rect> <path d='M20.55,10.95 L13.05,3.45 C12.45,2.85 11.55,2.85 10.95,3.45 C10.35,4.05 10.35,4.95 10.95,5.55 L15.9,10.5 L4.5,10.5 C3.6,10.5 3,11.1 3,12 C3,12.9 3.6,13.5 4.5,13.5 L15.9,13.5 L10.95,18.45 C10.35,19.05 10.35,19.95 10.95,20.55 C10.95,20.55 10.95,20.55 10.95,20.55 C11.55,21.15 12.45,21.15 13.05,20.55 C13.05,20.55 13.05,20.55 13.05,20.55 L20.55,13.05 C21.15,12.45 21.15,11.55 20.55,10.95 C20.55,10.95 20.55,10.95 20.55,10.95 Z' fill='#000'></path> </g> </svg> </a> </span> </div> </div> </div> <div class='tensorsite__tags'> <h2>Tags</h2> <a class='tensorsite-tag' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow+Core&max-results=20'> TensorFlow Core <svg class='cta-icon grey' height='18' viewBox='0 0 18 18' width='18' xmlns='http://www.w3.org/2000/svg'> <g fill='none' fill-rule='evenodd' transform='translate(-3 -3)'> <rect height='24' width='24'></rect> <path d='M20.55,10.95 L13.05,3.45 C12.45,2.85 11.55,2.85 10.95,3.45 C10.35,4.05 10.35,4.95 10.95,5.55 L15.9,10.5 L4.5,10.5 C3.6,10.5 3,11.1 3,12 C3,12.9 3.6,13.5 4.5,13.5 L15.9,13.5 L10.95,18.45 C10.35,19.05 10.35,19.95 10.95,20.55 C10.95,20.55 10.95,20.55 10.95,20.55 C11.55,21.15 12.45,21.15 13.05,20.55 C13.05,20.55 13.05,20.55 13.05,20.55 L20.55,13.05 C21.15,12.45 21.15,11.55 20.55,10.95 C20.55,10.95 20.55,10.95 20.55,10.95 Z' fill='#000'></path> </g> </svg> </a> <a class='tensorsite-tag' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow.js&max-results=20'> TensorFlow.js <svg class='cta-icon grey' height='18' viewBox='0 0 18 18' width='18' xmlns='http://www.w3.org/2000/svg'> <g fill='none' fill-rule='evenodd' transform='translate(-3 -3)'> <rect height='24' width='24'></rect> <path d='M20.55,10.95 L13.05,3.45 C12.45,2.85 11.55,2.85 10.95,3.45 C10.35,4.05 10.35,4.95 10.95,5.55 L15.9,10.5 L4.5,10.5 C3.6,10.5 3,11.1 3,12 C3,12.9 3.6,13.5 4.5,13.5 L15.9,13.5 L10.95,18.45 C10.35,19.05 10.35,19.95 10.95,20.55 C10.95,20.55 10.95,20.55 10.95,20.55 C11.55,21.15 12.45,21.15 13.05,20.55 C13.05,20.55 13.05,20.55 13.05,20.55 L20.55,13.05 C21.15,12.45 21.15,11.55 20.55,10.95 C20.55,10.95 20.55,10.95 20.55,10.95 Z' fill='#000'></path> </g> </svg> </a> <a class='tensorsite-tag' dir='ltr' href='https://blog.tensorflow.org/search?label=TensorFlow+Lite&max-results=20'> TensorFlow Lite <svg class='cta-icon grey' height='18' viewBox='0 0 18 18' width='18' xmlns='http://www.w3.org/2000/svg'> <g fill='none' fill-rule='evenodd' transform='translate(-3 -3)'> <rect height='24' width='24'></rect> <path d='M20.55,10.95 L13.05,3.45 C12.45,2.85 11.55,2.85 10.95,3.45 C10.35,4.05 10.35,4.95 10.95,5.55 L15.9,10.5 L4.5,10.5 C3.6,10.5 3,11.1 3,12 C3,12.9 3.6,13.5 4.5,13.5 L15.9,13.5 L10.95,18.45 C10.35,19.05 10.35,19.95 10.95,20.55 C10.95,20.55 10.95,20.55 10.95,20.55 C11.55,21.15 12.45,21.15 13.05,20.55 C13.05,20.55 13.05,20.55 13.05,20.55 L20.55,13.05 C21.15,12.45 21.15,11.55 20.55,10.95 C20.55,10.95 20.55,10.95 20.55,10.95 Z' fill='#000'></path> </g> </svg> </a> <a class='tensorsite-tag' dir='ltr' href='https://blog.tensorflow.org/search?label=TFX&max-results=20'> TFX <svg class='cta-icon grey' height='18' viewBox='0 0 18 18' width='18' xmlns='http://www.w3.org/2000/svg'> <g fill='none' fill-rule='evenodd' transform='translate(-3 -3)'> <rect height='24' width='24'></rect> <path d='M20.55,10.95 L13.05,3.45 C12.45,2.85 11.55,2.85 10.95,3.45 C10.35,4.05 10.35,4.95 10.95,5.55 L15.9,10.5 L4.5,10.5 C3.6,10.5 3,11.1 3,12 C3,12.9 3.6,13.5 4.5,13.5 L15.9,13.5 L10.95,18.45 C10.35,19.05 10.35,19.95 10.95,20.55 C10.95,20.55 10.95,20.55 10.95,20.55 C11.55,21.15 12.45,21.15 13.05,20.55 C13.05,20.55 13.05,20.55 13.05,20.55 L20.55,13.05 C21.15,12.45 21.15,11.55 20.55,10.95 C20.55,10.95 20.55,10.95 20.55,10.95 Z' fill='#000'></path> </g> </svg> </a> <a class='tensorsite-tag' dir='ltr' href='https://blog.tensorflow.org/search?label=Community&max-results=20'> Community <svg class='cta-icon grey' height='18' viewBox='0 0 18 18' width='18' xmlns='http://www.w3.org/2000/svg'> <g fill='none' fill-rule='evenodd' transform='translate(-3 -3)'> <rect height='24' width='24'></rect> <path d='M20.55,10.95 L13.05,3.45 C12.45,2.85 11.55,2.85 10.95,3.45 C10.35,4.05 10.35,4.95 10.95,5.55 L15.9,10.5 L4.5,10.5 C3.6,10.5 3,11.1 3,12 C3,12.9 3.6,13.5 4.5,13.5 L15.9,13.5 L10.95,18.45 C10.35,19.05 10.35,19.95 10.95,20.55 C10.95,20.55 10.95,20.55 10.95,20.55 C11.55,21.15 12.45,21.15 13.05,20.55 C13.05,20.55 13.05,20.55 13.05,20.55 L20.55,13.05 C21.15,12.45 21.15,11.55 20.55,10.95 C20.55,10.95 20.55,10.95 20.55,10.95 Z' fill='#000'></path> </g> </svg> </a> </div> </div> </div> </div></div> </div>  <div class='tensorsite-full-footer'> <div class='section' id='footer'><div class='widget HTML' data-version='1' id='HTML2'> <section class='tensorsite-footer'> <div class='tensorsite-container tensorsite-footer__container'> <div class='tensorsite-footer__side tensorsite-footer__side--left'></div> <div class='tensorsite-footer__side tensorsite-footer__side--right'></div> <div class='tensorsite-footer__content'> <div class='tensorsite-content'> <div class='tensorsite-content__title tensorsite-content__title--grow'> Build, deploy, and experiment easily with TensorFlow </div> <div class='tensorsite-content__cta-wrapper'> <a class='tensorsite-content__button tensorsite-button tensorsite-button--white' href='https://www.tensorflow.org/'> Get started </a> </div> </div> </div> </div> <div class='tensorsite-footer__lines'></div> </section> <section class='social-icons'> <div class='social-icons__container-footer'> <a alt='TensorFlow Home' class='tensorsite-logo' href='https://www.tensorflow.org/'> <img alt='TensorFlow Logo' class='tensorsite-logo__image' src='https://www.gstatic.com/tf_blog/images/tf_lockup.svg'/> </a> <div class='footer__side--right'> <div class='footer__links'> <a alt='Youtube Social Link' class='footer-link' href='https://www.google.com/' rel='noopener noreferrer' target='_blank'> Google </a> <a alt='Twitter Social Link' class='footer-link' href='https://policies.google.com/privacy' rel='noopener noreferrer' target='_blank'> Privacy </a> <a alt='Github Link' class='footer-link' href='https://policies.google.com/terms' rel='noopener noreferrer' target='_blank'> Terms </a> <a class='footer-link' href='https://blog.tensorflow.org/p/tensorflow-blog-contribution-notice.html'> Contributions notice </a> </div> <div class='social-icons__links'> <a alt='Youtube Social Link' class='icon-link' href='https://www.youtube.com/channel/UC0rqucBdTuFTjJiefW5t-IQ' rel='noopener noreferrer' target='_blank'> <img src='https://www.gstatic.com/tf_blog/images/ic_youtube.svg'/></a> <a alt='Twitter Social Link' class='icon-link' href='https://twitter.com/TensorFlow' rel='noopener noreferrer' target='_blank'> <img src='https://www.gstatic.com/tf_blog/images/ic_twitter.svg'/></a> <a alt='Github Link' class='icon-link' href='https://github.com/tensorflow' rel='noopener noreferrer' target='_blank'> <img src='https://www.gstatic.com/tf_blog/images/ic_github.svg'/></a> </div> </div> </div> </section> </div></div> </div> <script type="text/javascript" src="https://www.blogger.com/static/v1/widgets/984859869-widgets.js"></script> <script type='text/javascript'> window['__wavt'] = 'AOuZoY65Tqw3aEEF1CbtHFzU6JN6fnSh0Q:1732233433108';_WidgetManager._Init('//www.blogger.com/rearrange?blogID\x3d7864883956188652345','//blog.tensorflow.org/','7864883956188652345'); _WidgetManager._SetDataContext([{'name': 'blog', 'data': {'blogId': '7864883956188652345', 'title': 'The TensorFlow Blog', 'url': 'https://blog.tensorflow.org/', 'canonicalUrl': 'https://blog.tensorflow.org/', 'homepageUrl': 'https://blog.tensorflow.org/', 'searchUrl': 'https://blog.tensorflow.org/search', 'canonicalHomepageUrl': 'https://blog.tensorflow.org/', 'blogspotFaviconUrl': 'https://blog.tensorflow.org/favicon.ico', 'bloggerUrl': 'https://www.blogger.com', 'hasCustomDomain': true, 'httpsEnabled': true, 'enabledCommentProfileImages': true, 'gPlusViewType': 'FILTERED_POSTMOD', 'adultContent': false, 'analyticsAccountNumber': 'UA-142343919-1', 'encoding': 'UTF-8', 'locale': 'en', 'localeUnderscoreDelimited': 'en', 'languageDirection': 'ltr', 'isPrivate': false, 'isMobile': false, 'isMobileRequest': false, 'mobileClass': '', 'isPrivateBlog': false, 'isDynamicViewsAvailable': true, 'feedLinks': '\x3clink rel\x3d\x22alternate\x22 type\x3d\x22application/atom+xml\x22 title\x3d\x22The TensorFlow Blog - Atom\x22 href\x3d\x22https://blog.tensorflow.org/feeds/posts/default\x22 /\x3e\n\x3clink rel\x3d\x22alternate\x22 type\x3d\x22application/rss+xml\x22 title\x3d\x22The TensorFlow Blog - RSS\x22 href\x3d\x22https://blog.tensorflow.org/feeds/posts/default?alt\x3drss\x22 /\x3e\n\x3clink rel\x3d\x22service.post\x22 type\x3d\x22application/atom+xml\x22 title\x3d\x22The TensorFlow Blog - Atom\x22 href\x3d\x22https://www.blogger.com/feeds/7864883956188652345/posts/default\x22 /\x3e\n', 'meTag': '', 'adsenseHostId': 'ca-host-pub-1556223355139109', 'adsenseHasAds': true, 'adsenseAutoAds': false, 'boqCommentIframeForm': true, 'loginRedirectParam': '', 'view': '', 'dynamicViewsCommentsSrc': '//www.blogblog.com/dynamicviews/4224c15c4e7c9321/js/comments.js', 'dynamicViewsScriptSrc': '//www.blogblog.com/dynamicviews/d78375fb222d99b3', 'plusOneApiSrc': 'https://apis.google.com/js/platform.js', 'disableGComments': true, 'interstitialAccepted': false, 'sharing': {'platforms': [{'name': 'Get link', 'key': 'link', 'shareMessage': 'Get link', 'target': ''}, {'name': 'Facebook', 'key': 'facebook', 'shareMessage': 'Share to Facebook', 'target': 'facebook'}, {'name': 'BlogThis!', 'key': 'blogThis', 'shareMessage': 'BlogThis!', 'target': 'blog'}, {'name': 'X', 'key': 'twitter', 'shareMessage': 'Share to X', 'target': 'twitter'}, {'name': 'Pinterest', 'key': 'pinterest', 'shareMessage': 'Share to Pinterest', 'target': 'pinterest'}, {'name': 'Email', 'key': 'email', 'shareMessage': 'Email', 'target': 'email'}], 'disableGooglePlus': true, 'googlePlusShareButtonWidth': 0, 'googlePlusBootstrap': '\x3cscript type\x3d\x22text/javascript\x22\x3ewindow.___gcfg \x3d {\x27lang\x27: \x27en\x27};\x3c/script\x3e'}, 'hasCustomJumpLinkMessage': false, 'jumpLinkMessage': 'Read more', 'pageType': 'index', 'pageName': '', 'pageTitle': 'The TensorFlow Blog', 'metaDescription': 'The TensorFlow blog contains regular news from the TensorFlow team and the community, with articles on Python, TensorFlow.js, TF Lite, TFX, and more.'}}, {'name': 'features', 'data': {}}, {'name': 'messages', 'data': {'edit': 'Edit', 'linkCopiedToClipboard': 'Link copied to clipboard!', 'ok': 'Ok', 'postLink': 'Post Link'}}, {'name': 'template', 'data': {'name': 'custom', 'localizedName': 'Custom', 'isResponsive': false, 'isAlternateRendering': false, 'isCustom': true}}, {'name': 'view', 'data': {'classic': {'name': 'classic', 'url': '?view\x3dclassic'}, 'flipcard': {'name': 'flipcard', 'url': '?view\x3dflipcard'}, 'magazine': {'name': 'magazine', 'url': '?view\x3dmagazine'}, 'mosaic': {'name': 'mosaic', 'url': '?view\x3dmosaic'}, 'sidebar': {'name': 'sidebar', 'url': '?view\x3dsidebar'}, 'snapshot': {'name': 'snapshot', 'url': '?view\x3dsnapshot'}, 'timeslide': {'name': 'timeslide', 'url': '?view\x3dtimeslide'}, 'isMobile': false, 'title': 'The TensorFlow Blog', 'description': 'The TensorFlow blog contains regular news from the TensorFlow team and the community, with articles on Python, TensorFlow.js, TF Lite, TFX, and more.', 'url': 'https://blog.tensorflow.org/', 'type': 'feed', 'isSingleItem': false, 'isMultipleItems': true, 'isError': false, 'isPage': false, 'isPost': false, 'isHomepage': true, 'isArchive': false, 'isLabelSearch': false}}]); _WidgetManager._RegisterWidget('_HTMLView', new _WidgetInfo('HTML1', 'nav', document.getElementById('HTML1'), {}, 'displayModeFull')); _WidgetManager._RegisterWidget('_FeaturedPostView', new _WidgetInfo('FeaturedPost1', 'blog', document.getElementById('FeaturedPost1'), {}, 'displayModeFull')); _WidgetManager._RegisterWidget('_BlogView', new _WidgetInfo('Blog1', 'blog', document.getElementById('Blog1'), {'cmtInteractionsEnabled': false, 'lightboxEnabled': true, 'lightboxModuleUrl': 'https://www.blogger.com/static/v1/jsbin/2646514562-lbx.js', 'lightboxCssUrl': 'https://www.blogger.com/static/v1/v-css/1964470060-lightbox_bundle.css'}, 'displayModeFull')); _WidgetManager._RegisterWidget('_HTMLView', new _WidgetInfo('HTML2', 'footer', document.getElementById('HTML2'), {}, 'displayModeFull')); </script> </body> </html>