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Tensor Processing Unit - Wikipedia

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</div> </a> <ul id="toc-Fourth_generation_TPU-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Fifth_generation_TPU" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Fifth_generation_TPU"> <div class="vector-toc-text"> <span class="vector-toc-numb">3.5</span> <span>Fifth generation TPU</span> </div> </a> <ul id="toc-Fifth_generation_TPU-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Sixth_generation_TPU" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Sixth_generation_TPU"> <div class="vector-toc-text"> <span class="vector-toc-numb">3.6</span> <span>Sixth generation TPU</span> </div> </a> <ul id="toc-Sixth_generation_TPU-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Edge_TPU" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Edge_TPU"> <div class="vector-toc-text"> <span class="vector-toc-numb">3.7</span> <span>Edge TPU</span> </div> </a> <ul id="toc-Edge_TPU-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Pixel_Neural_Core" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Pixel_Neural_Core"> <div class="vector-toc-text"> <span class="vector-toc-numb">3.8</span> <span>Pixel Neural Core</span> </div> </a> <ul id="toc-Pixel_Neural_Core-sublist" class="vector-toc-list"> </ul> </li> <li id="toc-Google_Tensor" class="vector-toc-list-item vector-toc-level-2"> <a class="vector-toc-link" href="#Google_Tensor"> <div class="vector-toc-text"> <span class="vector-toc-numb">3.9</span> <span>Google Tensor</span> </div> </a> <ul id="toc-Google_Tensor-sublist" class="vector-toc-list"> </ul> </li> </ul> </li> <li id="toc-Lawsuit" class="vector-toc-list-item vector-toc-level-1 vector-toc-list-item-expanded"> <a class="vector-toc-link" href="#Lawsuit"> <div class="vector-toc-text"> <span class="vector-toc-numb">4</span> <span>Lawsuit</span> </div> </a> <ul id="toc-Lawsuit-sublist" 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contents</span> </label> <div class="vector-dropdown-content"> <div id="vector-page-titlebar-toc-unpinned-container" class="vector-unpinned-container"> </div> </div> </div> </nav> <h1 id="firstHeading" class="firstHeading mw-first-heading"><span class="mw-page-title-main">Tensor Processing Unit</span></h1> <div id="p-lang-btn" class="vector-dropdown mw-portlet mw-portlet-lang" > <input type="checkbox" id="p-lang-btn-checkbox" role="button" aria-haspopup="true" data-event-name="ui.dropdown-p-lang-btn" class="vector-dropdown-checkbox mw-interlanguage-selector" aria-label="Go to an article in another language. Available in 19 languages" > <label id="p-lang-btn-label" for="p-lang-btn-checkbox" class="vector-dropdown-label cdx-button cdx-button--fake-button cdx-button--fake-button--enabled cdx-button--weight-quiet cdx-button--action-progressive mw-portlet-lang-heading-19" aria-hidden="true" ><span class="vector-icon mw-ui-icon-language-progressive mw-ui-icon-wikimedia-language-progressive"></span> <span class="vector-dropdown-label-text">19 languages</span> </label> <div class="vector-dropdown-content"> <div class="vector-menu-content"> <ul class="vector-menu-content-list"> <li class="interlanguage-link interwiki-ca mw-list-item"><a href="https://ca.wikipedia.org/wiki/Unitat_de_processament_de_tensors" title="Unitat de processament de tensors – Catalan" lang="ca" hreflang="ca" data-title="Unitat de processament de tensors" data-language-autonym="Català" data-language-local-name="Catalan" class="interlanguage-link-target"><span>Català</span></a></li><li class="interlanguage-link interwiki-cs mw-list-item"><a href="https://cs.wikipedia.org/wiki/Tensor_Processing_Unit" title="Tensor Processing Unit – Czech" lang="cs" hreflang="cs" data-title="Tensor Processing Unit" data-language-autonym="Čeština" data-language-local-name="Czech" class="interlanguage-link-target"><span>Čeština</span></a></li><li class="interlanguage-link interwiki-de mw-list-item"><a href="https://de.wikipedia.org/wiki/Tensor_Processing_Unit" title="Tensor Processing Unit – German" lang="de" hreflang="de" data-title="Tensor Processing Unit" data-language-autonym="Deutsch" data-language-local-name="German" class="interlanguage-link-target"><span>Deutsch</span></a></li><li class="interlanguage-link interwiki-et mw-list-item"><a href="https://et.wikipedia.org/wiki/TPU" title="TPU – Estonian" lang="et" hreflang="et" data-title="TPU" data-language-autonym="Eesti" data-language-local-name="Estonian" class="interlanguage-link-target"><span>Eesti</span></a></li><li class="interlanguage-link interwiki-es mw-list-item"><a href="https://es.wikipedia.org/wiki/Unidad_de_procesamiento_tensorial" title="Unidad de procesamiento tensorial – Spanish" lang="es" hreflang="es" data-title="Unidad de procesamiento tensorial" data-language-autonym="Español" data-language-local-name="Spanish" class="interlanguage-link-target"><span>Español</span></a></li><li class="interlanguage-link interwiki-fa mw-list-item"><a href="https://fa.wikipedia.org/wiki/%D9%88%D8%A7%D8%AD%D8%AF_%D9%BE%D8%B1%D8%AF%D8%A7%D8%B2%D8%B4%DB%8C_%D8%AA%D9%86%D8%B3%D9%88%D8%B1" title="واحد پردازشی تنسور – Persian" lang="fa" hreflang="fa" data-title="واحد پردازشی تنسور" data-language-autonym="فارسی" data-language-local-name="Persian" class="interlanguage-link-target"><span>فارسی</span></a></li><li class="interlanguage-link interwiki-fr mw-list-item"><a href="https://fr.wikipedia.org/wiki/Tensor_Processing_Unit" title="Tensor Processing Unit – French" lang="fr" hreflang="fr" data-title="Tensor Processing Unit" data-language-autonym="Français" data-language-local-name="French" class="interlanguage-link-target"><span>Français</span></a></li><li class="interlanguage-link interwiki-ko mw-list-item"><a href="https://ko.wikipedia.org/wiki/%ED%85%90%EC%84%9C_%EC%B2%98%EB%A6%AC_%EC%9E%A5%EC%B9%98" title="텐서 처리 장치 – Korean" lang="ko" hreflang="ko" data-title="텐서 처리 장치" data-language-autonym="한국어" data-language-local-name="Korean" class="interlanguage-link-target"><span>한국어</span></a></li><li class="interlanguage-link interwiki-it mw-list-item"><a href="https://it.wikipedia.org/wiki/Tensor_Processing_Unit" title="Tensor Processing Unit – Italian" lang="it" hreflang="it" data-title="Tensor Processing Unit" data-language-autonym="Italiano" data-language-local-name="Italian" class="interlanguage-link-target"><span>Italiano</span></a></li><li class="interlanguage-link interwiki-he mw-list-item"><a href="https://he.wikipedia.org/wiki/TPU" title="TPU – Hebrew" lang="he" hreflang="he" data-title="TPU" data-language-autonym="עברית" data-language-local-name="Hebrew" class="interlanguage-link-target"><span>עברית</span></a></li><li class="interlanguage-link interwiki-lt mw-list-item"><a href="https://lt.wikipedia.org/wiki/Tenzorinis_procesorius" title="Tenzorinis procesorius – Lithuanian" lang="lt" hreflang="lt" data-title="Tenzorinis procesorius" data-language-autonym="Lietuvių" data-language-local-name="Lithuanian" class="interlanguage-link-target"><span>Lietuvių</span></a></li><li class="interlanguage-link interwiki-ms mw-list-item"><a href="https://ms.wikipedia.org/wiki/Unit_Pemprosesan_Tensor" title="Unit Pemprosesan Tensor – Malay" lang="ms" hreflang="ms" data-title="Unit Pemprosesan Tensor" data-language-autonym="Bahasa Melayu" data-language-local-name="Malay" class="interlanguage-link-target"><span>Bahasa Melayu</span></a></li><li class="interlanguage-link interwiki-nl mw-list-item"><a href="https://nl.wikipedia.org/wiki/Tensor_Processing_Unit" title="Tensor Processing Unit – Dutch" lang="nl" hreflang="nl" data-title="Tensor Processing Unit" data-language-autonym="Nederlands" data-language-local-name="Dutch" class="interlanguage-link-target"><span>Nederlands</span></a></li><li class="interlanguage-link interwiki-ja mw-list-item"><a href="https://ja.wikipedia.org/wiki/%E3%83%86%E3%83%B3%E3%82%B5%E3%83%BC%E3%83%BB%E3%83%97%E3%83%AD%E3%82%BB%E3%83%83%E3%82%B7%E3%83%B3%E3%82%B0%E3%83%BB%E3%83%A6%E3%83%8B%E3%83%83%E3%83%88" title="テンサー・プロセッシング・ユニット – Japanese" lang="ja" hreflang="ja" data-title="テンサー・プロセッシング・ユニット" data-language-autonym="日本語" data-language-local-name="Japanese" class="interlanguage-link-target"><span>日本語</span></a></li><li class="interlanguage-link interwiki-ru mw-list-item"><a href="https://ru.wikipedia.org/wiki/%D0%A2%D0%B5%D0%BD%D0%B7%D0%BE%D1%80%D0%BD%D1%8B%D0%B9_%D0%BF%D1%80%D0%BE%D1%86%D0%B5%D1%81%D1%81%D0%BE%D1%80_Google" title="Тензорный процессор Google – Russian" lang="ru" hreflang="ru" data-title="Тензорный процессор Google" data-language-autonym="Русский" data-language-local-name="Russian" class="interlanguage-link-target"><span>Русский</span></a></li><li class="interlanguage-link interwiki-fi mw-list-item"><a href="https://fi.wikipedia.org/wiki/Tensorisuoritin" title="Tensorisuoritin – Finnish" lang="fi" hreflang="fi" data-title="Tensorisuoritin" data-language-autonym="Suomi" data-language-local-name="Finnish" class="interlanguage-link-target"><span>Suomi</span></a></li><li class="interlanguage-link interwiki-th mw-list-item"><a href="https://th.wikipedia.org/wiki/%E0%B8%AB%E0%B8%99%E0%B9%88%E0%B8%A7%E0%B8%A2%E0%B8%9B%E0%B8%A3%E0%B8%B0%E0%B8%A1%E0%B8%A7%E0%B8%A5%E0%B8%9C%E0%B8%A5%E0%B9%80%E0%B8%97%E0%B8%99%E0%B9%80%E0%B8%8B%E0%B8%AD%E0%B8%A3%E0%B9%8C" title="หน่วยประมวลผลเทนเซอร์ – Thai" lang="th" hreflang="th" data-title="หน่วยประมวลผลเทนเซอร์" data-language-autonym="ไทย" data-language-local-name="Thai" class="interlanguage-link-target"><span>ไทย</span></a></li><li class="interlanguage-link interwiki-uk mw-list-item"><a href="https://uk.wikipedia.org/wiki/%D0%A2%D0%B5%D0%BD%D0%B7%D0%BE%D1%80%D0%BD%D0%B8%D0%B9_%D0%B1%D0%BB%D0%BE%D0%BA_%D0%BE%D0%B1%D1%80%D0%BE%D0%B1%D0%BA%D0%B8" title="Тензорний блок обробки – Ukrainian" lang="uk" hreflang="uk" data-title="Тензорний блок обробки" data-language-autonym="Українська" data-language-local-name="Ukrainian" class="interlanguage-link-target"><span>Українська</span></a></li><li class="interlanguage-link interwiki-zh mw-list-item"><a href="https://zh.wikipedia.org/wiki/%E5%BC%A0%E9%87%8F%E5%A4%84%E7%90%86%E5%8D%95%E5%85%83" title="张量处理单元 – Chinese" lang="zh" hreflang="zh" data-title="张量处理单元" data-language-autonym="中文" data-language-local-name="Chinese" class="interlanguage-link-target"><span>中文</span></a></li> </ul> <div class="after-portlet after-portlet-lang"><span class="wb-langlinks-edit wb-langlinks-link"><a href="https://www.wikidata.org/wiki/Special:EntityPage/Q25106376#sitelinks-wikipedia" title="Edit interlanguage links" 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id="mw-content-subtitle"></div></div> <div id="mw-content-text" class="mw-body-content"><div class="mw-content-ltr mw-parser-output" lang="en" dir="ltr"><div class="shortdescription nomobile noexcerpt noprint searchaux" style="display:none">AI accelerator ASIC by Google</div> <style data-mw-deduplicate="TemplateStyles:r1236090951">.mw-parser-output .hatnote{font-style:italic}.mw-parser-output div.hatnote{padding-left:1.6em;margin-bottom:0.5em}.mw-parser-output .hatnote i{font-style:normal}.mw-parser-output .hatnote+link+.hatnote{margin-top:-0.5em}@media print{body.ns-0 .mw-parser-output .hatnote{display:none!important}}</style><div role="note" class="hatnote navigation-not-searchable">This article is about the chip developed by Google. For the smartphone system-on-chip, see <a href="/wiki/Google_Tensor" title="Google Tensor">Google Tensor</a>. For other devices that provide tensor processing for artificial intelligence, see <a href="/wiki/AI_accelerator" title="AI accelerator">AI accelerator</a>.</div> <style data-mw-deduplicate="TemplateStyles:r1257001546">.mw-parser-output .infobox-subbox{padding:0;border:none;margin:-3px;width:auto;min-width:100%;font-size:100%;clear:none;float:none;background-color:transparent}.mw-parser-output .infobox-3cols-child{margin:auto}.mw-parser-output .infobox .navbar{font-size:100%}@media screen{html.skin-theme-clientpref-night .mw-parser-output .infobox-full-data:not(.notheme)>div:not(.notheme)[style]{background:#1f1f23!important;color:#f8f9fa}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .infobox-full-data:not(.notheme) div:not(.notheme){background:#1f1f23!important;color:#f8f9fa}}@media(min-width:640px){body.skin--responsive .mw-parser-output .infobox-table{display:table!important}body.skin--responsive .mw-parser-output .infobox-table>caption{display:table-caption!important}body.skin--responsive .mw-parser-output .infobox-table>tbody{display:table-row-group}body.skin--responsive .mw-parser-output .infobox-table tr{display:table-row!important}body.skin--responsive .mw-parser-output .infobox-table th,body.skin--responsive .mw-parser-output .infobox-table td{padding-left:inherit;padding-right:inherit}}</style><table class="infobox"><caption class="infobox-title">Tensor Processing Unit</caption><tbody><tr><td colspan="2" class="infobox-image"><span class="mw-default-size" typeof="mw:File/Frameless"><a href="/wiki/File:Tensor_Processing_Unit_3.0.jpg" class="mw-file-description"><img src="//upload.wikimedia.org/wikipedia/commons/thumb/b/be/Tensor_Processing_Unit_3.0.jpg/220px-Tensor_Processing_Unit_3.0.jpg" decoding="async" width="220" height="157" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/commons/thumb/b/be/Tensor_Processing_Unit_3.0.jpg/330px-Tensor_Processing_Unit_3.0.jpg 1.5x, //upload.wikimedia.org/wikipedia/commons/thumb/b/be/Tensor_Processing_Unit_3.0.jpg/440px-Tensor_Processing_Unit_3.0.jpg 2x" data-file-width="1960" data-file-height="1398" /></a></span><div class="infobox-caption">Tensor Processing Unit 3.0</div></td></tr><tr><th scope="row" class="infobox-label">Designer</th><td class="infobox-data"><a href="/wiki/Google" title="Google">Google</a></td></tr><tr><th scope="row" class="infobox-label">Introduced</th><td class="infobox-data">2015<sup id="cite_ref-1" class="reference"><a href="#cite_note-1"><span class="cite-bracket">&#91;</span>1<span class="cite-bracket">&#93;</span></a></sup></td></tr><tr><th scope="row" class="infobox-label">Type</th><td class="infobox-data"><a href="/wiki/Artificial_neural_network" class="mw-redirect" title="Artificial neural network">Neural network</a><br /> <a href="/wiki/Machine_learning" title="Machine learning">Machine learning</a></td></tr></tbody></table> <p><b>Tensor Processing Unit</b> (<b>TPU</b>) is an <a href="/wiki/AI_accelerator" title="AI accelerator">AI accelerator</a> <a href="/wiki/Application-specific_integrated_circuit" title="Application-specific integrated circuit">application-specific integrated circuit</a> (ASIC) developed by <a href="/wiki/Google" title="Google">Google</a> for <a href="/wiki/Artificial_neural_network" class="mw-redirect" title="Artificial neural network">neural network</a> <a href="/wiki/Machine_learning" title="Machine learning">machine learning</a>, using Google's own <a href="/wiki/TensorFlow" title="TensorFlow">TensorFlow</a> software.<sup id="cite_ref-2" class="reference"><a href="#cite_note-2"><span class="cite-bracket">&#91;</span>2<span class="cite-bracket">&#93;</span></a></sup> Google began using TPUs internally in 2015, and in 2018 made them available for <a href="/wiki/Third-party_source" title="Third-party source">third-party</a> use, both as part of its cloud infrastructure and by offering a smaller version of the chip for sale. </p> <meta property="mw:PageProp/toc" /> <div class="mw-heading mw-heading2"><h2 id="Comparison_to_CPUs_and_GPUs">Comparison to CPUs and GPUs</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=1" title="Edit section: Comparison to CPUs and GPUs"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>Compared to a <a href="/wiki/Graphics_processing_unit" title="Graphics processing unit">graphics processing unit</a>, TPUs are designed for a high volume of low <a href="/wiki/Precision_(computer_science)" title="Precision (computer science)">precision</a> computation (e.g. as little as <a href="/wiki/8-bit" class="mw-redirect" title="8-bit">8-bit</a> precision)<sup id="cite_ref-3" class="reference"><a href="#cite_note-3"><span class="cite-bracket">&#91;</span>3<span class="cite-bracket">&#93;</span></a></sup> with more input/output operations per <a href="/wiki/Joule" title="Joule">joule</a>, without hardware for rasterisation/<a href="/wiki/Texture_mapping" title="Texture mapping">texture mapping</a>.<sup id="cite_ref-GCP_blog_2016_4-0" class="reference"><a href="#cite_note-GCP_blog_2016-4"><span class="cite-bracket">&#91;</span>4<span class="cite-bracket">&#93;</span></a></sup> The TPU <a href="/wiki/Application-specific_integrated_circuit" title="Application-specific integrated circuit">ASICs</a> are mounted in a heatsink assembly, which can fit in a hard drive slot within a data center <a href="/wiki/19-inch_rack" title="19-inch rack">rack</a>, according to <a href="/wiki/Norman_Jouppi" title="Norman Jouppi">Norman Jouppi</a>.<sup id="cite_ref-:0_5-0" class="reference"><a href="#cite_note-:0-5"><span class="cite-bracket">&#91;</span>5<span class="cite-bracket">&#93;</span></a></sup> </p><p>Different types of processors are suited for different types of machine learning models. TPUs are well suited for <a href="/wiki/Convolutional_neural_network" title="Convolutional neural network">CNNs</a>, while GPUs have benefits for some fully-connected neural networks, and CPUs can have advantages for <a href="/wiki/Recurrent_neural_network" title="Recurrent neural network">RNNs</a>.<sup id="cite_ref-6" class="reference"><a href="#cite_note-6"><span class="cite-bracket">&#91;</span>6<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="History">History</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=2" title="Edit section: History"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>The tensor processing unit was announced in May 2016 at <a href="/wiki/Google_I/O" title="Google I/O">Google I/O</a>, when the company said that the TPU had already been used inside <a href="/wiki/Google_Data_Centers" class="mw-redirect" title="Google Data Centers">their data centers</a> for over a year.<sup id="cite_ref-:0_5-1" class="reference"><a href="#cite_note-:0-5"><span class="cite-bracket">&#91;</span>5<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-GCP_blog_2016_4-1" class="reference"><a href="#cite_note-GCP_blog_2016-4"><span class="cite-bracket">&#91;</span>4<span class="cite-bracket">&#93;</span></a></sup> Google's 2017 paper describing its creation cites previous systolic matrix multipliers of similar architecture built in the 1990s.<sup id="cite_ref-InDatacenterPerformanceAnalysisOfATensorProcessingUnit-2017_7-0" class="reference"><a href="#cite_note-InDatacenterPerformanceAnalysisOfATensorProcessingUnit-2017-7"><span class="cite-bracket">&#91;</span>7<span class="cite-bracket">&#93;</span></a></sup> The chip has been specifically designed for Google's <a href="/wiki/TensorFlow" title="TensorFlow">TensorFlow</a> framework, a symbolic math library which is used for <a href="/wiki/Machine_learning" title="Machine learning">machine learning</a> applications such as <a href="/wiki/Neural_networks" class="mw-redirect" title="Neural networks">neural networks</a>.<sup id="cite_ref-YoutubeClip_8-0" class="reference"><a href="#cite_note-YoutubeClip-8"><span class="cite-bracket">&#91;</span>8<span class="cite-bracket">&#93;</span></a></sup> However, as of 2017 Google still used <a href="/wiki/Central_processing_unit" title="Central processing unit">CPUs</a> and <a href="/wiki/Graphics_processing_unit" title="Graphics processing unit">GPUs</a> for other types of <a href="/wiki/Machine_learning" title="Machine learning">machine learning</a>.<sup id="cite_ref-:0_5-2" class="reference"><a href="#cite_note-:0-5"><span class="cite-bracket">&#91;</span>5<span class="cite-bracket">&#93;</span></a></sup> Other <a href="/wiki/AI_accelerator" title="AI accelerator">AI accelerator</a> designs are appearing from other vendors also and are aimed at <a href="/wiki/Embedded_computing" class="mw-redirect" title="Embedded computing">embedded</a> and <a href="/wiki/Robotics" title="Robotics">robotics</a> markets. </p><p>Google's TPUs are proprietary. Some models are commercially available, and on February 12, 2018, <i>The New York Times</i> reported that Google "would allow other companies to buy access to those chips through its cloud-computing service."<sup id="cite_ref-9" class="reference"><a href="#cite_note-9"><span class="cite-bracket">&#91;</span>9<span class="cite-bracket">&#93;</span></a></sup> Google has said that they were used in the <a href="/wiki/AlphaGo_versus_Lee_Sedol" title="AlphaGo versus Lee Sedol">AlphaGo versus Lee Sedol</a> series of human-versus-machine <a href="/wiki/Go_(game)" title="Go (game)">Go</a> games,<sup id="cite_ref-GCP_blog_2016_4-2" class="reference"><a href="#cite_note-GCP_blog_2016-4"><span class="cite-bracket">&#91;</span>4<span class="cite-bracket">&#93;</span></a></sup> as well as in the <a href="/wiki/AlphaZero" title="AlphaZero">AlphaZero</a> system, which produced <a href="/wiki/Chess" title="Chess">Chess</a>, <a href="/wiki/Shogi" title="Shogi">Shogi</a> and Go playing programs from the game rules alone and went on to beat the leading programs in those games.<sup id="cite_ref-10" class="reference"><a href="#cite_note-10"><span class="cite-bracket">&#91;</span>10<span class="cite-bracket">&#93;</span></a></sup> Google has also used TPUs for <a href="/wiki/Google_Street_View" title="Google Street View">Google Street View</a> text processing and was able to find all the text in the Street View database in less than five days. In <a href="/wiki/Google_Photos" title="Google Photos">Google Photos</a>, an individual TPU can process over 100 million photos a day.<sup id="cite_ref-:0_5-3" class="reference"><a href="#cite_note-:0-5"><span class="cite-bracket">&#91;</span>5<span class="cite-bracket">&#93;</span></a></sup> It is also used in <a href="/wiki/RankBrain" title="RankBrain">RankBrain</a> which Google uses to provide search results.<sup id="cite_ref-11" class="reference"><a href="#cite_note-11"><span class="cite-bracket">&#91;</span>11<span class="cite-bracket">&#93;</span></a></sup> </p><p>Google provides third parties access to TPUs through its <i>Cloud TPU</i> service as part of the <a href="/wiki/Google_Cloud_Platform" title="Google Cloud Platform">Google Cloud Platform</a><sup id="cite_ref-12" class="reference"><a href="#cite_note-12"><span class="cite-bracket">&#91;</span>12<span class="cite-bracket">&#93;</span></a></sup> and through its <a href="/wiki/Project_Jupyter" title="Project Jupyter">notebook-based</a> services <a href="/wiki/Kaggle" title="Kaggle">Kaggle</a> and <a href="/wiki/Colaboratory" class="mw-redirect" title="Colaboratory">Colaboratory</a>.<sup id="cite_ref-13" class="reference"><a href="#cite_note-13"><span class="cite-bracket">&#91;</span>13<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-14" class="reference"><a href="#cite_note-14"><span class="cite-bracket">&#91;</span>14<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Products">Products</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=3" title="Edit section: Products"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <table class="wikitable"> <caption>Tensor Processing Unit products<sup id="cite_ref-15" class="reference"><a href="#cite_note-15"><span class="cite-bracket">&#91;</span>15<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-Cloud-System-Architecture_16-0" class="reference"><a href="#cite_note-Cloud-System-Architecture-16"><span class="cite-bracket">&#91;</span>16<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-TPU_memory_17-0" class="reference"><a href="#cite_note-TPU_memory-17"><span class="cite-bracket">&#91;</span>17<span class="cite-bracket">&#93;</span></a></sup> </caption> <tbody><tr> <th></th> <th>TPUv1</th> <th>TPUv2</th> <th>TPUv3</th> <th>TPUv4<sup id="cite_ref-Cloud-System-Architecture_16-1" class="reference"><a href="#cite_note-Cloud-System-Architecture-16"><span class="cite-bracket">&#91;</span>16<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-18" class="reference"><a href="#cite_note-18"><span class="cite-bracket">&#91;</span>18<span class="cite-bracket">&#93;</span></a></sup></th> <th>TPUv5e<sup id="cite_ref-Cloud_TPU_v5e_Inference_19-0" class="reference"><a href="#cite_note-Cloud_TPU_v5e_Inference-19"><span class="cite-bracket">&#91;</span>19<span class="cite-bracket">&#93;</span></a></sup></th> <th>TPUv5p<sup id="cite_ref-Cloud_TPU_v5p_20-0" class="reference"><a href="#cite_note-Cloud_TPU_v5p-20"><span class="cite-bracket">&#91;</span>20<span class="cite-bracket">&#93;</span></a></sup> <sup id="cite_ref-TPU_v5p_training_21-0" class="reference"><a href="#cite_note-TPU_v5p_training-21"><span class="cite-bracket">&#91;</span>21<span class="cite-bracket">&#93;</span></a></sup></th> <th><b>v6e (Trillium)</b><sup id="cite_ref-22" class="reference"><a href="#cite_note-22"><span class="cite-bracket">&#91;</span>22<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-23" class="reference"><a href="#cite_note-23"><span class="cite-bracket">&#91;</span>23<span class="cite-bracket">&#93;</span></a></sup> </th></tr> <tr> <td>Date introduced</td> <td>2015</td> <td>2017</td> <td>2018</td> <td>2021</td> <td>2023</td> <td>2023</td> <td>2024 </td></tr> <tr> <td><a href="/wiki/Semiconductor_device_fabrication" title="Semiconductor device fabrication">Process node</a></td> <td>28&#160;nm</td> <td>16&#160;nm</td> <td>16&#160;nm</td> <td>7&#160;nm</td> <td>Unstated</td> <td>Unstated</td> <td> </td></tr> <tr> <td><a href="/wiki/Die_(integrated_circuit)" title="Die (integrated circuit)">Die</a> size (mm<sup>2</sup>)</td> <td>331</td> <td>&lt; 625</td> <td>&lt; 700</td> <td>&lt; 400</td> <td>300-350</td> <td>Unstated</td> <td> </td></tr> <tr> <td>On-chip memory (MiB)</td> <td>28</td> <td>32</td> <td>32</td> <td>32</td> <td>48</td> <td>112</td> <td> </td></tr> <tr> <td>Clock speed (MHz)</td> <td>700</td> <td>700</td> <td>940</td> <td>1050</td> <td>Unstated</td> <td>1750</td> <td> </td></tr> <tr> <td>Memory</td> <td>8 GiB <a href="/wiki/DDR3_SDRAM" title="DDR3 SDRAM">DDR3</a></td> <td>16 GiB <a href="/wiki/High_Bandwidth_Memory" title="High Bandwidth Memory">HBM</a></td> <td>32 GiB HBM</td> <td>32 GiB HBM</td> <td>16 GB HBM</td> <td>95 GB HBM</td> <td>32 GB </td></tr> <tr> <td>Memory bandwidth </td> <td>34 GB/s </td> <td>600 GB/s </td> <td>900 GB/s </td> <td>1200 GB/s </td> <td>819 GB/s </td> <td>2765 GB/s </td> <td>1640 GB/s </td></tr> <tr> <td><a href="/wiki/Thermal_design_power" title="Thermal design power">TDP</a> (W)</td> <td>75</td> <td>280</td> <td>220</td> <td>170</td> <td>Not Listed</td> <td>Not Listed</td> <td> </td></tr> <tr> <td>TOPS (Tera Operations Per Second)</td> <td>23</td> <td>45</td> <td>123</td> <td>275</td> <td>197&#160;(bf16) <p>393&#160;(int8) </p> </td> <td>459&#160;(bf16) <p>918&#160;(int8) </p> </td> <td>918&#160;(bf16) <p>1836&#160;(int8) </p> </td></tr> <tr> <td>TOPS/W</td> <td>0.31</td> <td>0.16</td> <td>0.56</td> <td>1.62</td> <td>Not Listed</td> <td>Not Listed</td> <td> </td></tr></tbody></table> <div class="mw-heading mw-heading3"><h3 id="First_generation_TPU">First generation TPU</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=4" title="Edit section: First generation TPU"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>The first-generation TPU is an <a href="/wiki/8-bit" class="mw-redirect" title="8-bit">8-bit</a> <a href="/wiki/Matrix_multiplication" title="Matrix multiplication">matrix multiplication</a> engine, driven with <a href="/wiki/CISC_instruction" class="mw-redirect" title="CISC instruction">CISC instructions</a> by the host processor across a <a href="/wiki/PCI_Express#PCI_Express_3.0" title="PCI Express">PCIe&#160;3.0</a> bus. It is manufactured on a 28 <a href="/wiki/Nanometer" class="mw-redirect" title="Nanometer">nm</a> process with a die size ≤ 331&#160;<a href="/wiki/Millimetre" title="Millimetre">mm</a><sup>2</sup>. The <a href="/wiki/Clock_speed" class="mw-redirect" title="Clock speed">clock speed</a> is 700&#160;<a href="/wiki/MHz" class="mw-redirect" title="MHz">MHz</a> and it has a <a href="/wiki/Thermal_design_power" title="Thermal design power">thermal design power</a> of 28–40&#160;<a href="/wiki/Watt" title="Watt">W</a>. It has 28&#160;<a href="/wiki/MiB" class="mw-redirect" title="MiB">MiB</a> of on chip memory, and 4&#160;<a href="/wiki/MiB" class="mw-redirect" title="MiB">MiB</a> of <a href="/wiki/32-bit" class="mw-redirect" title="32-bit">32-bit</a> <a href="/wiki/Accumulator_(computing)" title="Accumulator (computing)">accumulators</a> taking the results of a 256×256 <a href="/wiki/Systolic_array" title="Systolic array">systolic array</a> of 8-bit <a href="/wiki/Binary_multiplier" title="Binary multiplier">multipliers</a>.<sup id="cite_ref-InDatacenterPerformanceAnalysisOfATensorProcessingUnit-2017_7-1" class="reference"><a href="#cite_note-InDatacenterPerformanceAnalysisOfATensorProcessingUnit-2017-7"><span class="cite-bracket">&#91;</span>7<span class="cite-bracket">&#93;</span></a></sup> Within the TPU package is 8&#160;<a href="/wiki/Gibibyte" class="mw-redirect" title="Gibibyte">GiB</a> of <a href="/wiki/Dual-channel" class="mw-redirect" title="Dual-channel">dual-channel</a> 2133&#160;MHz <a href="/wiki/DDR3_SDRAM" title="DDR3 SDRAM">DDR3&#160;SDRAM</a> offering 34&#160;GB/s of bandwidth.<sup id="cite_ref-TPU_memory_17-1" class="reference"><a href="#cite_note-TPU_memory-17"><span class="cite-bracket">&#91;</span>17<span class="cite-bracket">&#93;</span></a></sup> Instructions transfer data to or from the host, perform matrix multiplications or <a href="/wiki/Convolution" title="Convolution">convolutions</a>, and apply <a href="/wiki/Activation_function" title="Activation function">activation functions</a>.<sup id="cite_ref-InDatacenterPerformanceAnalysisOfATensorProcessingUnit-2017_7-2" class="reference"><a href="#cite_note-InDatacenterPerformanceAnalysisOfATensorProcessingUnit-2017-7"><span class="cite-bracket">&#91;</span>7<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading3"><h3 id="Second_generation_TPU">Second generation TPU</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=5" title="Edit section: Second generation TPU"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>The second-generation TPU was announced in May 2017.<sup id="cite_ref-TFP_v2_24-0" class="reference"><a href="#cite_note-TFP_v2-24"><span class="cite-bracket">&#91;</span>24<span class="cite-bracket">&#93;</span></a></sup> Google stated the first-generation TPU design was limited by <a href="/wiki/Memory_bandwidth" title="Memory bandwidth">memory bandwidth</a> and using 16 <a href="/wiki/Gigabyte" title="Gigabyte">GB</a> of <a href="/wiki/High_Bandwidth_Memory" title="High Bandwidth Memory">High Bandwidth Memory</a> in the second-generation design increased bandwidth to 600&#160;GB/s and performance to 45&#160;tera<a href="/wiki/FLOPS" class="mw-redirect" title="FLOPS">FLOPS</a>.<sup id="cite_ref-TPU_memory_17-2" class="reference"><a href="#cite_note-TPU_memory-17"><span class="cite-bracket">&#91;</span>17<span class="cite-bracket">&#93;</span></a></sup> The TPUs are then arranged into four-chip modules with a performance of 180&#160;teraFLOPS.<sup id="cite_ref-TFP_v2_24-1" class="reference"><a href="#cite_note-TFP_v2-24"><span class="cite-bracket">&#91;</span>24<span class="cite-bracket">&#93;</span></a></sup> Then 64 of these modules are assembled into 256-chip pods with 11.5&#160;petaFLOPS of performance.<sup id="cite_ref-TFP_v2_24-2" class="reference"><a href="#cite_note-TFP_v2-24"><span class="cite-bracket">&#91;</span>24<span class="cite-bracket">&#93;</span></a></sup> Notably, while the first-generation TPUs were limited to integers, the second-generation TPUs can also calculate in <a href="/wiki/Floating-point_arithmetic" title="Floating-point arithmetic">floating point</a>, introducing the <a href="/wiki/Bfloat16" class="mw-redirect" title="Bfloat16">bfloat16</a> format invented by <a href="/wiki/Google_Brain" title="Google Brain">Google Brain</a>. This makes the second-generation TPUs useful for both training and inference of machine learning models. Google has stated these second-generation TPUs will be available on the <a href="/wiki/Google_Compute_Engine" title="Google Compute Engine">Google Compute Engine</a> for use in TensorFlow applications.<sup id="cite_ref-25" class="reference"><a href="#cite_note-25"><span class="cite-bracket">&#91;</span>25<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading3"><h3 id="Third_generation_TPU">Third generation TPU</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=6" title="Edit section: Third generation TPU"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>The third-generation TPU was announced on May 8, 2018.<sup id="cite_ref-26" class="reference"><a href="#cite_note-26"><span class="cite-bracket">&#91;</span>26<span class="cite-bracket">&#93;</span></a></sup> Google announced that processors themselves are twice as powerful as the second-generation TPUs, and would be deployed in pods with four times as many chips as the preceding generation.<sup id="cite_ref-27" class="reference"><a href="#cite_note-27"><span class="cite-bracket">&#91;</span>27<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-28" class="reference"><a href="#cite_note-28"><span class="cite-bracket">&#91;</span>28<span class="cite-bracket">&#93;</span></a></sup> This results in an 8-fold increase in performance per pod (with up to 1,024 chips per pod) compared to the second-generation TPU deployment. </p> <div class="mw-heading mw-heading3"><h3 id="Fourth_generation_TPU">Fourth generation TPU</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=7" title="Edit section: Fourth generation TPU"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>On May 18, 2021, Google CEO Sundar Pichai spoke about TPU v4 Tensor Processing Units during his keynote at the Google I/O virtual conference. TPU v4 improved performance by more than 2x over TPU v3 chips. Pichai said "A single v4 pod contains 4,096 v4 chips, and each pod has 10x the interconnect bandwidth per chip at scale, compared to any other networking technology.”<sup id="cite_ref-29" class="reference"><a href="#cite_note-29"><span class="cite-bracket">&#91;</span>29<span class="cite-bracket">&#93;</span></a></sup> An April 2023 paper by Google claims TPU v4 is 5-87% faster than an Nvidia <a href="/wiki/Ampere_(microarchitecture)" title="Ampere (microarchitecture)">A100</a> at machine learning <a href="/wiki/Benchmark_(computing)" title="Benchmark (computing)">benchmarks</a>.<sup id="cite_ref-30" class="reference"><a href="#cite_note-30"><span class="cite-bracket">&#91;</span>30<span class="cite-bracket">&#93;</span></a></sup> </p><p>There is also an "inference" version, called v4i,<sup id="cite_ref-31" class="reference"><a href="#cite_note-31"><span class="cite-bracket">&#91;</span>31<span class="cite-bracket">&#93;</span></a></sup> that does not require <a href="/wiki/Liquid_cooling" title="Liquid cooling">liquid cooling</a>.<sup id="cite_ref-32" class="reference"><a href="#cite_note-32"><span class="cite-bracket">&#91;</span>32<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading3"><h3 id="Fifth_generation_TPU">Fifth generation TPU</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=8" title="Edit section: Fifth generation TPU"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>In 2021, Google revealed the physical layout of TPU v5 is being designed with the assistance of a novel application of <a href="/wiki/Deep_reinforcement_learning" title="Deep reinforcement learning">deep reinforcement learning</a>.<sup id="cite_ref-33" class="reference"><a href="#cite_note-33"><span class="cite-bracket">&#91;</span>33<span class="cite-bracket">&#93;</span></a></sup> Google claims TPU v5 is nearly twice as fast as TPU v4,<sup id="cite_ref-34" class="reference"><a href="#cite_note-34"><span class="cite-bracket">&#91;</span>34<span class="cite-bracket">&#93;</span></a></sup> and based on that and the relative performance of TPU v4 over A100, some speculate TPU v5 as being as fast as or faster than an <a href="/wiki/Hopper_(microarchitecture)" title="Hopper (microarchitecture)">H100</a>.<sup id="cite_ref-35" class="reference"><a href="#cite_note-35"><span class="cite-bracket">&#91;</span>35<span class="cite-bracket">&#93;</span></a></sup> </p><p>Similar to the v4i being a lighter-weight version of the v4, the fifth generation has a "cost-efficient"<sup id="cite_ref-36" class="reference"><a href="#cite_note-36"><span class="cite-bracket">&#91;</span>36<span class="cite-bracket">&#93;</span></a></sup> version called v5e.<sup id="cite_ref-Cloud_TPU_v5e_Inference_19-1" class="reference"><a href="#cite_note-Cloud_TPU_v5e_Inference-19"><span class="cite-bracket">&#91;</span>19<span class="cite-bracket">&#93;</span></a></sup> In December 2023, Google announced TPU v5p which is claimed to be competitive with the H100.<sup id="cite_ref-37" class="reference"><a href="#cite_note-37"><span class="cite-bracket">&#91;</span>37<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading3"><h3 id="Sixth_generation_TPU">Sixth generation TPU</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=9" title="Edit section: Sixth generation TPU"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>In May 2024, at the <a href="/wiki/Google_I/O" title="Google I/O">Google I/O</a> conference, Google announced TPU v6, which became available in preview in October 2024.<sup id="cite_ref-38" class="reference"><a href="#cite_note-38"><span class="cite-bracket">&#91;</span>38<span class="cite-bracket">&#93;</span></a></sup> Google claimed a 4.7 times performance increase relative to TPU v5e,<sup id="cite_ref-39" class="reference"><a href="#cite_note-39"><span class="cite-bracket">&#91;</span>39<span class="cite-bracket">&#93;</span></a></sup> via larger matrix multiplication units and an increased clock speed. High bandwidth memory (HBM) capacity and bandwidth have also doubled. A pod can contain up to 256 Trillium units.<sup id="cite_ref-40" class="reference"><a href="#cite_note-40"><span class="cite-bracket">&#91;</span>40<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading3"><h3 id="Edge_TPU">Edge TPU</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=10" title="Edit section: Edge TPU"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>In July 2018, Google announced the Edge TPU. The Edge TPU is Google's purpose-built <a href="/wiki/Application-specific_integrated_circuit" title="Application-specific integrated circuit">ASIC</a> chip designed to run machine learning (ML) models for <a href="/wiki/Edge_computing" title="Edge computing">edge computing</a>, meaning it is much smaller and consumes far less power compared to the TPUs hosted in Google datacenters (also known as Cloud TPUs<sup id="cite_ref-41" class="reference"><a href="#cite_note-41"><span class="cite-bracket">&#91;</span>41<span class="cite-bracket">&#93;</span></a></sup>). In January 2019, Google made the Edge TPU available to developers with a line of products under the <a href="/w/index.php?title=Coral_(AI)&amp;action=edit&amp;redlink=1" class="new" title="Coral (AI) (page does not exist)">Coral</a> brand. The Edge TPU is capable of 4 trillion operations per second with 2 W of electrical power.<sup id="cite_ref-42" class="reference"><a href="#cite_note-42"><span class="cite-bracket">&#91;</span>42<span class="cite-bracket">&#93;</span></a></sup> </p><p>The product offerings include a <a href="/wiki/Single-board_computer" title="Single-board computer">single-board computer</a> (SBC), a <a href="/wiki/System_on_module" title="System on module">system on module</a> (SoM), a <a href="/wiki/USB" title="USB">USB</a> accessory, a mini <a href="/wiki/PCI-e" class="mw-redirect" title="PCI-e">PCI-e</a> card, and an <a href="/wiki/M.2" title="M.2">M.2</a> card. The <a href="/wiki/Single-board_computer" title="Single-board computer">SBC</a> Coral Dev Board and Coral SoM both run Mendel Linux OS – a derivative of <a href="/wiki/Debian" title="Debian">Debian</a>.<sup id="cite_ref-43" class="reference"><a href="#cite_note-43"><span class="cite-bracket">&#91;</span>43<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-44" class="reference"><a href="#cite_note-44"><span class="cite-bracket">&#91;</span>44<span class="cite-bracket">&#93;</span></a></sup> The USB, PCI-e, and M.2 products function as add-ons to existing computer systems, and support Debian-based Linux systems on x86-64 and ARM64 hosts (including <a href="/wiki/Raspberry_Pi" title="Raspberry Pi">Raspberry Pi</a>). </p><p>The machine learning runtime used to execute models on the Edge TPU is based on <a href="/wiki/TensorFlow" title="TensorFlow">TensorFlow Lite</a>.<sup id="cite_ref-45" class="reference"><a href="#cite_note-45"><span class="cite-bracket">&#91;</span>45<span class="cite-bracket">&#93;</span></a></sup> The Edge TPU is only capable of accelerating forward-pass operations, which means it's primarily useful for performing inferences (although it is possible to perform lightweight transfer learning on the Edge TPU<sup id="cite_ref-46" class="reference"><a href="#cite_note-46"><span class="cite-bracket">&#91;</span>46<span class="cite-bracket">&#93;</span></a></sup>). The Edge TPU also only supports 8-bit math, meaning that for a network to be compatible with the Edge TPU, it needs to either be trained using the TensorFlow quantization-aware training technique, or since late 2019 it's also possible to use post-training quantization. </p><p>On November 12, 2019, <a href="/wiki/Asus" title="Asus">Asus</a> announced a pair of <a href="/wiki/Single-board_computer" title="Single-board computer">single-board computer (SBCs)</a> featuring the Edge TPU. The <a href="/wiki/Asus_Tinker_Board" title="Asus Tinker Board">Asus Tinker Edge T and Tinker Edge R Board</a> designed for <a href="/wiki/Internet_of_things" title="Internet of things">IoT</a> and <a href="/wiki/Edge_computing" title="Edge computing">edge</a> <a href="/wiki/AI" class="mw-redirect" title="AI">AI</a>. The SBCs officially support <a href="/wiki/Android_(operating_system)" title="Android (operating system)">Android</a> and <a href="/wiki/Debian" title="Debian">Debian</a> <a href="/wiki/Operating_system" title="Operating system">operating systems</a>.<sup id="cite_ref-47" class="reference"><a href="#cite_note-47"><span class="cite-bracket">&#91;</span>47<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-48" class="reference"><a href="#cite_note-48"><span class="cite-bracket">&#91;</span>48<span class="cite-bracket">&#93;</span></a></sup> ASUS has also demonstrated a mini PC called Asus PN60T featuring the Edge TPU.<sup id="cite_ref-49" class="reference"><a href="#cite_note-49"><span class="cite-bracket">&#91;</span>49<span class="cite-bracket">&#93;</span></a></sup> </p><p>On January 2, 2020, Google announced the Coral Accelerator Module and Coral Dev Board Mini, to be demonstrated at <a href="/wiki/Consumer_Electronics_Show" title="Consumer Electronics Show">CES 2020</a> later the same month. The Coral Accelerator Module is a <a href="/wiki/Multi-chip_module" title="Multi-chip module">multi-chip module</a> featuring the Edge TPU, PCIe and USB interfaces for easier integration. The Coral Dev Board Mini is a smaller <a href="/wiki/Single-board_computer" title="Single-board computer">SBC</a> featuring the Coral Accelerator Module and <a href="/wiki/MediaTek" title="MediaTek">MediaTek 8167s SoC</a>.<sup id="cite_ref-50" class="reference"><a href="#cite_note-50"><span class="cite-bracket">&#91;</span>50<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-51" class="reference"><a href="#cite_note-51"><span class="cite-bracket">&#91;</span>51<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading3"><h3 id="Pixel_Neural_Core">Pixel Neural Core</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=11" title="Edit section: Pixel Neural Core"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1236090951"><div role="note" class="hatnote navigation-not-searchable">Main article: <a href="/wiki/Pixel_Neural_Core" class="mw-redirect" title="Pixel Neural Core">Pixel Neural Core</a></div> <p>On October 15, 2019, Google announced the <a href="/wiki/Pixel_4" title="Pixel 4">Pixel 4</a> smartphone, which contains an Edge TPU called the <a href="/wiki/Pixel_Neural_Core" class="mw-redirect" title="Pixel Neural Core">Pixel Neural Core</a>. Google describe it as "customized to meet the requirements of key camera features in Pixel 4", using a neural network search that sacrifices some accuracy in favor of minimizing latency and power use.<sup id="cite_ref-52" class="reference"><a href="#cite_note-52"><span class="cite-bracket">&#91;</span>52<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading3"><h3 id="Google_Tensor">Google Tensor</h3><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=12" title="Edit section: Google Tensor"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1236090951"><div role="note" class="hatnote navigation-not-searchable">Main article: <a href="/wiki/Google_Tensor" title="Google Tensor">Google Tensor</a></div> <p>Google followed the Pixel Neural Core by integrating an Edge TPU into a custom <a href="/wiki/System-on-chip" class="mw-redirect" title="System-on-chip">system-on-chip</a> named <a href="/wiki/Google_Tensor" title="Google Tensor">Google Tensor</a>, which was released in 2021 with the <a href="/wiki/Pixel_6" title="Pixel 6">Pixel 6</a> line of smartphones.<sup id="cite_ref-53" class="reference"><a href="#cite_note-53"><span class="cite-bracket">&#91;</span>53<span class="cite-bracket">&#93;</span></a></sup> The Google Tensor SoC demonstrated "extremely large performance advantages over the competition" in machine learning-focused benchmarks; although instantaneous power consumption also was relatively high, the improved performance meant less energy was consumed due to shorter periods requiring peak performance.<sup id="cite_ref-54" class="reference"><a href="#cite_note-54"><span class="cite-bracket">&#91;</span>54<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="Lawsuit">Lawsuit</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=13" title="Edit section: Lawsuit"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <p>In 2019, Singular Computing, founded in 2009 by Joseph Bates, a <a href="/wiki/Visiting_scholar" title="Visiting scholar">visiting professor</a> at <a href="/wiki/MIT" class="mw-redirect" title="MIT">MIT</a>,<sup id="cite_ref-55" class="reference"><a href="#cite_note-55"><span class="cite-bracket">&#91;</span>55<span class="cite-bracket">&#93;</span></a></sup> filed suit against Google alleging <a href="/wiki/Patent_infringement" title="Patent infringement">patent infringement</a> in TPU chips.<sup id="cite_ref-56" class="reference"><a href="#cite_note-56"><span class="cite-bracket">&#91;</span>56<span class="cite-bracket">&#93;</span></a></sup> By 2020, Google had successfully lowered the number of claims the court would consider to just two: claim 53 of <style data-mw-deduplicate="TemplateStyles:r1041539562">.mw-parser-output .citation{word-wrap:break-word}.mw-parser-output .citation:target{background-color:rgba(0,127,255,0.133)}</style><span class="citation patent"><a rel="nofollow" class="external text" href="https://worldwide.espacenet.com/textdoc?DB=EPODOC&amp;IDX=US8407273">US 8407273</a></span><span class="Z3988" title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Apatent&amp;rft.number=8407273&amp;rft.cc=US&amp;rft.title="><span style="display: none;">&#160;</span></span> filed in 2012 and claim 7 of <link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1041539562"><span class="citation patent"><a rel="nofollow" class="external text" href="https://worldwide.espacenet.com/textdoc?DB=EPODOC&amp;IDX=US9218156">US 9218156</a></span><span class="Z3988" title="ctx_ver=Z39.88-2004&amp;rft_val_fmt=info%3Aofi%2Ffmt%3Akev%3Amtx%3Apatent&amp;rft.number=9218156&amp;rft.cc=US&amp;rft.title="><span style="display: none;">&#160;</span></span> filed in 2013, both of which claim a <a href="/wiki/Dynamic_range" title="Dynamic range">dynamic range</a> of 10<sup>-6</sup> to 10<sup>6</sup> for floating point numbers, which the standard <a href="/wiki/Half-precision_floating-point_format" title="Half-precision floating-point format">float16</a> cannot do (without resorting to <a href="/wiki/Subnormal_number" title="Subnormal number">subnormal numbers</a>) as it only has five bits for the exponent. In a 2023 court filing, Singular Computing specifically called out Google's use of <a href="/wiki/Bfloat16" class="mw-redirect" title="Bfloat16">bfloat16</a>, as that exceeds the dynamic range of <a href="/wiki/Float16" class="mw-redirect" title="Float16">float16</a>.<sup id="cite_ref-57" class="reference"><a href="#cite_note-57"><span class="cite-bracket">&#91;</span>57<span class="cite-bracket">&#93;</span></a></sup> Singular claims non-standard floating point formats were <a href="/wiki/Non-obviousness_in_United_States_patent_law" title="Non-obviousness in United States patent law">non-obvious</a> in 2009, but Google retorts that the VFLOAT<sup id="cite_ref-58" class="reference"><a href="#cite_note-58"><span class="cite-bracket">&#91;</span>58<span class="cite-bracket">&#93;</span></a></sup> format, with configurable number of exponent bits, existed as <a href="/wiki/Prior_art" title="Prior art">prior art</a> in 2002.<sup id="cite_ref-59" class="reference"><a href="#cite_note-59"><span class="cite-bracket">&#91;</span>59<span class="cite-bracket">&#93;</span></a></sup> By January 2024, subsequent lawsuits by Singular had brought the number of patents being litigated up to eight. Towards the end of the trial later that month, Google agreed to a settlement with undisclosed terms.<sup id="cite_ref-60" class="reference"><a href="#cite_note-60"><span class="cite-bracket">&#91;</span>60<span class="cite-bracket">&#93;</span></a></sup><sup id="cite_ref-61" class="reference"><a href="#cite_note-61"><span class="cite-bracket">&#91;</span>61<span class="cite-bracket">&#93;</span></a></sup> </p> <div class="mw-heading mw-heading2"><h2 id="See_also">See also</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=14" title="Edit section: See also"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <ul><li><a href="/wiki/Cognitive_computer" title="Cognitive computer">Cognitive computer</a></li> <li><a href="/wiki/AI_accelerator" title="AI accelerator">AI accelerator</a></li> <li><a href="/wiki/Structure_tensor" title="Structure tensor">Structure tensor</a>, a mathematical foundation for TPU's</li> <li><a href="/wiki/Tensor_Core" class="mw-redirect" title="Tensor Core">Tensor Core</a>, a similar architecture by <a href="/wiki/Nvidia" title="Nvidia">Nvidia</a></li> <li><a href="/wiki/TrueNorth" class="mw-redirect" title="TrueNorth">TrueNorth</a>, a similar device simulating <a href="/wiki/Spiking_neural_network" title="Spiking neural network">spiking neurons</a> instead of low-precision tensors</li> <li><a href="/wiki/Vision_processing_unit" title="Vision processing unit">Vision processing unit</a>, a similar device specialised for vision processing</li></ul> <div class="mw-heading mw-heading2"><h2 id="References">References</h2><span class="mw-editsection"><span class="mw-editsection-bracket">[</span><a href="/w/index.php?title=Tensor_Processing_Unit&amp;action=edit&amp;section=15" title="Edit section: References"><span>edit</span></a><span class="mw-editsection-bracket">]</span></span></div> <style data-mw-deduplicate="TemplateStyles:r1239543626">.mw-parser-output .reflist{margin-bottom:0.5em;list-style-type:decimal}@media screen{.mw-parser-output .reflist{font-size:90%}}.mw-parser-output .reflist .references{font-size:100%;margin-bottom:0;list-style-type:inherit}.mw-parser-output .reflist-columns-2{column-width:30em}.mw-parser-output .reflist-columns-3{column-width:25em}.mw-parser-output .reflist-columns{margin-top:0.3em}.mw-parser-output .reflist-columns ol{margin-top:0}.mw-parser-output .reflist-columns li{page-break-inside:avoid;break-inside:avoid-column}.mw-parser-output .reflist-upper-alpha{list-style-type:upper-alpha}.mw-parser-output .reflist-upper-roman{list-style-type:upper-roman}.mw-parser-output .reflist-lower-alpha{list-style-type:lower-alpha}.mw-parser-output .reflist-lower-greek{list-style-type:lower-greek}.mw-parser-output .reflist-lower-roman{list-style-type:lower-roman}</style><div class="reflist reflist-columns references-column-width" style="column-width: 30em;"> <ol class="references"> <li id="cite_note-1"><span class="mw-cite-backlink"><b><a href="#cite_ref-1">^</a></b></span> <span class="reference-text">Jouppi et al, 2017, "In-Datacenter Performance Analysis of a Tensor Processing Unit", <a rel="nofollow" class="external free" href="https://arxiv.org/abs/1704.04760">https://arxiv.org/abs/1704.04760</a></span> </li> <li id="cite_note-2"><span class="mw-cite-backlink"><b><a href="#cite_ref-2">^</a></b></span> <span class="reference-text"><style data-mw-deduplicate="TemplateStyles:r1238218222">.mw-parser-output cite.citation{font-style:inherit;word-wrap:break-word}.mw-parser-output .citation q{quotes:"\"""\"""'""'"}.mw-parser-output .citation:target{background-color:rgba(0,127,255,0.133)}.mw-parser-output .id-lock-free.id-lock-free a{background:url("//upload.wikimedia.org/wikipedia/commons/6/65/Lock-green.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-limited.id-lock-limited a,.mw-parser-output .id-lock-registration.id-lock-registration a{background:url("//upload.wikimedia.org/wikipedia/commons/d/d6/Lock-gray-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .id-lock-subscription.id-lock-subscription a{background:url("//upload.wikimedia.org/wikipedia/commons/a/aa/Lock-red-alt-2.svg")right 0.1em center/9px no-repeat}.mw-parser-output .cs1-ws-icon a{background:url("//upload.wikimedia.org/wikipedia/commons/4/4c/Wikisource-logo.svg")right 0.1em center/12px no-repeat}body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-free a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-limited a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-registration a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .id-lock-subscription a,body:not(.skin-timeless):not(.skin-minerva) .mw-parser-output .cs1-ws-icon a{background-size:contain;padding:0 1em 0 0}.mw-parser-output .cs1-code{color:inherit;background:inherit;border:none;padding:inherit}.mw-parser-output .cs1-hidden-error{display:none;color:var(--color-error,#d33)}.mw-parser-output .cs1-visible-error{color:var(--color-error,#d33)}.mw-parser-output .cs1-maint{display:none;color:#085;margin-left:0.3em}.mw-parser-output .cs1-kern-left{padding-left:0.2em}.mw-parser-output .cs1-kern-right{padding-right:0.2em}.mw-parser-output .citation .mw-selflink{font-weight:inherit}@media screen{.mw-parser-output .cs1-format{font-size:95%}html.skin-theme-clientpref-night .mw-parser-output .cs1-maint{color:#18911f}}@media screen and (prefers-color-scheme:dark){html.skin-theme-clientpref-os .mw-parser-output .cs1-maint{color:#18911f}}</style><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://cloud.google.com/tpu/docs/tpus">"Cloud Tensor Processing Units (TPUs)"</a>. <i>Google Cloud</i><span class="reference-accessdate">. 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<li><a href="/wiki/Google_Brain" title="Google Brain">Google Brain</a></li> <li><a href="/wiki/Google_DeepMind" title="Google DeepMind">Google DeepMind</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Computer programs</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">AlphaGo</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Versions</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/AlphaGo" title="AlphaGo">AlphaGo</a> (2015)</li> <li><a href="/wiki/Master_(software)" title="Master (software)">Master</a> (2016)</li> <li><a href="/wiki/AlphaGo_Zero" title="AlphaGo Zero">AlphaGo Zero</a> (2017)</li> <li><a href="/wiki/AlphaZero" title="AlphaZero">AlphaZero</a> (2017)</li> <li><a href="/wiki/MuZero" title="MuZero">MuZero</a> (2019)</li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Competitions</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/AlphaGo_versus_Fan_Hui" title="AlphaGo versus Fan Hui">Fan Hui</a> (2015)</li> <li><a href="/wiki/AlphaGo_versus_Lee_Sedol" title="AlphaGo versus Lee Sedol">Lee Sedol</a> (2016)</li> <li><a href="/wiki/AlphaGo_versus_Ke_Jie" title="AlphaGo versus Ke Jie">Ke Jie</a> (2017)</li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">In popular culture</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/AlphaGo_(film)" title="AlphaGo (film)">AlphaGo</a></i> (2017)</li> <li><i><a href="/wiki/The_MANIAC" title="The MANIAC">The MANIAC</a></i> (2023)</li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Other</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/AlphaFold" title="AlphaFold">AlphaFold</a> (2018)</li> <li><a href="/wiki/AlphaStar_(software)" title="AlphaStar (software)">AlphaStar</a> (2019)</li> <li><a href="/wiki/AlphaDev" title="AlphaDev">AlphaDev</a> (2023)</li> <li><a href="/wiki/AlphaGeometry" title="AlphaGeometry">AlphaGeometry</a> (2024)</li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Machine learning</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Neural networks</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/WaveNet" title="WaveNet">WaveNet</a> (2016)</li> <li><a href="/wiki/Transformer_(deep_learning_architecture)" title="Transformer (deep learning architecture)">Transformer</a> (2017)</li> <li><a href="/wiki/Gato_(DeepMind)" title="Gato (DeepMind)">Gato</a> (2022)</li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Other</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Quantum_Artificial_Intelligence_Lab" title="Quantum Artificial Intelligence Lab">Quantum Artificial Intelligence Lab</a></li> <li><a href="/wiki/TensorFlow" title="TensorFlow">TensorFlow</a></li> <li><a class="mw-selflink selflink">Tensor Processing Unit</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Generative AI</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Chatbots</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Assistant" title="Google Assistant">Assistant</a> (2016)</li> <li><a href="/wiki/Sparrow_(chatbot)" title="Sparrow (chatbot)">Sparrow</a> (2022)</li> <li><a href="/wiki/Gemini_(chatbot)" title="Gemini (chatbot)">Gemini</a> (2023)</li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Language models</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/BERT_(language_model)" title="BERT (language model)">BERT</a> (2018)</li> <li><a href="/wiki/T5_(language_model)" title="T5 (language model)">T5</a> (2019)</li> <li><a href="/wiki/LaMDA" title="LaMDA">LaMDA</a> (2021)</li> <li><a href="/wiki/Chinchilla_(language_model)" title="Chinchilla (language model)">Chinchilla</a> (2022)</li> <li><a href="/wiki/PaLM" title="PaLM">PaLM</a> (2022)</li> <li><a href="/wiki/Gemini_(language_model)" title="Gemini (language model)">Gemini</a> (2023)</li> <li><a href="/wiki/VideoPoet" title="VideoPoet">VideoPoet</a> (2024)</li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Other</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/NotebookLM" title="NotebookLM">NotebookLM</a> (2023)</li> <li><a href="/wiki/Google_Vids" title="Google Vids">Vids</a> (2024)</li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">See also</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li>"<a href="/wiki/Attention_Is_All_You_Need" title="Attention Is All You Need">Attention Is All You Need</a>"</li> <li><a href="/wiki/Future_of_Go_Summit" title="Future of Go Summit">Future of Go Summit</a></li> <li><a href="/wiki/Generative_pre-trained_transformer" title="Generative pre-trained transformer">Generative pre-trained transformer</a></li> <li><a href="/wiki/Google_Labs" title="Google Labs">Google Labs</a></li> <li><a href="/wiki/Google_Pixel" title="Google Pixel">Google Pixel</a></li> <li><a href="/wiki/Google_Workspace" title="Google Workspace">Google Workspace</a></li></ul> </div></td></tr><tr><td class="navbox-abovebelow" colspan="2"><div> <ul><li><span class="noviewer" typeof="mw:File"><span title="Category"><img alt="" src="//upload.wikimedia.org/wikipedia/en/thumb/9/96/Symbol_category_class.svg/16px-Symbol_category_class.svg.png" decoding="async" width="16" height="16" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/en/thumb/9/96/Symbol_category_class.svg/23px-Symbol_category_class.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/9/96/Symbol_category_class.svg/31px-Symbol_category_class.svg.png 2x" data-file-width="180" data-file-height="185" /></span></span> <a href="/wiki/Category:Google_DeepMind" title="Category:Google DeepMind">Category</a></li> <li><span class="noviewer" typeof="mw:File"><span title="Commons page"><img alt="" src="//upload.wikimedia.org/wikipedia/en/thumb/4/4a/Commons-logo.svg/12px-Commons-logo.svg.png" decoding="async" width="12" height="16" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/en/thumb/4/4a/Commons-logo.svg/18px-Commons-logo.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/4/4a/Commons-logo.svg/24px-Commons-logo.svg.png 2x" data-file-width="1024" data-file-height="1376" /></span></span> <a href="https://commons.wikimedia.org/wiki/Category:DeepMind" class="extiw" title="commons:Category:DeepMind">Commons</a></li></ul> </div></td></tr></tbody></table></div> <div class="navbox-styles"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1129693374"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1236075235"></div><div role="navigation" class="navbox" aria-labelledby="Differentiable_computing" style="padding:3px"><table class="nowraplinks hlist mw-collapsible autocollapse navbox-inner" style="border-spacing:0;background:transparent;color:inherit"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1129693374"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1239400231"><div class="navbar plainlinks hlist navbar-mini"><ul><li class="nv-view"><a href="/wiki/Template:Differentiable_computing" title="Template:Differentiable computing"><abbr title="View this template">v</abbr></a></li><li class="nv-talk"><a href="/wiki/Template_talk:Differentiable_computing" title="Template talk:Differentiable computing"><abbr title="Discuss this template">t</abbr></a></li><li class="nv-edit"><a href="/wiki/Special:EditPage/Template:Differentiable_computing" title="Special:EditPage/Template:Differentiable computing"><abbr title="Edit this template">e</abbr></a></li></ul></div><div id="Differentiable_computing" style="font-size:114%;margin:0 4em">Differentiable computing</div></th></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Differentiable_function" title="Differentiable function">General</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><b><a href="/wiki/Differentiable_programming" title="Differentiable programming">Differentiable programming</a></b></li> <li><a href="/wiki/Information_geometry" title="Information geometry">Information geometry</a></li> <li><a href="/wiki/Statistical_manifold" title="Statistical manifold">Statistical manifold</a></li> <li><a href="/wiki/Automatic_differentiation" title="Automatic differentiation">Automatic differentiation</a></li> <li><a href="/wiki/Neuromorphic_computing" title="Neuromorphic computing">Neuromorphic computing</a></li> <li><a href="/wiki/Pattern_recognition" title="Pattern recognition">Pattern recognition</a></li> <li><a href="/wiki/Ricci_calculus" title="Ricci calculus">Ricci calculus</a></li> <li><a href="/wiki/Computational_learning_theory" title="Computational learning theory">Computational learning theory</a></li> <li><a href="/wiki/Inductive_bias" title="Inductive bias">Inductive bias</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Hardware</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Graphcore" title="Graphcore">IPU</a></li> <li><a class="mw-selflink selflink">TPU</a></li> <li><a href="/wiki/Vision_processing_unit" title="Vision processing unit">VPU</a></li> <li><a href="/wiki/Memristor" title="Memristor">Memristor</a></li> <li><a href="/wiki/SpiNNaker" title="SpiNNaker">SpiNNaker</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Software libraries</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/TensorFlow" title="TensorFlow">TensorFlow</a></li> <li><a href="/wiki/PyTorch" title="PyTorch">PyTorch</a></li> <li><a href="/wiki/Keras" title="Keras">Keras</a></li> <li><a href="/wiki/Scikit-learn" title="Scikit-learn">scikit-learn</a></li> <li><a href="/wiki/Theano_(software)" title="Theano (software)">Theano</a></li> <li><a href="/wiki/Google_JAX" title="Google JAX">JAX</a></li> <li><a href="/wiki/Flux_(machine-learning_framework)" title="Flux (machine-learning framework)">Flux.jl</a></li> <li><a href="/wiki/MindSpore" title="MindSpore">MindSpore</a></li></ul> </div></td></tr><tr><td class="navbox-abovebelow" colspan="2"><div> <ul><li><span class="noviewer" typeof="mw:File"><a href="/wiki/File:Symbol_portal_class.svg" class="mw-file-description" title="Portal"><img alt="" src="//upload.wikimedia.org/wikipedia/en/thumb/e/e2/Symbol_portal_class.svg/16px-Symbol_portal_class.svg.png" decoding="async" width="16" height="16" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/en/thumb/e/e2/Symbol_portal_class.svg/23px-Symbol_portal_class.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/e/e2/Symbol_portal_class.svg/31px-Symbol_portal_class.svg.png 2x" data-file-width="180" data-file-height="185" /></a></span> Portals <ul><li><a href="/wiki/Portal:Computer_programming" title="Portal:Computer programming">Computer programming</a></li> <li><a href="/wiki/Portal:Technology" title="Portal:Technology">Technology</a></li></ul></li></ul> </div></td></tr></tbody></table></div> <div class="navbox-styles"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1129693374"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1236075235"></div><div role="navigation" class="navbox" aria-labelledby="Digital_electronics" style="padding:3px"><table class="nowraplinks mw-collapsible autocollapse navbox-inner" style="border-spacing:0;background:transparent;color:inherit"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1129693374"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1239400231"><div class="navbar plainlinks hlist navbar-mini"><ul><li class="nv-view"><a href="/wiki/Template:Digital_electronics" title="Template:Digital electronics"><abbr title="View this template">v</abbr></a></li><li class="nv-talk"><a href="/wiki/Template_talk:Digital_electronics" title="Template talk:Digital electronics"><abbr title="Discuss this template">t</abbr></a></li><li class="nv-edit"><a href="/wiki/Special:EditPage/Template:Digital_electronics" title="Special:EditPage/Template:Digital electronics"><abbr title="Edit this template">e</abbr></a></li></ul></div><div id="Digital_electronics" style="font-size:114%;margin:0 4em"><a href="/wiki/Digital_electronics" title="Digital electronics">Digital electronics</a></div></th></tr><tr><th scope="row" class="navbox-group" style="width:1%;text-align:center;"><a href="/wiki/Electronic_component" title="Electronic component">Components</a></th><td class="navbox-list-with-group navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Transistor" title="Transistor">Transistor</a></li> <li><a href="/wiki/Resistor" title="Resistor">Resistor</a></li> <li><a href="/wiki/Inductor" title="Inductor">Inductor</a></li> <li><a href="/wiki/Capacitor" title="Capacitor">Capacitor</a></li> <li><a href="/wiki/Printed_electronics" title="Printed electronics">Printed electronics</a></li> <li><a href="/wiki/Printed_circuit_board" title="Printed circuit board">Printed circuit board</a></li> <li><a href="/wiki/Electronic_circuit" title="Electronic circuit">Electronic circuit</a></li> <li><a href="/wiki/Flip-flop_(electronics)" title="Flip-flop (electronics)">Flip-flop</a></li> <li><a href="/wiki/Memory_cell_(computing)" title="Memory cell (computing)">Memory cell</a></li> <li><a href="/wiki/Combinational_logic" title="Combinational logic">Combinational logic</a></li> <li><a href="/wiki/Sequential_logic" title="Sequential logic">Sequential logic</a></li> <li><a href="/wiki/Logic_gate" title="Logic gate">Logic gate</a></li> <li><a href="/wiki/Boolean_circuit" title="Boolean circuit">Boolean circuit</a></li> <li><a href="/wiki/Integrated_circuit" title="Integrated circuit">Integrated circuit</a> (IC)</li> <li><a href="/wiki/Hybrid_integrated_circuit" title="Hybrid integrated circuit">Hybrid integrated circuit</a> (HIC)</li> <li><a href="/wiki/Mixed-signal_integrated_circuit" title="Mixed-signal integrated circuit">Mixed-signal integrated circuit</a></li> <li><a href="/wiki/Three-dimensional_integrated_circuit" title="Three-dimensional integrated circuit">Three-dimensional integrated circuit</a> (3D IC)</li> <li><a href="/wiki/Emitter-coupled_logic" title="Emitter-coupled logic">Emitter-coupled logic</a> (ECL)</li> <li><a href="/wiki/Erasable_programmable_logic_device" class="mw-redirect" title="Erasable programmable logic device">Erasable programmable logic device</a> (EPLD)</li> <li><a href="/wiki/Macrocell_array" title="Macrocell array">Macrocell array</a></li> <li><a href="/wiki/Programmable_logic_array" title="Programmable logic array">Programmable logic array</a> (PLA)</li> <li><a href="/wiki/Programmable_logic_device" title="Programmable logic device">Programmable logic device</a> (PLD)</li> <li><a href="/wiki/Programmable_Array_Logic" title="Programmable Array Logic">Programmable Array Logic</a> (PAL)</li> <li><a href="/wiki/Generic_Array_Logic" title="Generic Array Logic">Generic Array Logic</a> (GAL)</li> <li><a href="/wiki/Complex_programmable_logic_device" title="Complex programmable logic device">Complex programmable logic device</a> (CPLD)</li> <li><a href="/wiki/Field-programmable_gate_array" title="Field-programmable gate array">Field-programmable gate array</a> (FPGA)</li> <li><a href="/wiki/Field-programmable_object_array" title="Field-programmable object array">Field-programmable object array</a> (FPOA)</li> <li><a href="/wiki/Application-specific_integrated_circuit" title="Application-specific integrated circuit">Application-specific integrated circuit</a> (ASIC)</li> <li><a class="mw-selflink selflink">Tensor Processing Unit</a> (TPU)</li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%;text-align:center;">Theory</th><td class="navbox-list-with-group navbox-list navbox-even hlist" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Digital_signal" title="Digital signal">Digital signal</a></li> <li><a href="/wiki/Boolean_algebra" title="Boolean algebra">Boolean algebra</a></li> <li><a href="/wiki/Logic_synthesis" title="Logic synthesis">Logic synthesis</a></li> <li><a href="/wiki/Logic_in_computer_science" title="Logic in computer science">Logic in computer science</a></li> <li><a href="/wiki/Computer_architecture" title="Computer architecture">Computer architecture</a></li> <li><a href="/wiki/Digital_signal_(signal_processing)" title="Digital signal (signal processing)">Digital signal</a> <ul><li><a href="/wiki/Digital_signal_processing" title="Digital signal processing">Digital signal processing</a></li></ul></li> <li><a href="/wiki/Circuit_minimization_for_Boolean_functions" class="mw-redirect" title="Circuit minimization for Boolean functions">Circuit minimization</a></li> <li><a href="/wiki/Switching_circuit_theory" title="Switching circuit theory">Switching circuit theory</a></li> <li><a href="/wiki/Gate_equivalent" title="Gate equivalent">Gate equivalent</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%;text-align:center;"><a href="/wiki/Electronics_design" class="mw-redirect" title="Electronics design">Design</a></th><td class="navbox-list-with-group navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Logic_synthesis" title="Logic synthesis">Logic synthesis</a></li> <li><a href="/wiki/Place_and_route" title="Place and route">Place and route</a> <ul><li><a href="/wiki/Placement_(electronic_design_automation)" title="Placement (electronic design automation)">Placement</a></li> <li><a href="/wiki/Routing_(electronic_design_automation)" title="Routing (electronic design automation)">Routing</a></li></ul></li> <li><a href="/wiki/Transaction-level_modeling" title="Transaction-level modeling">Transaction-level modeling</a></li> <li><a href="/wiki/Register-transfer_level" title="Register-transfer level">Register-transfer level</a> <ul><li><a href="/wiki/Hardware_description_language" title="Hardware description language">Hardware description language</a></li> <li><a href="/wiki/High-level_synthesis" title="High-level synthesis">High-level synthesis</a></li></ul></li> <li><a href="/wiki/Formal_equivalence_checking" title="Formal equivalence checking">Formal equivalence checking</a></li> <li><a href="/wiki/Synchronous_circuit" title="Synchronous circuit">Synchronous logic</a></li> <li><a href="/wiki/Asynchronous_circuit" title="Asynchronous circuit">Asynchronous logic</a></li> <li><a href="/wiki/Finite-state_machine" title="Finite-state machine">Finite-state machine</a> <ul><li><a href="/wiki/Hierarchical_state_machine" class="mw-redirect" title="Hierarchical state machine">Hierarchical state machine</a></li></ul></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%;text-align:center;">Applications</th><td class="navbox-list-with-group navbox-list navbox-even hlist" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Computer_hardware" title="Computer hardware">Computer hardware</a> <ul><li><a href="/wiki/Hardware_acceleration" title="Hardware acceleration">Hardware acceleration</a></li></ul></li> <li><a href="/wiki/Digital_audio" title="Digital audio">Digital audio</a> <ul><li><a href="/wiki/Digital_radio" title="Digital radio">radio</a></li></ul></li> <li><a href="/wiki/Digital_photography" title="Digital photography">Digital photography</a></li> <li><a href="/wiki/Telephony#Digital_telephony" title="Telephony">Digital telephone</a></li> <li><a href="/wiki/Digital_video" title="Digital video">Digital video</a> <ul><li><a href="/wiki/Digital_cinematography" title="Digital cinematography">cinematography</a></li> <li><a href="/wiki/Digital_television" title="Digital television">television</a></li></ul></li> <li><a href="/wiki/Electronic_literature" title="Electronic literature">Electronic literature</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%;text-align:center;">Design issues</th><td class="navbox-list-with-group navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Metastability_(electronics)" title="Metastability (electronics)">Metastability</a></li> <li><a href="/wiki/Runt_pulse" title="Runt pulse">Runt pulse</a></li></ul> </div></td></tr></tbody></table></div> <div class="navbox-styles"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1129693374"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1236075235"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1129693374"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1239400231"></div><div role="navigation" class="navbox" aria-labelledby="Google" style="padding:3px"><table class="nowraplinks hlist mw-collapsible mw-collapsed navbox-inner" style="border-spacing:0;background:transparent;color:inherit"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1129693374"><link rel="mw-deduplicated-inline-style" href="mw-data:TemplateStyles:r1239400231"><div class="navbar plainlinks hlist navbar-mini"><ul><li class="nv-view"><a href="/wiki/Template:Google_LLC" title="Template:Google LLC"><abbr title="View this template">v</abbr></a></li><li class="nv-talk"><a href="/wiki/Template_talk:Google_LLC" title="Template talk:Google LLC"><abbr title="Discuss this template">t</abbr></a></li><li class="nv-edit"><a href="/wiki/Special:EditPage/Template:Google_LLC" title="Special:EditPage/Template:Google LLC"><abbr title="Edit this template">e</abbr></a></li></ul></div><div id="Google" style="font-size:114%;margin:0 4em"><a href="/wiki/Google" title="Google">Google</a></div></th></tr><tr><td class="navbox-abovebelow" colspan="2"><div> <ul><li><a href="/wiki/Alphabet_Inc." title="Alphabet Inc.">Alphabet Inc.</a></li> <li><a href="/wiki/History_of_Google" title="History of Google">History</a></li> <li><a href="/wiki/List_of_Android_apps_by_Google" title="List of Android apps by Google">List of Android apps</a></li> <li><a href="/wiki/List_of_Google_Easter_eggs" title="List of Google Easter eggs">List of Easter eggs</a> <ul><li><a href="/wiki/List_of_Google_April_Fools%27_Day_jokes" title="List of Google April Fools&#39; Day jokes">April Fools' Day</a></li></ul></li> <li><a href="/wiki/List_of_mergers_and_acquisitions_by_Alphabet" title="List of mergers and acquisitions by Alphabet">List of mergers and acquisitions</a></li></ul> </div></td></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks mw-collapsible mw-collapsed navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><div id="Company" style="font-size:114%;margin:0 4em">Company</div></th></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Divisions</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Ads" title="Google Ads">Ads</a></li> <li><a href="/wiki/Google_AI" title="Google AI">AI</a> <ul><li><i><a href="/wiki/Google_Brain" title="Google Brain">Brain</a></i></li> <li><a href="/wiki/Google_DeepMind" title="Google DeepMind">DeepMind</a></li></ul></li> <li><a href="/wiki/Android_(operating_system)" title="Android (operating system)">Android</a> <ul><li><a href="/wiki/Booting_process_of_Android_devices" title="Booting process of Android devices">booting process</a></li> <li><a href="/wiki/Android_recovery_mode" title="Android recovery mode">recovery mode</a></li> <li><a href="/wiki/Android_software_development" title="Android software development">software development</a></li> <li><a href="/wiki/Android_version_history" title="Android version history">version history</a></li></ul></li> <li><a href="/wiki/Google_China" title="Google China">China</a> <ul><li><i><a href="/wiki/Goojje" title="Goojje">Goojje</a></i></li></ul></li> <li><a href="/wiki/Google_Chrome" title="Google Chrome">Chrome</a></li> <li><a href="/wiki/Google_Cloud_Platform" title="Google Cloud Platform">Cloud</a></li> <li><a href="/wiki/Google_Glass" title="Google Glass">Glass</a></li> <li><a href="/wiki/Google.org" title="Google.org">Google.org</a> <ul><li><a href="/wiki/Google_Crisis_Response" title="Google Crisis Response">Crisis Response</a></li> <li><a href="/wiki/Google_Public_Alerts" title="Google Public Alerts">Public Alerts</a></li> <li><a href="/wiki/RechargeIT" title="RechargeIT">RechargeIT</a></li></ul></li> <li><i><a href="/wiki/Google_Health" title="Google Health">Health</a></i></li> <li><a href="/wiki/Google_Maps" title="Google Maps">Maps</a></li> <li><a href="/wiki/Google_Pixel" title="Google Pixel">Pixel</a></li> <li><a href="/wiki/Google_Search" title="Google Search">Search</a> <ul><li><a href="/wiki/Timeline_of_Google_Search" title="Timeline of Google Search">Timeline</a></li></ul></li> <li><a href="/wiki/Sidewalk_Labs" title="Sidewalk Labs">Sidewalk Labs</a></li> <li><a href="/wiki/Google_Energy" title="Google Energy">Sustainability</a></li> <li><a href="/wiki/YouTube" title="YouTube">YouTube</a> <ul><li><a href="/wiki/History_of_YouTube" title="History of YouTube">History</a></li> <li>"<a href="/wiki/Me_at_the_zoo" title="Me at the zoo">Me at the zoo</a>"</li> <li><a href="/wiki/Social_impact_of_YouTube" title="Social impact of YouTube">Social impact</a></li> <li><a href="/wiki/YouTuber" title="YouTuber">YouTuber</a></li></ul></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Category:Google_employees" title="Category:Google employees">People</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Current</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Krishna_Bharat" title="Krishna Bharat">Krishna Bharat</a></li> <li><a href="/wiki/Vint_Cerf" title="Vint Cerf">Vint Cerf</a></li> <li><a href="/wiki/Jeff_Dean" title="Jeff Dean">Jeff Dean</a></li> <li><a href="/wiki/John_Doerr" title="John Doerr">John Doerr</a></li> <li><a href="/wiki/Sanjay_Ghemawat" title="Sanjay Ghemawat">Sanjay Ghemawat</a></li> <li><a href="/wiki/Al_Gore" title="Al Gore">Al Gore</a></li> <li><a href="/wiki/John_L._Hennessy" title="John L. Hennessy">John L. Hennessy</a></li> <li><a href="/wiki/Urs_H%C3%B6lzle" title="Urs Hölzle">Urs Hölzle</a></li> <li><a href="/wiki/Salar_Kamangar" title="Salar Kamangar">Salar Kamangar</a></li> <li><a href="/wiki/Ray_Kurzweil" title="Ray Kurzweil">Ray Kurzweil</a></li> <li><a href="/wiki/Ann_Mather" title="Ann Mather">Ann Mather</a></li> <li><a href="/wiki/Alan_Mulally" title="Alan Mulally">Alan Mulally</a></li> <li><a href="/wiki/Rick_Osterloh" title="Rick Osterloh">Rick Osterloh</a></li> <li><a href="/wiki/Sundar_Pichai" title="Sundar Pichai">Sundar Pichai</a> (CEO)</li> <li><a href="/wiki/Ruth_Porat" title="Ruth Porat">Ruth Porat</a> (CFO)</li> <li><a href="/wiki/Rajen_Sheth" title="Rajen Sheth">Rajen Sheth</a></li> <li><a href="/wiki/Hal_Varian" title="Hal Varian">Hal Varian</a></li> <li><a href="/wiki/Neal_Mohan" title="Neal Mohan">Neal Mohan</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Former</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Andy_Bechtolsheim" title="Andy Bechtolsheim">Andy Bechtolsheim</a></li> <li><a href="/wiki/Sergey_Brin" title="Sergey Brin">Sergey Brin</a> (Founder)</li> <li><a href="/wiki/David_Cheriton" title="David Cheriton">David Cheriton</a></li> <li><a href="/wiki/Matt_Cutts" title="Matt Cutts">Matt Cutts</a></li> <li><a href="/wiki/David_Drummond_(businessman)" title="David Drummond (businessman)">David Drummond</a></li> <li><a href="/wiki/Alan_Eustace" title="Alan Eustace">Alan Eustace</a></li> <li><a href="/wiki/Timnit_Gebru" title="Timnit Gebru">Timnit Gebru</a></li> <li><a href="/wiki/Omid_Kordestani" title="Omid Kordestani">Omid Kordestani</a></li> <li><a href="/wiki/Paul_Otellini" title="Paul Otellini">Paul Otellini</a></li> <li><a href="/wiki/Larry_Page" title="Larry Page">Larry Page</a> (Founder)</li> <li><a href="/wiki/Patrick_Pichette" title="Patrick Pichette">Patrick Pichette</a></li> <li><a href="/wiki/Eric_Schmidt" title="Eric Schmidt">Eric Schmidt</a></li> <li><a href="/wiki/Ram_Shriram" title="Ram Shriram">Ram Shriram</a></li> <li><a href="/wiki/Amit_Singhal" title="Amit Singhal">Amit Singhal</a></li> <li><a href="/wiki/Shirley_M._Tilghman" title="Shirley M. Tilghman">Shirley M. Tilghman</a></li> <li><a href="/wiki/Rachel_Whetstone" title="Rachel Whetstone">Rachel Whetstone</a></li> <li><a href="/wiki/Susan_Wojcicki" title="Susan Wojcicki">Susan Wojcicki</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Real estate</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/111_Eighth_Avenue" title="111 Eighth Avenue">111 Eighth Avenue</a></li> <li><i><a href="/wiki/Androidland" title="Androidland">Androidland</a></i></li> <li><i><a href="/wiki/Google_barges" title="Google barges">Barges</a></i></li> <li><a href="/wiki/Binoculars_Building" title="Binoculars Building">Binoculars Building</a></li> <li><a href="/wiki/Central_Saint_Giles" title="Central Saint Giles">Central Saint Giles</a></li> <li><a href="/wiki/Chelsea_Market" title="Chelsea Market">Chelsea Market</a></li> <li><i><a href="/wiki/Chrome_Zone" title="Chrome Zone">Chrome Zone</a></i></li> <li><a href="/wiki/Google_data_centers" title="Google data centers">Data centers</a></li> <li><a href="/wiki/Googleplex" title="Googleplex">Googleplex</a></li> <li><a href="/wiki/Mayfield_Mall" title="Mayfield Mall">Mayfield Mall</a></li> <li><a href="/wiki/Pier_57" title="Pier 57">Pier 57</a></li> <li><a href="/wiki/Sidewalk_Toronto" title="Sidewalk Toronto">Sidewalk Toronto</a></li> <li><a href="/wiki/St._John%27s_Terminal" title="St. John&#39;s Terminal">St. John's Terminal</a></li> <li><a href="/wiki/YouTube_Space" title="YouTube Space">YouTube Space</a></li> <li><a href="/wiki/YouTube_Theater" title="YouTube Theater">YouTube Theater</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Design</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li>Fonts <ul><li><a href="/wiki/Croscore_fonts" title="Croscore fonts">Croscore</a></li> <li><a href="/wiki/Noto_fonts" title="Noto fonts">Noto</a></li> <li><a href="/wiki/Product_Sans" title="Product Sans">Product Sans</a></li> <li><a href="/wiki/Roboto" title="Roboto">Roboto</a></li></ul></li> <li><a href="/wiki/Google_logo" title="Google logo">Logo</a> <ul><li><a href="/wiki/Google_Doodle" title="Google Doodle">Doodle</a> <ul><li><i><a href="/wiki/Doodle_Champion_Island_Games" title="Doodle Champion Island Games">Doodle Champion Island Games</a></i></li> <li><i><a href="/wiki/Magic_Cat_Academy" title="Magic Cat Academy">Magic Cat Academy</a></i></li></ul></li></ul></li> <li><a href="/wiki/Material_Design" title="Material Design">Material Design</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Events</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><td colspan="2" class="navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li>Android <ul><li><a href="/wiki/Android_Developer_Challenge" title="Android Developer Challenge">Developer Challenge</a></li> <li><a href="/wiki/Android_Developer_Day" title="Android Developer Day">Developer Day</a></li> <li><a href="/wiki/Android_Developer_Lab" title="Android Developer Lab">Developer Lab</a></li></ul></li> <li><a href="/wiki/Google_Code-in" title="Google Code-in">Code-in</a></li> <li><a href="/wiki/Google_Code_Jam" title="Google Code Jam">Code Jam</a></li> <li><i><a href="/wiki/Google_Developer_Day" title="Google Developer Day">Developer Day</a></i></li> <li><a href="/wiki/Google_Developers_Live" title="Google Developers Live">Developers Live</a></li> <li><a href="/wiki/Doodle4Google" title="Doodle4Google">Doodle4Google</a></li> <li><i><a href="/wiki/G-Day" title="G-Day">G-Day</a></i></li> <li><a href="/wiki/Google_I/O" title="Google I/O">I/O</a></li> <li><a href="/wiki/Jigsaw_(company)" title="Jigsaw (company)">Jigsaw</a></li> <li><i><a href="/wiki/Living_Stories" title="Living Stories">Living Stories</a></i></li> <li><i><a href="/wiki/Google_Lunar_X_Prize" title="Google Lunar X Prize">Lunar XPRIZE</a></i></li> <li><i><a href="/wiki/Google_Mapathon" title="Google Mapathon">Mapathon</a></i></li> <li><a href="/wiki/Google_Science_Fair" title="Google Science Fair">Science Fair</a></li> <li><a href="/wiki/Google_Summer_of_Code" title="Google Summer of Code">Summer of Code</a></li> <li><a href="/wiki/Talks_at_Google" class="mw-redirect" title="Talks at Google">Talks at Google</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">YouTube</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/YouTube_Awards" title="YouTube Awards">Awards</a></li> <li><a href="/wiki/CNN/YouTube_presidential_debates" title="CNN/YouTube presidential debates">CNN/YouTube presidential debates</a></li> <li><a href="/wiki/YouTube_Comedy_Week" title="YouTube Comedy Week">Comedy Week</a></li> <li><a href="/wiki/YouTube_Live" title="YouTube Live">Live</a></li> <li><a href="/wiki/YouTube_Music_Awards" title="YouTube Music Awards">Music Awards</a></li> <li><a href="/wiki/YouTube_Space_Lab" title="YouTube Space Lab">Space Lab</a></li> <li><a href="/wiki/YouTube_Symphony_Orchestra" title="YouTube Symphony Orchestra">Symphony Orchestra</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Projects and<br />initiatives</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Side_project_time" title="Side project time">20% project</a></li> <li><a href="/wiki/Area_120" title="Area 120">Area 120</a> <ul><li><a href="/wiki/Reply_(Google)" title="Reply (Google)">Reply</a></li> <li><a href="/wiki/Tables_(Google)" title="Tables (Google)">Tables</a></li></ul></li> <li><a href="/wiki/Google_ATAP" title="Google ATAP">ATAP</a></li> <li><a href="/wiki/Google_Business_Groups" title="Google Business Groups">Business Groups</a></li> <li><i><a href="/wiki/IBM/Google_Cloud_Computing_University_Initiative" title="IBM/Google Cloud Computing University Initiative">Computing University Initiative</a></i></li> <li><a href="/wiki/Google_Data_Liberation_Front" title="Google Data Liberation Front">Data Liberation Front</a></li> <li><a href="/wiki/Data_Transfer_Project" title="Data Transfer Project">Data Transfer Project</a></li> <li><a href="/wiki/Google_Developer_Expert" title="Google Developer Expert">Developer Expert</a></li> <li><a href="/wiki/Google_Digital_Garage" title="Google Digital Garage">Digital Garage</a></li> <li><a href="/wiki/Digital_News_Initiative" title="Digital News Initiative">Digital News Initiative</a></li> <li><a href="/wiki/Digital_Unlocked" title="Digital Unlocked">Digital Unlocked</a></li> <li><i><a href="/wiki/Dragonfly_(search_engine)" title="Dragonfly (search engine)">Dragonfly</a></i></li> <li><i><a href="/wiki/Google_Founders%27_Award" title="Google Founders&#39; Award">Founders' Award</a></i></li> <li><i><a href="/wiki/Google_Free_Zone" title="Google Free Zone">Free Zone</a></i></li> <li><a href="/wiki/Google_Get_Your_Business_Online" title="Google Get Your Business Online">Get Your Business Online</a></li> <li><a href="/wiki/Google_for_Education" title="Google for Education">Google for Education</a></li> <li><a href="/wiki/Google_for_Startups" title="Google for Startups">Google for Startups</a></li> <li><a href="/wiki/Google_Labs" title="Google Labs">Labs</a></li> <li><a href="/wiki/Liquid_Galaxy" title="Liquid Galaxy">Liquid Galaxy</a></li> <li><a href="/wiki/Made_with_Code" title="Made with Code">Made with Code</a></li> <li><a href="/wiki/Google_M%C4%81ori" title="Google Māori">Māori</a></li> <li><i><a href="/wiki/Google_News_Lab" title="Google News Lab">News Lab</a></i></li> <li><a href="/wiki/Project_Nightingale" title="Project Nightingale">Nightingale</a></li> <li><a href="/wiki/Objectives_and_key_results" title="Objectives and key results">Objectives and key results</a></li> <li><i><a href="/wiki/Google_PowerMeter" title="Google PowerMeter">PowerMeter</a></i></li> <li><a href="/wiki/Privacy_Sandbox" title="Privacy Sandbox">Privacy Sandbox</a></li> <li><a href="/wiki/Quantum_Artificial_Intelligence_Lab" title="Quantum Artificial Intelligence Lab">Quantum Artificial Intelligence Lab</a></li> <li><a href="/wiki/RechargeIT" title="RechargeIT">RechargeIT</a></li> <li><a href="/wiki/Project_Shield" title="Project Shield">Shield</a></li> <li><a href="/wiki/Google_Silicon_Initiative" title="Google Silicon Initiative">Silicon Initiative</a></li> <li><i><a href="/wiki/Solve_for_X" title="Solve for X">Solve for X</a></i></li> <li><a href="/wiki/Project_Starline" title="Project Starline">Starline</a></li> <li><i><a href="/wiki/Google_Student_Ambassador_Program" title="Google Student Ambassador Program">Student Ambassador Program</a></i></li> <li>Submarine communications cables <ul><li><a href="/wiki/Dunant_(submarine_communications_cable)" title="Dunant (submarine communications cable)">Dunant</a></li> <li><a href="/wiki/Grace_Hopper_(submarine_communications_cable)" title="Grace Hopper (submarine communications cable)">Grace Hopper</a></li></ul></li> <li><a href="/wiki/Project_Sunroof" title="Project Sunroof">Sunroof</a></li> <li>YouTube <ul><li><a href="/wiki/YouTube_Creator_Awards" title="YouTube Creator Awards">Creator Awards</a></li> <li><a href="/wiki/YouTube_Next_Lab_and_Audience_Development_Group" title="YouTube Next Lab and Audience Development Group">Next Lab and Audience Development Group</a></li> <li><a href="/wiki/YouTube_Original_Channel_Initiative" title="YouTube Original Channel Initiative">Original Channel Initiative</a></li></ul></li> <li><a href="/wiki/Project_Zero" title="Project Zero">Zero</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Criticism_of_Google" title="Criticism of Google">Criticism</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/2018_Google_data_breach" title="2018 Google data breach">2018 data breach</a></li> <li><a href="/wiki/2018_Google_walkouts" title="2018 Google walkouts">2018 walkouts</a></li> <li><a href="/wiki/Alphabet_Workers_Union" title="Alphabet Workers Union">Alphabet Workers Union</a></li> <li><a href="/wiki/Censorship_by_Google" title="Censorship by Google">Censorship</a></li> <li><a href="/wiki/DeGoogle" title="DeGoogle">DeGoogle</a></li> <li><i><a href="/wiki/Dragonfly_(search_engine)" title="Dragonfly (search engine)">Dragonfly</a></i></li> <li><a href="/wiki/FairSearch" title="FairSearch">FairSearch</a></li> <li><a href="/wiki/Google%27s_Ideological_Echo_Chamber" title="Google&#39;s Ideological Echo Chamber">"Ideological Echo Chamber" memo</a></li> <li><a href="/wiki/Google_litigation" title="Google litigation">Litigation</a></li> <li><a href="/wiki/Privacy_concerns_with_Google" title="Privacy concerns with Google">Privacy concerns</a> <ul><li><a href="/wiki/Google_Street_View_privacy_concerns" title="Google Street View privacy concerns">Street View</a></li></ul></li> <li><a href="/wiki/San_Francisco_tech_bus_protests" title="San Francisco tech bus protests">San Francisco tech bus protests</a></li> <li><a href="/wiki/Google_services_outages" title="Google services outages">Services outages</a></li> <li><a href="/wiki/Smartphone_patent_wars" title="Smartphone patent wars">Smartphone patent wars</a></li> <li><a href="/wiki/Google_worker_organization" title="Google worker organization">Worker organization</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Criticism_of_Google#YouTube" title="Criticism of Google">YouTube</a></th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/2020_Korean_YouTube_backdoor_advertising_controversy" title="2020 Korean YouTube backdoor advertising controversy">Back advertisement controversy</a></li> <li><a href="/wiki/Censorship_by_Google#YouTube" title="Censorship by Google">Censorship</a></li> <li><a href="/wiki/YouTube_copyright_issues" title="YouTube copyright issues">Copyright issues</a></li> <li><a href="/wiki/YouTube_copyright_strike" title="YouTube copyright strike">Copyright strike</a></li> <li><a href="/wiki/Elsagate" title="Elsagate">Elsagate</a></li> <li><a href="/wiki/Fantastic_Adventures_scandal" title="Fantastic Adventures scandal">Fantastic Adventures scandal</a></li> <li><a href="/wiki/YouTube_headquarters_shooting" title="YouTube headquarters shooting">Headquarters shooting</a></li> <li><a href="/wiki/2012_Kohistan_video_case" title="2012 Kohistan video case">Kohistan video case</a></li> <li><a href="/wiki/Reactions_to_Innocence_of_Muslims" title="Reactions to Innocence of Muslims">Reactions to <i>Innocence of Muslims</i></a></li> <li><a href="/wiki/2011_Slovenian_YouTube_incident" title="2011 Slovenian YouTube incident">Slovenian government incident</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr></tbody></table><div></div></td></tr></tbody></table><div></div></td></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks mw-collapsible mw-collapsed navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><div id="Development" style="font-size:114%;margin:0 4em"><a href="/wiki/Google_Developers" title="Google Developers">Development</a></div></th></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Operating systems</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Android_(operating_system)" title="Android (operating system)">Android</a> <ul><li><a href="/wiki/Android_Automotive" title="Android Automotive">Automotive</a></li> <li><a href="/wiki/Glass_OS" title="Glass OS">Glass OS</a></li> <li><a href="/wiki/Android_Go" title="Android Go">Go</a></li> <li><a href="/wiki/GLinux" title="GLinux">gLinux</a></li> <li><i><a href="/wiki/Goobuntu" title="Goobuntu">Goobuntu</a></i></li> <li><i><a href="/wiki/Android_Things" title="Android Things">Things</a></i></li> <li><a href="/wiki/Android_TV" title="Android TV">TV</a></li> <li><a href="/wiki/Wear_OS" title="Wear OS">Wear OS</a></li></ul></li> <li><a href="/wiki/ChromeOS" title="ChromeOS">ChromeOS</a> <ul><li><a href="/wiki/ChromiumOS" title="ChromiumOS">ChromiumOS</a></li> <li><a href="/wiki/Neverware" title="Neverware">Neverware</a></li></ul></li> <li><a href="/wiki/Fuchsia_(operating_system)" title="Fuchsia (operating system)">Fuchsia</a></li> <li><i><a href="/wiki/Google_TV_(operating_system)" title="Google TV (operating system)">TV</a></i></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Libraries/<br />frameworks</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/ALTS" title="ALTS">ALTS</a></li> <li><a href="/wiki/Accelerated_Mobile_Pages" title="Accelerated Mobile Pages">AMP</a></li> <li><a href="/wiki/Angular_(web_framework)" title="Angular (web framework)">Angular</a> <ul><li><i><a href="/wiki/AngularJS" title="AngularJS">JS</a></i></li></ul></li> <li><a href="/wiki/ARCore" title="ARCore">ARCore</a></li> <li><a href="/wiki/Google_APIs" title="Google APIs">APIs</a></li> <li><a href="/wiki/Blockly" title="Blockly">Blockly</a></li> <li><a href="/wiki/Google_Chart_API" title="Google Chart API">Chart API</a></li> <li><a href="/wiki/Google_Charts" title="Google Charts">Charts</a></li> <li><a href="/wiki/Dialogflow" title="Dialogflow">Dialogflow</a></li> <li><a href="/wiki/Exposure_Notification" title="Exposure Notification">Exposure Notification</a></li> <li><a href="/wiki/Fast_Pair" title="Fast Pair">Fast Pair</a></li> <li><a href="/wiki/Federated_Learning_of_Cohorts" title="Federated Learning of Cohorts">Federated Learning of Cohorts</a></li> <li><a href="/wiki/Google_File_System" title="Google File System">File System</a></li> <li><a href="/wiki/FlatBuffers" title="FlatBuffers">FlatBuffers</a></li> <li><a href="/wiki/Flutter_(software)" title="Flutter (software)">Flutter</a></li> <li><i><a href="/wiki/Gears_(software)" title="Gears (software)">Gears</a></i></li> <li><a href="/wiki/GRPC" title="GRPC">gRPC</a></li> <li><a href="/wiki/Gson" title="Gson">Gson</a></li> <li><a href="/wiki/Google_Guava" title="Google Guava">Guava</a></li> <li><a href="/wiki/Google_Guice" title="Google Guice">Guice</a></li> <li><a href="/wiki/Guetzli" title="Guetzli">Guetzli</a></li> <li><a href="/wiki/Google_JAX" title="Google JAX">JAX</a></li> <li><a href="/wiki/GVisor" title="GVisor">gVisor</a></li> <li><a href="/wiki/MapReduce" title="MapReduce">MapReduce</a></li> <li><a href="/wiki/Matter_(standard)" title="Matter (standard)">Matter</a></li> <li><a href="/wiki/Google_Mobile_Services" title="Google Mobile Services">Mobile Services</a></li> <li><a href="/wiki/Google_Neural_Machine_Translation" title="Google Neural Machine Translation">Neural Machine Translation</a></li> <li><a href="/wiki/OpenSocial" title="OpenSocial">OpenSocial</a></li> <li><i><a href="/wiki/Google_Pack" title="Google Pack">Pack</a></i></li> <li><a href="/wiki/Polymer_(library)" title="Polymer (library)">Polymer</a></li> <li><a href="/wiki/Protocol_Buffers" title="Protocol Buffers">Protocol Buffers</a></li> <li><i><a href="/wiki/Reqwireless" title="Reqwireless">Reqwireless</a></i></li> <li><a href="/wiki/Google_Shell" title="Google Shell">Shell</a></li> <li><a href="/wiki/Skia_Graphics_Engine" title="Skia Graphics Engine">Skia Graphics Engine</a></li> <li><i><a href="/wiki/Tango_(platform)" title="Tango (platform)">Tango</a></i></li> <li><a href="/wiki/TensorFlow" title="TensorFlow">TensorFlow</a></li> <li><a href="/wiki/Google_Test" title="Google Test">Test</a></li> <li><a href="/wiki/WaveNet" title="WaveNet">WaveNet</a></li> <li><a href="/wiki/Weave_(protocol)" title="Weave (protocol)">Weave</a></li> <li><i><a href="/wiki/Google_Web_Accelerator" title="Google Web Accelerator">Web Accelerator</a></i></li> <li><a href="/wiki/WebRTC" title="WebRTC">WebRTC</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Platforms</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_App_Engine" title="Google App Engine">App Engine</a></li> <li><i><a href="/wiki/AppJet" title="AppJet">AppJet</a></i></li> <li><a href="/wiki/Google_Apps_Script" title="Google Apps Script">Apps Script</a></li> <li><a href="/wiki/Google_Cloud_Platform" title="Google Cloud Platform">Cloud Platform</a> <ul><li><i><a href="/wiki/Anvato" title="Anvato">Anvato</a></i></li></ul></li> <li><a href="/wiki/Firebase" title="Firebase">Firebase</a> <ul><li><a href="/wiki/Firebase_Cloud_Messaging" title="Firebase Cloud Messaging">Cloud Messaging</a></li> <li><a href="/wiki/Crashlytics" title="Crashlytics">Crashlytics</a></li></ul></li> <li><i><a href="/wiki/Global_IP_Solutions" title="Global IP Solutions">Global IP Solutions</a></i> <ul><li><a href="/wiki/Internet_Low_Bitrate_Codec" title="Internet Low Bitrate Codec">Internet Low Bitrate Codec</a></li> <li><a href="/wiki/Internet_Speech_Audio_Codec" title="Internet Speech Audio Codec">Internet Speech Audio Codec</a></li></ul></li> <li><i><a href="/wiki/Gridcentric,_Inc." title="Gridcentric, Inc.">Gridcentric, Inc.</a></i></li> <li><a href="/wiki/ITA_Software" title="ITA Software">ITA Software</a></li> <li><a href="/wiki/Kubernetes" title="Kubernetes">Kubernetes</a></li> <li><a href="/wiki/LevelDB" title="LevelDB">LevelDB</a></li> <li><a href="/wiki/Neatx" title="Neatx">Neatx</a></li> <li><a href="/wiki/Project_IDX" title="Project IDX">Project IDX</a></li> <li><i><a href="/wiki/SageTV" title="SageTV">SageTV</a></i></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><i><a href="/wiki/Apigee" title="Apigee">Apigee</a></i></th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Bigtable" title="Bigtable">Bigtable</a></li> <li><i><a href="/wiki/Bitium" title="Bitium">Bitium</a></i></li> <li><a href="/wiki/Chronicle_Security" title="Chronicle Security">Chronicle</a> <ul><li><a href="/wiki/VirusTotal" title="VirusTotal">VirusTotal</a></li></ul></li> <li><a href="/wiki/Google_Compute_Engine" title="Google Compute Engine">Compute Engine</a></li> <li><i><a href="/wiki/Google_Cloud_Connect" title="Google Cloud Connect">Connect</a></i></li> <li><a href="/wiki/Google_Cloud_Dataflow" title="Google Cloud Dataflow">Dataflow</a></li> <li><a href="/wiki/Google_Cloud_Datastore" title="Google Cloud Datastore">Datastore</a></li> <li><a href="/wiki/Kaggle" title="Kaggle">Kaggle</a></li> <li><a href="/wiki/Looker_(company)" title="Looker (company)">Looker</a></li> <li><a href="/wiki/Mandiant" title="Mandiant">Mandiant</a></li> <li><i><a href="/wiki/Google_Cloud_Messaging" title="Google Cloud Messaging">Messaging</a></i></li> <li><a href="/wiki/Orbitera" title="Orbitera">Orbitera</a></li> <li><a href="/wiki/Google_Cloud_Shell" title="Google Cloud Shell">Shell</a></li> <li><i><a href="/wiki/Stackdriver" title="Stackdriver">Stackdriver</a></i></li> <li><a href="/wiki/Google_Cloud_Storage" title="Google Cloud Storage">Storage</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Tools</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/American_Fuzzy_Lop_(software)" title="American Fuzzy Lop (software)">American Fuzzy Lop</a></li> <li><i><a href="/wiki/Android_Cloud_to_Device_Messaging" title="Android Cloud to Device Messaging">Android Cloud to Device Messaging</a></i></li> <li><a href="/wiki/Android_Debug_Bridge" title="Android Debug Bridge">Android Debug Bridge</a></li> <li><a href="/wiki/Android_Studio" title="Android Studio">Android Studio</a></li> <li><i><a href="/wiki/Google_App_Maker" title="Google App Maker">App Maker</a></i></li> <li><a href="/wiki/Google_App_Runtime_for_Chrome" title="Google App Runtime for Chrome">App Runtime for Chrome</a></li> <li><a href="/wiki/AppSheet" title="AppSheet">AppSheet</a></li> <li><a href="/wiki/Bazel_(software)" title="Bazel (software)">Bazel</a></li> <li><i><a href="/wiki/Google_Chrome_Frame" title="Google Chrome Frame">Chrome Frame</a></i></li> <li><a href="/wiki/Google_Closure_Tools" title="Google Closure Tools">Closure Tools</a></li> <li><a href="/wiki/Cpplint" title="Cpplint">Cpplint</a></li> <li><a href="/wiki/Google_Data_Protocol" title="Google Data Protocol">Data Protocol</a></li> <li><a href="/wiki/Google_Gadgets" title="Google Gadgets">Gadgets</a></li> <li><a href="/wiki/Gerrit_(software)" title="Gerrit (software)">Gerrit</a></li> <li><a href="/wiki/GYP_(software)" title="GYP (software)">GYP</a></li> <li><a href="/wiki/Google_Kythe" title="Google Kythe">Kythe</a></li> <li><a href="/wiki/Google_Lighthouse" title="Google Lighthouse">Lighthouse</a></li> <li><a href="/wiki/MIT_App_Inventor" title="MIT App Inventor">MIT App Inventor</a></li> <li><i><a href="/wiki/Google_Mashup_Editor" title="Google Mashup Editor">Mashup Editor</a></i></li> <li><a href="/wiki/Google_Native_Client" title="Google Native Client">Native Client</a></li> <li><i><a href="/wiki/Google_Optimize" title="Google Optimize">Optimize</a></i></li> <li><a href="/wiki/OpenRefine" title="OpenRefine">OpenRefine</a></li> <li><a href="/wiki/OR-Tools" title="OR-Tools">OR-Tools</a></li> <li><a href="/wiki/Google_PageSpeed_Tools" title="Google PageSpeed Tools">PageSpeed</a></li> <li><i><a href="/wiki/Google_Plugin_for_Eclipse" title="Google Plugin for Eclipse">Plugin for Eclipse</a></i></li> <li><a href="/wiki/Google_Programmable_Search_Engine" title="Google Programmable Search Engine">Programmable Search Engine</a></li> <li><a href="/wiki/Google_Public_DNS" title="Google Public DNS">Public DNS</a></li> <li><a href="/wiki/ReCAPTCHA" title="ReCAPTCHA">reCAPTCHA</a></li> <li><a href="/wiki/Schema.org" title="Schema.org">Schema.org</a></li> <li><a href="/wiki/Google_Search_Console" title="Google Search Console">Search Console</a></li> <li><a href="/wiki/Sitemaps" title="Sitemaps">Sitemaps</a></li> <li><i><a href="/wiki/Google_Swiffy" title="Google Swiffy">Swiffy</a></i></li> <li><a href="/wiki/Tesseract_(software)" title="Tesseract (software)">Tesseract (software)</a></li> <li><a href="/wiki/Trendalyzer" title="Trendalyzer">Trendalyzer</a></li> <li><a href="/wiki/VisBug" title="VisBug">VisBug</a></li> <li><a href="/wiki/Google_Wave_Federation_Protocol" title="Google Wave Federation Protocol">Wave Federation Protocol</a></li> <li><a href="/wiki/Google_Web_Toolkit" title="Google Web Toolkit">Web Toolkit</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Search algorithms</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Hummingbird" title="Google Hummingbird">Hummingbird</a></li> <li><a href="/wiki/PageRank" title="PageRank">PageRank</a> <ul><li><a href="/wiki/Google_matrix" title="Google matrix">Matrix</a></li></ul></li> <li><a href="/wiki/Google_Panda" title="Google Panda">Panda</a></li> <li><a href="/wiki/Google_Penguin" title="Google Penguin">Penguin</a></li> <li><a href="/wiki/Google_Pigeon" title="Google Pigeon">Pigeon</a></li> <li><a href="/wiki/RankBrain" title="RankBrain">RankBrain</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Others</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/BERT_(language_model)" title="BERT (language model)">BERT</a></li> <li><a href="/wiki/BigQuery" title="BigQuery">BigQuery</a></li> <li><a href="/wiki/Google_Chrome_Experiments" title="Google Chrome Experiments">Chrome Experiments</a></li> <li><i><a href="/wiki/Flutter_(American_company)" title="Flutter (American company)">Flutter</a></i></li> <li><a href="/wiki/Gemini_(language_model)" title="Gemini (language model)">Gemini</a></li> <li><a href="/wiki/Googlebot" title="Googlebot">Googlebot</a></li> <li><a href="/wiki/Keyhole_Markup_Language" title="Keyhole Markup Language">Keyhole Markup Language</a></li> <li><a href="/wiki/LaMDA" title="LaMDA">LaMDA</a></li> <li><a href="/wiki/Open_Location_Code" title="Open Location Code">Open Location Code</a></li> <li><a href="/wiki/PaLM" title="PaLM">PaLM</a></li> <li>Programming languages <ul><li><i><a href="/wiki/Caja_project" title="Caja project">Caja</a></i></li> <li><a href="/wiki/Carbon_(programming_language)" title="Carbon (programming language)">Carbon</a></li> <li><a href="/wiki/Dart_(programming_language)" title="Dart (programming language)">Dart</a></li> <li><a href="/wiki/Go_(programming_language)" title="Go (programming language)">Go</a></li> <li><i><a href="/wiki/Sawzall_(programming_language)" title="Sawzall (programming language)">Sawzall</a></i></li></ul></li> <li><a href="/wiki/Transformer_(deep_learning_architecture)" title="Transformer (deep learning architecture)">Transformer</a></li> <li><i><a href="/wiki/Viewdle" title="Viewdle">Viewdle</a></i></li> <li><a href="/wiki/Webdriver_Torso" title="Webdriver Torso">Webdriver Torso</a></li> <li><a href="/wiki/Google_Web_Server" title="Google Web Server">Web Server</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">File formats</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Android_App_Bundle" title="Android App Bundle">AAB</a></li> <li><a href="/wiki/Apk_(file_format)" title="Apk (file format)">APK</a> <ul><li><a href="/wiki/AV1" title="AV1">AV1</a></li></ul></li> <li><i><a href="/wiki/On2_Technologies" title="On2 Technologies">On2 Technologies</a></i> <ul><li><a href="/wiki/VP3" title="VP3">VP3</a></li> <li><a href="/wiki/VP6" title="VP6">VP6</a></li> <li><a href="/wiki/VP8" title="VP8">VP8</a> <ul><li><a href="/wiki/Libvpx" title="Libvpx">libvpx</a></li></ul></li></ul></li> <li><a href="/wiki/VP9" title="VP9">VP9</a></li> <li><a href="/wiki/WebM" title="WebM">WebM</a></li> <li><a href="/wiki/WebP" title="WebP">WebP</a></li> <li><a href="/wiki/Web_Open_Font_Format" title="Web Open Font Format">WOFF2</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr></tbody></table><div></div></td></tr></tbody></table><div></div></td></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks mw-collapsible mw-collapsed navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><div id="Products" style="font-size:114%;margin:0 4em"><a href="/wiki/List_of_Google_products" title="List of Google products">Products</a></div></th></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Entertainment</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Google_Currents_(news_app)" title="Google Currents (news app)">Currents (news app)</a></i></li> <li><a href="/wiki/Green_Throttle_Games" title="Green Throttle Games">Green Throttle Games</a></li> <li><a href="/wiki/Owlchemy_Labs" title="Owlchemy Labs">Owlchemy Labs</a></li> <li><i><a href="/wiki/Oyster_(company)" title="Oyster (company)">Oyster</a></i></li> <li><a href="/wiki/PaperofRecord.com" title="PaperofRecord.com">PaperofRecord.com</a></li> <li><i><a href="/wiki/Google_Podcasts" title="Google Podcasts">Podcasts</a></i></li> <li><a href="/wiki/Quick,_Draw!" title="Quick, Draw!">Quick, Draw!</a></li> <li><a href="/wiki/Google_Santa_Tracker" title="Google Santa Tracker">Santa Tracker</a></li> <li><i><a href="/wiki/Songza" title="Songza">Songza</a></i></li> <li><i><a href="/wiki/Google_Stadia" title="Google Stadia">Stadia</a></i> <ul><li><i><a href="/wiki/List_of_Stadia_games" title="List of Stadia games">games</a></i></li> <li><i><a href="/wiki/Typhoon_Studios" title="Typhoon Studios">Typhoon Studios</a></i></li></ul></li> <li><a href="/wiki/Google_TV_(service)" title="Google TV (service)">TV</a></li> <li><a href="/wiki/Vevo" title="Vevo">Vevo</a></li> <li><i><a href="/wiki/Google_Video" title="Google Video">Video</a></i></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Google_Play" title="Google Play">Play</a></th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Play_Books" title="Google Play Books">Books</a></li> <li><a href="/wiki/Google_Play_Games" title="Google Play Games">Games</a></li> <li><a href="/wiki/List_of_most-downloaded_Google_Play_applications" title="List of most-downloaded Google Play applications">most downloaded apps</a></li> <li><i><a href="/wiki/Google_Play_Music" title="Google Play Music">Music</a></i></li> <li><i><a href="/wiki/Google_Play_Newsstand" title="Google Play Newsstand">Newsstand</a></i></li> <li><a href="/wiki/Google_Play_Pass" title="Google Play Pass">Pass</a></li> <li><a href="/wiki/Google_Play_Services" title="Google Play Services">Services</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/YouTube" title="YouTube">YouTube</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/BandPage" title="BandPage">BandPage</a></i></li> <li><a href="/wiki/YouTube_BrandConnect" title="YouTube BrandConnect">BrandConnect</a></li> <li><a href="/wiki/Content_ID" title="Content ID">Content ID</a></li> <li><a href="/wiki/YouTube_Instant" title="YouTube Instant">Instant</a></li> <li><a href="/wiki/YouTube_Kids" title="YouTube Kids">Kids</a></li> <li><a href="/wiki/YouTube_Music" title="YouTube Music">Music</a></li> <li><a href="/wiki/YouTube_(YouTube_channel)" title="YouTube (YouTube channel)">Official channel</a></li> <li><a href="/wiki/YouTube_Premium" title="YouTube Premium">Premium</a> <ul><li><a href="/wiki/List_of_YouTube_Premium_original_programming" title="List of YouTube Premium original programming">original programming</a></li></ul></li> <li><i><a href="/wiki/YouTube_Rewind" title="YouTube Rewind">YouTube Rewind</a></i></li> <li><i><a href="/wiki/RightsFlow" title="RightsFlow">RightsFlow</a></i></li> <li><a href="/wiki/YouTube_Select" title="YouTube Select">Select</a></li> <li><a href="/wiki/YouTube_Shorts" title="YouTube Shorts">Shorts</a></li> <li><a href="/wiki/YouTube_Studio" title="YouTube Studio">Studio</a></li> <li><a href="/wiki/YouTube_TV" title="YouTube TV">TV</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Communication</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Google_Allo" title="Google Allo">Allo</a></i></li> <li><i><a href="/wiki/Bump_(application)" title="Bump (application)">Bump</a></i></li> <li><i><a href="/wiki/Google_Buzz" title="Google Buzz">Buzz</a></i></li> <li><a href="/wiki/Google_Chat" title="Google Chat">Chat</a></li> <li><a href="/wiki/Google_Contacts" title="Google Contacts">Contacts</a></li> <li><i><a href="/wiki/Google_Currents_(social_app)" title="Google Currents (social app)">Currents (social app)</a></i></li> <li><i><a href="/wiki/Dodgeball_(service)" title="Dodgeball (service)">Dodgeball</a></i></li> <li><i><a href="/wiki/Google_Duo" title="Google Duo">Duo</a></i></li> <li><a href="/wiki/Google_Fi_Wireless" title="Google Fi Wireless">Fi Wireless</a></li> <li><i><a href="/wiki/Google_Friend_Connect" title="Google Friend Connect">Friend Connect</a></i></li> <li><i><a href="/wiki/Gizmo5" title="Gizmo5">Gizmo5</a></i></li> <li><i><a href="/wiki/Google%2B" title="Google+">Google+</a></i></li> <li><a href="/wiki/Gmail" title="Gmail">Gmail</a> <ul><li><a href="/wiki/History_of_Gmail" title="History of Gmail">History</a></li> <li><i><a href="/wiki/Inbox_by_Gmail" title="Inbox by Gmail">Inbox</a></i></li> <li><a href="/wiki/Gmail_interface" title="Gmail interface">Interface</a></li></ul></li> <li><a href="/wiki/Google_Groups" title="Google Groups">Groups</a></li> <li><i><a href="/wiki/Google_Hangouts" title="Google Hangouts">Hangouts</a></i></li> <li><i><a href="/wiki/Google_Helpouts" title="Google Helpouts">Helpouts</a></i></li> <li><a href="/wiki/Google_IME" title="Google IME">IME</a> <ul><li><a href="/wiki/Google_Japanese_Input" title="Google Japanese Input">Japanese</a></li> <li><i><a href="/wiki/Google_Pinyin" title="Google Pinyin">Pinyin</a></i></li></ul></li> <li><i><a href="/wiki/Jaiku" title="Jaiku">Jaiku</a></i></li> <li><i><a href="/wiki/Marratech" title="Marratech">Marratech</a></i></li> <li><i><a href="/wiki/Meebo" title="Meebo">Meebo</a></i></li> <li><a href="/wiki/Google_Meet" title="Google Meet">Meet</a></li> <li><a href="/wiki/Google_Messages" title="Google Messages">Messages</a></li> <li><i><a href="/wiki/Google_Moderator" title="Google Moderator">Moderator</a></i></li> <li><i><a href="/wiki/Neotonic_Software" title="Neotonic Software">Neotonic Software</a></i></li> <li><i><a href="/wiki/Orkut" title="Orkut">Orkut</a></i></li> <li><i><a href="/wiki/Postini" title="Postini">Postini</a></i></li> <li><i><a href="/wiki/Quest_Visual" title="Quest Visual">Quest Visual</a></i> <ul><li><i><a href="/wiki/Word_Lens" title="Word Lens">Word Lens</a></i></li></ul></li> <li><i><a href="/wiki/Google_Schemer" title="Google Schemer">Schemer</a></i></li> <li><i><a href="/wiki/Google_Spaces" title="Google Spaces">Spaces</a></i></li> <li><i><a href="/wiki/Sparrow_(email_client)" title="Sparrow (email client)">Sparrow</a></i></li> <li><i><a href="/wiki/Google_Talk" title="Google Talk">Talk</a></i></li> <li><a href="/wiki/Google_Translate" title="Google Translate">Translate</a> <ul><li><i><a href="/wiki/Google_Translator_Toolkit" title="Google Translator Toolkit">Translator Toolkit</a></i></li></ul></li> <li><a href="/wiki/Google_Voice" title="Google Voice">Voice</a></li> <li><i><a href="/wiki/GOOG-411" title="GOOG-411">Voice Local Search</a></i></li> <li><i><a href="/wiki/Google_Wave" title="Google Wave">Wave</a></i></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Google_Search" title="Google Search">Search</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Aardvark_(search_engine)" title="Aardvark (search engine)">Aardvark</a></i></li> <li><a href="/wiki/Google_Alerts" title="Google Alerts">Alerts</a></li> <li><i><a href="/wiki/Google_Answers" title="Google Answers">Answers</a></i></li> <li><i><a href="/wiki/Google_Base" title="Google Base">Base</a></i></li> <li><i><a href="/wiki/BeatThatQuote.com" title="BeatThatQuote.com">BeatThatQuote.com</a></i></li> <li><i><a href="/wiki/Google_Blog_Search" title="Google Blog Search">Blog Search</a></i></li> <li><a href="/wiki/Google_Books" title="Google Books">Books</a> <ul><li><a href="/wiki/Google_Books_Ngram_Viewer" title="Google Books Ngram Viewer">Ngram Viewer</a></li></ul></li> <li><i><a href="/wiki/Google_Code_Search" title="Google Code Search">Code Search</a></i></li> <li><a href="/wiki/Data_Commons" title="Data Commons">Data Commons</a></li> <li><a href="/wiki/Google_Dataset_Search" title="Google Dataset Search">Dataset Search</a></li> <li><a href="/wiki/Google_Dictionary" title="Google Dictionary">Dictionary</a></li> <li><i><a href="/wiki/Google_Directory" title="Google Directory">Directory</a></i></li> <li><i><a href="/wiki/Google_Fast_Flip" title="Google Fast Flip">Fast Flip</a></i></li> <li><i><a href="/wiki/Google_Flu_Trends" title="Google Flu Trends">Flu Trends</a></i></li> <li><a href="/wiki/Google_Finance" title="Google Finance">Finance</a></li> <li><i><a href="/wiki/Google_Goggles" title="Google Goggles">Goggles</a></i></li> <li><a href="/wiki/Google.by" title="Google.by">Google.by</a></li> <li><a href="/wiki/Google_Images" title="Google Images">Images</a> <ul><li><i><a href="/wiki/Google_Image_Labeler" title="Google Image Labeler">Image Labeler</a></i></li> <li><i><a href="/wiki/Google_Image_Swirl" title="Google Image Swirl">Image Swirl</a></i></li></ul></li> <li><i><a href="/wiki/Kaltix" title="Kaltix">Kaltix</a></i></li> <li><a href="/wiki/Google_Knowledge_Graph" title="Google Knowledge Graph">Knowledge Graph</a> <ul><li><i><a href="/wiki/Freebase_(database)" title="Freebase (database)">Freebase</a></i></li> <li><i><a href="/wiki/Metaweb" title="Metaweb">Metaweb</a></i></li></ul></li> <li><i><a href="/wiki/Like.com" title="Like.com">Like.com</a></i></li> <li><a href="/wiki/Google_News" title="Google News">News</a> <ul><li><a href="/wiki/Google_News_Archive" title="Google News Archive">Archive</a></li> <li><i><a href="/wiki/Google_News_%26_Weather" title="Google News &amp; Weather">Weather</a></i></li></ul></li> <li><a href="/wiki/Google_Patents" title="Google Patents">Patents</a></li> <li><a href="/wiki/People_Cards" title="People Cards">People Cards</a></li> <li><i><a href="/wiki/Google_Personalized_Search" title="Google Personalized Search">Personalized Search</a></i></li> <li><a href="/wiki/Google_Public_Data_Explorer" title="Google Public Data Explorer">Public Data Explorer</a></li> <li><i><a href="/wiki/Google_Questions_and_Answers" class="mw-redirect" title="Google Questions and Answers">Questions and Answers</a></i></li> <li><a href="/wiki/SafeSearch" title="SafeSearch">SafeSearch</a></li> <li><a href="/wiki/Google_Scholar" title="Google Scholar">Scholar</a></li> <li><i><a href="/wiki/Google_SearchWiki" title="Google SearchWiki">Searchwiki</a></i></li> <li><a href="/wiki/Google_Shopping" title="Google Shopping">Shopping</a></li> <li><i><a href="/wiki/Google_Catalogs" title="Google Catalogs">Catalogs</a></i> <ul><li><i><a href="/wiki/Google_Express" title="Google Express">Express</a></i></li></ul></li> <li><i><a href="/wiki/Google_Squared" title="Google Squared">Squared</a></i></li> <li><a href="/wiki/Tenor_(website)" title="Tenor (website)">Tenor</a></li> <li><a href="/wiki/Google_Travel" title="Google Travel">Travel</a> <ul><li><a href="/wiki/Google_Flights" title="Google Flights">Flights</a></li></ul></li> <li><a href="/wiki/Google_Trends" title="Google Trends">Trends</a> <ul><li><i><a href="/wiki/Google_Insights_for_Search" title="Google Insights for Search">Insights for Search</a></i></li></ul></li> <li><a href="/wiki/Google_Voice_Search" title="Google Voice Search">Voice Search</a></li> <li><i><a href="/wiki/WDYL_(search_engine)" title="WDYL (search engine)">WDYL</a></i></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Navigation</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Earth" title="Google Earth">Earth</a></li> <li><a href="/wiki/Endoxon" title="Endoxon">Endoxon</a></li> <li><i><a href="/wiki/ImageAmerica" title="ImageAmerica">ImageAmerica</a></i></li> <li><a href="/wiki/Google_Maps" title="Google Maps">Maps</a> <ul><li><i><a href="/wiki/Google_Latitude" title="Google Latitude">Latitude</a></i></li> <li><i><a href="/wiki/Google_Map_Maker" title="Google Map Maker">Map Maker</a></i></li> <li><i><a href="/wiki/Google_Maps_Navigation" title="Google Maps Navigation">Navigation</a></i></li> <li><a href="/wiki/Google_Maps_pin" title="Google Maps pin">Pin</a></li> <li><a href="/wiki/Google_Street_View" title="Google Street View">Street View</a> <ul><li><a href="/wiki/Google_Street_View_coverage" title="Google Street View coverage">Coverage</a></li> <li><a href="/wiki/Street_View_Trusted" title="Street View Trusted">Trusted</a></li></ul></li></ul></li> <li><a href="/wiki/Waze" title="Waze">Waze</a></li> <li><a href="/wiki/Where_Is_My_Train" title="Where Is My Train">Where Is My Train</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Business<br />and finance</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Ad_Manager" title="Google Ad Manager">Ad Manager</a></li> <li><a href="/wiki/AdMob" title="AdMob">AdMob</a></li> <li><a href="/wiki/Google_Ads" title="Google Ads">Ads</a></li> <li><a href="/wiki/Adscape" title="Adscape">Adscape</a></li> <li><a href="/wiki/Google_AdSense" title="Google AdSense">AdSense</a></li> <li><a href="/wiki/Google_Attribution" title="Google Attribution">Attribution</a></li> <li><i><a href="/wiki/BebaPay" title="BebaPay">BebaPay</a></i></li> <li><i><a href="/wiki/Google_Checkout" title="Google Checkout">Checkout</a></i></li> <li><i><a href="/wiki/Google_Contributor" title="Google Contributor">Contributor</a></i></li> <li><i><a href="/wiki/DoubleClick" title="DoubleClick">DoubleClick</a></i> <ul><li><i><a href="/wiki/Google_Affiliate_Network" title="Google Affiliate Network">Affiliate Network</a></i></li> <li><a href="/wiki/Invite_Media" title="Invite Media">Invite Media</a></li></ul></li> <li><a href="/wiki/Google_Analytics" title="Google Analytics">Marketing Platform</a> <ul><li><a href="/wiki/Google_Analytics" title="Google Analytics">Analytics</a></li> <li><a href="/wiki/Looker_Studio" title="Looker Studio">Looker Studio</a></li> <li><i><a href="/wiki/Urchin_(software)" title="Urchin (software)">Urchin</a></i></li></ul></li> <li><i><a href="/wiki/Google_Pay_(mobile_app)" title="Google Pay (mobile app)">Pay (mobile app)</a></i> <ul><li><a href="/wiki/Google_Wallet" title="Google Wallet">Wallet</a></li> <li><a href="/wiki/Google_Pay_(payment_method)" title="Google Pay (payment method)">Pay (payment method)</a></li> <li><i><a href="/wiki/Google_Pay_Send" title="Google Pay Send">Send</a></i></li> <li><i><a href="/wiki/Tez_(software)" title="Tez (software)">Tez</a></i></li></ul></li> <li><i><a href="/wiki/PostRank" title="PostRank">PostRank</a></i></li> <li><a href="/wiki/Google_Primer" title="Google Primer">Primer</a></li> <li><i><a href="/wiki/Softcard" title="Softcard">Softcard</a></i></li> <li><i><a href="/wiki/Wildfire_Interactive" title="Wildfire Interactive">Wildfire Interactive</a></i></li> <li><a href="/wiki/Widevine" title="Widevine">Widevine</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Organization<br />and productivity</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><td colspan="2" class="navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Google_Bookmarks" title="Google Bookmarks">Bookmarks</a></i></li> <li><i><a href="/wiki/Google_Browser_Sync" title="Google Browser Sync">Browser Sync</a></i></li> <li><a href="/wiki/Google_Calendar" title="Google Calendar">Calendar</a></li> <li><a href="/wiki/Google_Cloud_Search" title="Google Cloud Search">Cloud Search</a></li> <li><i><a href="/wiki/Google_Desktop" title="Google Desktop">Desktop</a></i></li> <li><a href="/wiki/Google_Drive" title="Google Drive">Drive</a></li> <li><a href="/wiki/Etherpad" title="Etherpad">Etherpad</a></li> <li><i><a href="/wiki/Fflick" title="Fflick">fflick</a></i></li> <li><a href="/wiki/Files_(Google)" title="Files (Google)">Files</a></li> <li><i><a href="/wiki/IGoogle" title="IGoogle">iGoogle</a></i></li> <li><i><a href="/wiki/Jamboard" title="Jamboard">Jamboard</a></i></li> <li><i><a href="/wiki/Google_Notebook" title="Google Notebook">Notebook</a></i></li> <li><a href="/wiki/NotebookLM" title="NotebookLM">NotebookLM</a></li> <li><a href="/wiki/Google_One" title="Google One">One</a></li> <li><a href="/wiki/Google_Photos" title="Google Photos">Photos</a></li> <li><i><a href="/wiki/Quickoffice" title="Quickoffice">Quickoffice</a></i></li> <li><i><a href="/wiki/Google_Quick_Search_Box" title="Google Quick Search Box">Quick Search Box</a></i></li> <li><a href="/wiki/Google_Surveys" title="Google Surveys">Surveys</a></li> <li><i><a href="/wiki/Google_Sync" title="Google Sync">Sync</a></i></li> <li><a href="/wiki/Google_Tasks" title="Google Tasks">Tasks</a></li> <li><i><a href="/wiki/Google_Toolbar" title="Google Toolbar">Toolbar</a></i></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Google_Docs_Editors" title="Google Docs Editors">Docs Editors</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Docs" title="Google Docs">Docs</a></li> <li><a href="/wiki/Google_Drawings" title="Google Drawings">Drawings</a></li> <li><a href="/wiki/Google_Forms" title="Google Forms">Forms</a></li> <li><i><a href="/wiki/Google_Fusion_Tables" title="Google Fusion Tables">Fusion Tables</a></i></li> <li><a href="/wiki/Google_Keep" title="Google Keep">Keep</a></li> <li><a href="/wiki/Google_Sheets" title="Google Sheets">Sheets</a></li> <li><a href="/wiki/Google_Slides" title="Google Slides">Slides</a></li> <li><a href="/wiki/Google_Sites" title="Google Sites">Sites</a></li> <li><a href="/wiki/Google_Vids" title="Google Vids">Vids</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Publishing</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Apture" title="Apture">Apture</a></i></li> <li><a href="/wiki/Blogger_(service)" title="Blogger (service)">Blogger</a> <ul><li><a href="/wiki/Pyra_Labs" title="Pyra Labs">Pyra Labs</a></li></ul></li> <li><i><a href="/wiki/Google_Domains" title="Google Domains">Domains</a></i></li> <li><a href="/wiki/FeedBurner" title="FeedBurner">FeedBurner</a></li> <li><i><a href="/wiki/Google_One_Pass" title="Google One Pass">One Pass</a></i></li> <li><i><a href="/wiki/Google_Page_Creator" title="Google Page Creator">Page Creator</a></i></li> <li><a href="/wiki/Google_Sites" title="Google Sites">Sites</a></li> <li><a href="/wiki/Google_Web_Designer" title="Google Web Designer">Web Designer</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Education</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Classroom" title="Google Classroom">Classroom</a></li> <li><i><a href="/wiki/Grasshopper_(mobile_app)" title="Grasshopper (mobile app)">Grasshopper</a></i></li> <li><a href="/wiki/Socratic_(Google)" title="Socratic (Google)">Socratic</a></li> <li><a href="/wiki/Photomath" title="Photomath">Photomath</a></li> <li><a href="/wiki/Read_Along" title="Read Along">Read Along</a></li> <li><a href="/wiki/Toontastic_3D" title="Toontastic 3D">Toontastic 3D</a></li> <li><a href="/wiki/Google_Workspace" title="Google Workspace">Workspace</a> <ul><li><a href="/wiki/Google_Workspace_Marketplace" title="Google Workspace Marketplace">Marketplace</a></li></ul></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Others</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><td colspan="2" class="navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Google_Account" title="Google Account">Account</a> <ul><li><a href="/wiki/Google_Dashboard" title="Google Dashboard">Dashboard</a></li> <li><a href="/wiki/Google_Takeout" title="Google Takeout">Takeout</a></li></ul></li> <li><a href="/wiki/Android_Auto" title="Android Auto">Android Auto</a></li> <li><i><a href="/wiki/Android_Beam" title="Android Beam">Android Beam</a></i></li> <li><a href="/wiki/Google_Arts_%26_Culture" title="Google Arts &amp; Culture">Arts &amp; Culture</a></li> <li><a href="/wiki/Google_Assistant" title="Google Assistant">Assistant</a></li> <li><a href="/wiki/Google_Authenticator" title="Google Authenticator">Authenticator</a></li> <li><i><a href="/wiki/ZygoteBody" title="ZygoteBody">Body</a></i></li> <li><i><a href="/wiki/BufferBox" title="BufferBox">BufferBox</a></i></li> <li><i><a href="/wiki/Google_Building_Maker" title="Google Building Maker">Building Maker</a></i></li> <li><i><a href="/wiki/BumpTop" title="BumpTop">BumpTop</a></i></li> <li><a href="/wiki/Google_Cast" title="Google Cast">Cast</a></li> <li><i><a href="/wiki/Google_Cloud_Print" title="Google Cloud Print">Cloud Print</a></i></li> <li><a href="/wiki/Crowdsource_(app)" title="Crowdsource (app)">Crowdsource</a></li> <li><a href="/wiki/Digital_Wellbeing" title="Digital Wellbeing">Digital Wellbeing</a></li> <li><i><a href="/wiki/Google_Expeditions" title="Google Expeditions">Expeditions</a></i></li> <li><a href="/wiki/Google_Family_Link" title="Google Family Link">Family Link</a></li> <li><a href="/wiki/Find_My_Device" title="Find My Device">Find My Device</a></li> <li><a href="/wiki/Google_Fit" title="Google Fit">Fit</a></li> <li><a href="/wiki/Google_Fonts" title="Google Fonts">Google Fonts</a></li> <li><a href="/wiki/Gboard" title="Gboard">Gboard</a></li> <li><a href="/wiki/Gemini_(chatbot)" title="Gemini (chatbot)">Gemini</a></li> <li><i><a href="/wiki/Google_Gesture_Search" title="Google Gesture Search">Gesture Search</a></i></li> <li><i><a href="/wiki/Impermium" title="Impermium">Impermium</a></i></li> <li><i><a href="/wiki/Knol" title="Knol">Knol</a></i></li> <li><i><a href="/wiki/Google_Lively" title="Google Lively">Lively</a></i></li> <li><a href="/wiki/Live_Transcribe" title="Live Transcribe">Live Transcribe</a></li> <li><i><a href="/wiki/MyTracks" title="MyTracks">MyTracks</a></i></li> <li><i><a href="/wiki/Nearby_Share" title="Nearby Share">Nearby Share</a></i></li> <li><a href="/wiki/Google_Now" title="Google Now">Now</a></li> <li><i><a href="/wiki/Google_Offers" title="Google Offers">Offers</a></i></li> <li><a href="/wiki/Google_Opinion_Rewards" title="Google Opinion Rewards">Opinion Rewards</a></li> <li><a href="/wiki/Google_Person_Finder" title="Google Person Finder">Person Finder</a></li> <li><i><a href="/wiki/Poly_(website)" title="Poly (website)">Poly</a></i></li> <li><a href="/wiki/Google_Question_Hub" title="Google Question Hub">Question Hub</a></li> <li><a href="/wiki/Quick_Share" title="Quick Share">Quick Share</a></li> <li><i><a href="/wiki/Google_Reader" title="Google Reader">Reader</a></i></li> <li><a href="/wiki/Google_Safe_Browsing" title="Google Safe Browsing">Safe Browsing</a></li> <li><i><a href="/wiki/Google_Sidewiki" title="Google Sidewiki">Sidewiki</a></i></li> <li><i><a href="/wiki/SlickLogin" title="SlickLogin">SlickLogin</a></i></li> <li><a href="/wiki/Sound_Amplifier" title="Sound Amplifier">Sound Amplifier</a></li> <li><a href="/wiki/Speech_Recognition_%26_Synthesis" title="Speech Recognition &amp; Synthesis">Speech Recognition &amp; Synthesis</a></li> <li><i><a href="/wiki/Google_Station" title="Google Station">Station</a></i></li> <li><a href="/wiki/Google_Store" title="Google Store">Store</a></li> <li><a href="/wiki/TalkBack" title="TalkBack">TalkBack</a></li> <li><i><a href="/wiki/Tilt_Brush" title="Tilt Brush">Tilt Brush</a></i></li> <li><i><a href="/wiki/Google_URL_Shortener" title="Google URL Shortener">URL Shortener</a></i></li> <li><a href="/wiki/Voice_Access" title="Voice Access">Voice Access</a></li> <li><i><a href="/wiki/Wavii" title="Wavii">Wavii</a></i></li> <li><a href="/wiki/Google_Web_Light" title="Google Web Light">Web Light</a></li> <li><i><a href="/wiki/Google_WiFi" title="Google WiFi">WiFi</a></i></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Google_Chrome" title="Google Chrome">Chrome</a></th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Google_Chrome_App" title="Google Chrome App">Apps</a></i></li> <li><a href="/wiki/Chromium_(web_browser)" title="Chromium (web browser)">Chromium</a></li> <li><a href="/wiki/Dinosaur_Game" title="Dinosaur Game">Dinosaur Game</a></li> <li><i><a href="/wiki/GreenBorder" title="GreenBorder">GreenBorder</a></i></li> <li><a href="/wiki/Chrome_Remote_Desktop" title="Chrome Remote Desktop">Remote Desktop</a></li> <li><a href="/wiki/Chrome_Web_Store" title="Chrome Web Store">Web Store</a></li> <li><a href="/wiki/V8_(JavaScript_engine)" title="V8 (JavaScript engine)">V8</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Images and<br />photography</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Pixel_Camera" title="Pixel Camera">Camera</a></li> <li><a href="/wiki/Google_Lens" title="Google Lens">Lens</a></li> <li><a href="/wiki/Snapseed" title="Snapseed">Snapseed</a> <ul><li><i><a href="/wiki/Nik_Software" title="Nik Software">Nik Software</a></i></li></ul></li> <li><i><a href="/wiki/Panoramio" title="Panoramio">Panoramio</a></i></li> <li><a href="/wiki/Google_Photos" title="Google Photos">Photos</a></li> <li><i><a href="/wiki/Picasa" title="Picasa">Picasa</a></i> <ul><li><i><a href="/wiki/Picasa_Web_Albums" title="Picasa Web Albums">Web Albums</a></i></li></ul></li> <li><i><a href="/wiki/Picnik" title="Picnik">Picnik</a></i></li></ul> </div></td></tr></tbody></table><div></div></td></tr></tbody></table><div></div></td></tr></tbody></table><div></div></td></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks mw-collapsible mw-collapsed navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><div id="Hardware" style="font-size:114%;margin:0 4em">Hardware</div></th></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Smartphones</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Android_Dev_Phone" title="Android Dev Phone">Android Dev Phone</a></i></li> <li><a href="/wiki/Android_One" title="Android One">Android One</a></li> <li><i><a href="/wiki/Google_Nexus" title="Google Nexus">Nexus</a></i> <ul><li><a href="/wiki/Nexus_One" title="Nexus One">Nexus One</a></li> <li><a href="/wiki/Nexus_S" title="Nexus S">S</a></li> <li><a href="/wiki/Galaxy_Nexus" title="Galaxy Nexus">Galaxy Nexus</a></li> <li><a href="/wiki/Nexus_4" title="Nexus 4">4</a></li> <li><a href="/wiki/Nexus_5" title="Nexus 5">5</a></li> <li><a href="/wiki/Nexus_6" title="Nexus 6">6</a></li> <li><a href="/wiki/Nexus_5X" title="Nexus 5X">5X</a></li> <li><a href="/wiki/Nexus_6P" title="Nexus 6P">6P</a></li> <li><a href="/wiki/Comparison_of_Google_Nexus_smartphones" title="Comparison of Google Nexus smartphones">Comparison</a></li></ul></li> <li><a href="/wiki/Google_Pixel" title="Google Pixel">Pixel</a> <ul><li><a href="/wiki/Pixel_(1st_generation)" title="Pixel (1st generation)">Pixel</a></li> <li><a href="/wiki/Pixel_2" title="Pixel 2">2</a></li> <li><a href="/wiki/Pixel_3" title="Pixel 3">3</a></li> <li><a href="/wiki/Pixel_3a" title="Pixel 3a">3a</a></li> <li><a href="/wiki/Pixel_4" title="Pixel 4">4</a></li> <li><a href="/wiki/Pixel_4a" title="Pixel 4a">4a</a></li> <li><a href="/wiki/Pixel_5" title="Pixel 5">5</a></li> <li><a href="/wiki/Pixel_5a" title="Pixel 5a">5a</a></li> <li><a href="/wiki/Pixel_6" title="Pixel 6">6</a></li> <li><a href="/wiki/Pixel_6a" title="Pixel 6a">6a</a></li> <li><a href="/wiki/Pixel_7" title="Pixel 7">7</a></li> <li><a href="/wiki/Pixel_7a" title="Pixel 7a">7a</a></li> <li><a href="/wiki/Pixel_Fold" title="Pixel Fold">Fold</a></li> <li><a href="/wiki/Pixel_8" title="Pixel 8">8</a></li> <li><a href="/wiki/Pixel_8a" title="Pixel 8a">8a</a></li> <li><a href="/wiki/Pixel_9" title="Pixel 9">Pixel 9</a></li> <li><a href="/wiki/Pixel_9_Pro_Fold" title="Pixel 9 Pro Fold">Pixel 9 Pro Fold</a></li> <li><a href="/wiki/Comparison_of_Google_Pixel_smartphones" title="Comparison of Google Pixel smartphones">Comparison</a></li></ul></li> <li><i><a href="/wiki/List_of_Google_Play_edition_devices" title="List of Google Play edition devices">Play Edition</a></i></li> <li><i><a href="/wiki/Project_Ara" title="Project Ara">Project Ara</a></i></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Laptops and tablets</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Chromebook" title="Chromebook">Chromebook</a></li> <li><i><a href="/wiki/Google_Nexus" title="Google Nexus">Nexus</a></i> <ul><li><a href="/wiki/Nexus_7_(2012)" title="Nexus 7 (2012)">7 (2012)</a></li> <li><a href="/wiki/Nexus_7_(2013)" title="Nexus 7 (2013)">7 (2013)</a></li> <li><a href="/wiki/Nexus_10" title="Nexus 10">10</a></li> <li><a href="/wiki/Nexus_9" title="Nexus 9">9</a></li> <li><a href="/wiki/Comparison_of_Google_Nexus_tablets" title="Comparison of Google Nexus tablets">Comparison</a></li></ul></li> <li><a href="/wiki/Google_Pixel" title="Google Pixel">Pixel</a> <ul><li><a href="/wiki/Chromebook_Pixel" title="Chromebook Pixel">Chromebook Pixel</a></li> <li><a href="/wiki/Pixelbook" title="Pixelbook">Pixelbook</a></li> <li><a href="/wiki/Pixelbook_Go" title="Pixelbook Go">Pixelbook Go</a></li> <li><a href="/wiki/Pixel_C" title="Pixel C">C</a></li> <li><a href="/wiki/Pixel_Slate" title="Pixel Slate">Slate</a></li> <li><a href="/wiki/Pixel_Tablet" title="Pixel Tablet">Tablet</a></li></ul></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Wearables</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Fitbit" title="Fitbit">Fitbit</a> <ul><li><a href="/wiki/List_of_Fitbit_products" title="List of Fitbit products">List of products</a></li></ul></li> <li><a href="/wiki/Pixel_Buds" title="Pixel Buds">Pixel Buds</a></li> <li><a href="/wiki/Pixel_Watch" title="Pixel Watch">Pixel Watch</a></li> <li><a href="/wiki/Pixel_Watch_2" title="Pixel Watch 2">Pixel Watch 2</a></li> <li><a href="/wiki/Pixel_Watch_3" title="Pixel Watch 3">Pixel Watch 3</a></li> <li><a href="/wiki/Project_Iris" title="Project Iris">Project Iris</a> (unreleased)</li> <li>Virtual reality <ul><li><i><a href="/wiki/Google_Cardboard" title="Google Cardboard">Cardboard</a></i></li> <li><i><a href="/wiki/Google_Contact_Lens" title="Google Contact Lens">Contact Lens</a></i></li> <li><i><a href="/wiki/Google_Daydream" title="Google Daydream">Daydream</a></i></li> <li><a href="/wiki/Google_Glass" title="Google Glass">Glass</a></li></ul></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Others</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Chromebit" title="Chromebit">Chromebit</a></li> <li><a href="/wiki/Chromebox" title="Chromebox">Chromebox</a></li> <li><i><a href="/wiki/Google_Clips" title="Google Clips">Clips</a></i></li> <li>Digital media players <ul><li><i><a href="/wiki/Chromecast" title="Chromecast">Chromecast</a></i></li> <li><i><a href="/wiki/Nexus_Player" title="Nexus Player">Nexus Player</a></i></li> <li><i><a href="/wiki/Nexus_Q" title="Nexus Q">Nexus Q</a></i></li></ul></li> <li><i><a href="/wiki/Dropcam" title="Dropcam">Dropcam</a></i></li> <li><a href="/wiki/Liquid_Galaxy" title="Liquid Galaxy">Liquid Galaxy</a></li> <li><a href="/wiki/Google_Nest" title="Google Nest">Nest</a> <ul><li><a href="/wiki/Google_Nest_(smart_speakers)" title="Google Nest (smart speakers)">Smart Speakers</a></li> <li><a href="/wiki/Nest_Thermostat" title="Nest Thermostat">Thermostat</a></li> <li><a href="/wiki/Nest_Wifi" title="Nest Wifi">Wifi</a></li></ul></li> <li><i><a href="/wiki/Google_OnHub" title="Google OnHub">OnHub</a></i></li> <li><i><a href="/wiki/Pixel_Visual_Core" title="Pixel Visual Core">Pixel Visual Core</a></i></li> <li><i><a href="/wiki/Google_Search_Appliance" title="Google Search Appliance">Search Appliance</a></i></li> <li><a href="/wiki/Sycamore_processor" title="Sycamore processor">Sycamore processor</a></li> <li><a href="/wiki/Google_Tensor" title="Google Tensor">Tensor</a></li> <li><a class="mw-selflink selflink">Tensor Processing Unit</a></li> <li><a href="/wiki/Titan_Security_Key" title="Titan Security Key">Titan Security Key</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr></tbody></table><div></div></td></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks hlist mw-collapsible autocollapse navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><div class="navbar plainlinks hlist navbar-mini"><ul><li class="nv-view"><a href="/wiki/Template:Google_litigation" title="Template:Google litigation"><abbr title="View this template">v</abbr></a></li><li class="nv-talk"><a href="/wiki/Template_talk:Google_litigation" title="Template talk:Google litigation"><abbr title="Discuss this template">t</abbr></a></li><li class="nv-edit"><a href="/wiki/Special:EditPage/Template:Google_litigation" title="Special:EditPage/Template:Google litigation"><abbr title="Edit this template">e</abbr></a></li></ul></div><div id="Litigation" style="font-size:114%;margin:0 4em"><a href="/wiki/Google_litigation" title="Google litigation">Litigation</a></div></th></tr><tr><th scope="row" class="navbox-group" style="width:1%">Advertising</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Feldman_v._Google,_Inc." title="Feldman v. Google, Inc.">Feldman v. Google, Inc.</a></i> (2007)</li> <li><i><a href="/wiki/Rescuecom_Corp._v._Google_Inc." title="Rescuecom Corp. v. Google Inc.">Rescuecom Corp. v. Google Inc.</a></i> (2009)</li> <li><i><a href="/wiki/Goddard_v._Google,_Inc." title="Goddard v. Google, Inc.">Goddard v. Google, Inc.</a></i> (2009)</li> <li><i><a href="/wiki/Rosetta_Stone_Ltd._v._Google,_Inc." title="Rosetta Stone Ltd. v. Google, Inc.">Rosetta Stone Ltd. v. Google, Inc.</a></i> (2012)</li> <li><i><a href="/wiki/Google,_Inc._v._American_Blind_%26_Wallpaper_Factory,_Inc." title="Google, Inc. v. American Blind &amp; Wallpaper Factory, Inc.">Google, Inc. v. American Blind &amp; Wallpaper Factory, Inc.</a></i> (2017)</li> <li><a href="/wiki/Jedi_Blue" title="Jedi Blue">Jedi Blue</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Antitrust</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><a href="/wiki/Antitrust_cases_against_Google_by_the_European_Union" title="Antitrust cases against Google by the European Union">European Union</a> (2010–present)</li> <li><i><a href="/wiki/High-Tech_Employee_Antitrust_Litigation" title="High-Tech Employee Antitrust Litigation">United States v. Adobe Systems, Inc., Apple Inc., Google Inc., Intel Corporation, Intuit, Inc., and Pixar</a></i> (2011)</li> <li><i><a href="/wiki/Umar_Javeed,_Sukarma_Thapar,_Aaqib_Javeed_vs._Google_LLC_and_Ors." title="Umar Javeed, Sukarma Thapar, Aaqib Javeed vs. Google LLC and Ors.">Umar Javeed, Sukarma Thapar, Aaqib Javeed vs. Google LLC and Ors.</a></i> (2019)</li> <li><i><a href="/wiki/United_States_v._Google_LLC_(2020)" title="United States v. Google LLC (2020)">United States v. Google LLC</a></i> (2020)</li> <li><i><a href="/wiki/United_States_v._Google_LLC_(2023)" title="United States v. Google LLC (2023)">United States v. Google LLC</a></i> (2023)</li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Intellectual property</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Perfect_10,_Inc._v._Amazon.com,_Inc." title="Perfect 10, Inc. v. Amazon.com, Inc.">Perfect 10, Inc. v. Amazon.com, Inc.</a> and A9.com Inc. and Google Inc.</i> (2007)</li> <li><i><a href="/wiki/Viacom_International_Inc._v._YouTube,_Inc." title="Viacom International Inc. v. YouTube, Inc.">Viacom International Inc. v. YouTube, Inc.</a></i> (2010)</li> <li><i><a href="/wiki/Lenz_v._Universal_Music_Corp." title="Lenz v. Universal Music Corp.">Lenz v. Universal Music Corp.</a></i>(2015)</li> <li><i><a href="/wiki/Authors_Guild,_Inc._v._Google,_Inc." title="Authors Guild, Inc. v. Google, Inc.">Authors Guild, Inc. v. Google, Inc.</a></i> (2015)</li> <li><i><a href="/wiki/Field_v._Google,_Inc." title="Field v. Google, Inc.">Field v. Google, Inc.</a></i> (2016)</li> <li><i><a href="/wiki/Google_LLC_v._Oracle_America,_Inc." title="Google LLC v. Oracle America, Inc.">Google LLC v. Oracle America, Inc.</a></i> (2021)</li> <li><a href="/wiki/Smartphone_patent_wars" title="Smartphone patent wars">Smartphone patent wars</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Privacy</th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Rocky_Mountain_Bank_v._Google,_Inc." title="Rocky Mountain Bank v. Google, Inc.">Rocky Mountain Bank v. Google, Inc.</a></i> (2009)</li> <li><i><a href="/wiki/Hibnick_v._Google,_Inc." title="Hibnick v. Google, Inc.">Hibnick v. Google, Inc.</a></i> (2010)</li> <li><i><a href="/wiki/United_States_v._Google_Inc." title="United States v. Google Inc.">United States v. Google Inc.</a></i> (2012)</li> <li><a href="/wiki/Judgement_of_the_German_Federal_Court_of_Justice_on_Google%27s_autocomplete_function" title="Judgement of the German Federal Court of Justice on Google&#39;s autocomplete function">Judgement of the German Federal Court of Justice on Google's autocomplete function</a> (2013)</li> <li><i><a href="/wiki/Joffe_v._Google,_Inc." title="Joffe v. Google, Inc.">Joffe v. Google, Inc.</a></i> (2013)</li> <li><i><a href="/wiki/Mosley_v_SARL_Google" title="Mosley v SARL Google">Mosley v SARL Google</a></i> (2013)</li> <li><i><a href="/wiki/Google_Spain_v_AEPD_and_Mario_Costeja_Gonz%C3%A1lez" title="Google Spain v AEPD and Mario Costeja González">Google Spain v AEPD and Mario Costeja González</a></i> (2014)</li> <li><i><a href="/wiki/Frank_v._Gaos" title="Frank v. Gaos">Frank v. Gaos</a></i> (2019)</li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Other</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/Garcia_v._Google,_Inc." title="Garcia v. Google, Inc.">Garcia v. Google, Inc.</a></i> (2015)</li> <li><i><a href="/wiki/Google_LLC_v_Defteros" title="Google LLC v Defteros">Google LLC v Defteros</a></i> (2020)</li> <li><i><a href="/wiki/Epic_Games_v._Google" title="Epic Games v. Google">Epic Games v. Google</a></i> (2021)</li> <li><i><a href="/wiki/Gonzalez_v._Google_LLC" title="Gonzalez v. Google LLC">Gonzalez v. Google LLC</a></i> (2022)</li></ul> </div></td></tr><tr><td class="navbox-abovebelow" colspan="2"><div> <ul><li><span class="noviewer" typeof="mw:File"><span title="Category"><img alt="" src="//upload.wikimedia.org/wikipedia/en/thumb/9/96/Symbol_category_class.svg/16px-Symbol_category_class.svg.png" decoding="async" width="16" height="16" class="mw-file-element" srcset="//upload.wikimedia.org/wikipedia/en/thumb/9/96/Symbol_category_class.svg/23px-Symbol_category_class.svg.png 1.5x, //upload.wikimedia.org/wikipedia/en/thumb/9/96/Symbol_category_class.svg/31px-Symbol_category_class.svg.png 2x" data-file-width="180" data-file-height="185" /></span></span> <a href="/wiki/Category:Google_litigation" title="Category:Google litigation">Category</a></li></ul> </div></td></tr></tbody></table><div></div></td></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks mw-collapsible mw-collapsed navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><div id="Related" style="font-size:114%;margin:0 4em">Related</div></th></tr><tr><td colspan="2" class="navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"></div><table class="nowraplinks navbox-subgroup" style="border-spacing:0"><tbody><tr><th scope="row" class="navbox-group" style="width:1%">Terms and phrases</th><td class="navbox-list-with-group navbox-list navbox-odd" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li>"<a href="/wiki/Don%27t_be_evil" title="Don&#39;t be evil">Don't be evil</a>"</li> <li><a href="/wiki/Gayglers" title="Gayglers">Gayglers</a></li> <li><a href="/wiki/Google_(verb)" title="Google (verb)">Google (verb)</a></li> <li><a href="/wiki/Google_bombing" title="Google bombing">Google bombing</a> <ul><li><a href="/wiki/Political_Google_bombs_in_the_2004_U.S._presidential_election" title="Political Google bombs in the 2004 U.S. presidential election">2004 U.S. presidential election</a></li></ul></li> <li><a href="/wiki/Google_effect" title="Google effect">Google effect</a></li> <li><a href="/wiki/Googlefight" title="Googlefight">Googlefight</a></li> <li><a href="/wiki/Google_hacking" title="Google hacking">Google hacking</a></li> <li><a href="/wiki/Googleshare" title="Googleshare">Googleshare</a></li> <li><a href="/wiki/Google_tax" title="Google tax">Google tax</a></li> <li><a href="/wiki/Googlewhack" title="Googlewhack">Googlewhack</a></li> <li><a href="/wiki/Googlization" title="Googlization">Googlization</a></li> <li>"<a href="/wiki/Illegal_flower_tribute" title="Illegal flower tribute">Illegal flower tribute</a>"</li> <li><a href="/wiki/Rooting_(Android)" title="Rooting (Android)">Rooting</a></li> <li><a href="/wiki/Search_engine_manipulation_effect" title="Search engine manipulation effect">Search engine manipulation effect</a></li> <li><a href="/wiki/Sitelink" title="Sitelink">Sitelink</a></li> <li><a href="/wiki/Site_reliability_engineering" title="Site reliability engineering">Site reliability engineering</a></li> <li><a href="/wiki/YouTube_poop" title="YouTube poop">YouTube poop</a></li></ul> </div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%"><a href="/wiki/Category:Documentary_films_about_Google" title="Category:Documentary films about Google">Documentaries</a></th><td class="navbox-list-with-group navbox-list navbox-even" style="width:100%;padding:0"><div style="padding:0 0.25em"> <ul><li><i><a href="/wiki/AlphaGo_(film)" title="AlphaGo (film)">AlphaGo</a></i></li> <li><i><a href="/wiki/Google_Behind_the_Screen" title="Google Behind the Screen">Google: Behind the Screen</a></i></li> <li><i><a href="/wiki/Google_Maps_Road_Trip" title="Google Maps Road Trip">Google Maps Road Trip</a></i></li> <li><i><a href="/wiki/Google_and_the_World_Brain" title="Google and the World Brain">Google and the World Brain</a></i></li> 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