GPU Accelerated Data Science with RAPIDS

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class="text-left lap-text-left tab-text-left mob-text-left"> <h2 class="title color-black h2 none" >Lightning-Fast Performance <span style="white-space: nowrap;">on Big Data</span></h2> <p class="title color-black body-text">Results show that GPUs provide dramatic cost and time-savings for small and large-scale Big Data analytics problems. Using familiar APIs like Pandas and Dask, at 10 terabyte scale, RAPIDS performs at up to 20x faster on GPUs than the top CPU baseline. Using just 16 NVIDIA DGX A100s to achieve the performance of 350 CPU-based servers, NVIDIA’s solution is 7x more cost effective while delivering HPC-level performance.</p> <div class="description color-brand-green body-text"><p><a href="https://blogs.nvidia.com/blog/2020/06/22/big-data-analytics-tpcx-bb/"><strong>Read Post ›</strong></a></p></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> </div> </div> <div class="singlecolumnborder"></div> </div> <div class="column right-column small-12 medium-6 large-6 order-1 "> <div class=""></div> <div class="background-none equi-height-col "> <div class="column-2 parsys"><div class="image parbase section"> <div id="imaged7e9ef43_b07a_496a_8790_aa4b30853e72" class="image-container p-t-15 p-b-15 lap-p-t-15 lap-p-b-15 tab-p-t-15 tab-p-b-15 mob-p-t-15 mob-p-b-15"> <div class="imgwidth "> <img 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class="description color-black body-text"><p>Common data processing tasks have many steps (data pipelines), which Hadoop can’t handle efficiently. Apache Spark solved this problem by holding all the data in system memory, which allowed more flexible and complex data pipelines, but introduced new bottlenecks. Analyzing even a few hundred gigabytes (GB) of data could take hours if not days on Spark clusters with hundreds of CPU nodes. To tap the true potential of data science, GPUs have to be at the center of data center design, consisting of these five elements: compute, networking, storage, deployment, and software. Generally speaking, end-to-end data science workflows on GPUs are 10X faster than on CPUs.</p> <p><a href="https://towardsdatascience.com/life-after-hadoop-getting-data-science-to-work-for-your-business-c9ab6605733f"><strong>Read Blog ›</strong></a></p></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> <div class="textcomponentenhanced section"> <div id="textcomponentenhance_160621469434193a64_1d65_4068_9e34_3c0fc25a3e31"> <div class="general-container-text small-12 mob-p-content medium-12 tab-p-content large-12 lap-p-content large-12 d-p-content p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 tab-p-t-0 tab-p-b-0 mob-p-t-0 mob-p-b-0 "> <div class="text-center lap-text-center tab-text-center mob-text-center"> <h4 class="title color-black h4 none" >Data Processing Evolution</h4> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> <div class="image parbase section"> <div 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By optimizing the whole stack—from hardware to software—and by removing bottlenecks for iterative data science, NVIDIA is helping data scientists everywhere do more than ever with less. This translates into more value for enterprises from their most precious resources: their data and data scientists. As Apache 2.0 open-source software, RAPIDS brings together an ecosystem on GPUs.</p></div> <div class="text-button"> <div class="textCmpEnhancedButton-par parsys"> </div> </div> </div> </div> </div> </div> <div class="heroBanner section">   <div class="slider-container five-items m-t-0 m-b-0 lap-m-t-0 lap-m-b-0 tab-m-t-0 tab-m-b-0 mob-m-t-0 mob-m-b-0 background-black hide-mob" id="herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7"> <input type="radio" name="slider-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7" id="slide1-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7" class="radio-switch" data-time="7" checked="checked" /> <input type="radio" name="slider-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7" id="slide2-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7" class="radio-switch" data-time="7" /> <input type="radio" name="slider-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7" id="slide3-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7" class="radio-switch" data-time="7" /> <div id="slides" > <div class="overflow" > <div class="inner"> <article data-bcgCustomColor="" data-bcgImageTablet="" data-bcgImageLaptop="" data-bcgImageMobile="" data-bcgImagePC="" data-time="7" class="background-black ht-460 image lazyload "> <div class="info text-on-center singlecolinfobar "> <div class="content-table v-middle v-mob-top wid-70"> <div class="content-cell"> <div class="column"> <div class="column-1-1 parsys"><div class="textcomp section"> <div id="textcomp8e7d5a80_488f_428c_975e_352a50ae3197" class="general-container-text tablet-width p-t-0 p-b-0 mob-p-t-30 mob-p-b-105 "> <div class="text-center tab-text-center "> <div class="body-text description color-white"><p class="intro-copy-text color-white"><span class="showquotes">Without compute power, data scientists had to ‘dumb down’ their algorithms so they would run fast enough. No longer. GPUs allow us to do things we couldn’t do before.</span></p> <p>- Bill Groves, Chief Data Officer, Walmart</p></div> <div class="text-button"> <div class="textCmpButton-par parsys"> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="overlay bannerTracking op-0 lap-op-0 tab-op-0 mob-op-0" data-bannerType="nv_banner" data-bannerclass="banner-tracking"> </div> </article> <article data-bcgCustomColor="" data-bcgImageTablet="" data-bcgImageLaptop="" data-bcgImageMobile="" data-bcgImagePC="" data-time="7" class="background-black ht-460 image "> <div class="info text-on-center singlecolinfobar "> <div class="content-table v-middle v-mob-top wid-70"> <div class="content-cell"> <div class="column"> <div class="column-1-2 parsys"><div class="textcomp section"> <div id="textcomp_copy3a98d235_3039_484d_b079_b025c6725b9a" class="general-container-text tablet-width p-t-0 p-b-0 "> <div class="text-center tab-text-center "> <div class="body-text description color-white"><p class="intro-copy-text color-white"><span class="showquotes">NASA’s global models produce terabytes of data. Before RAPIDS, you would hit the button and wait six or seven hours to get the results. Speeding up the training cycle was a total game changer for developing the models.</span></p> <p>- Dr. John Keller, NASA Goddard Space Flight Center</p></div> <div class="text-button"> <div class="textCmpButton-par parsys"> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="overlay bannerTracking op-0 lap-op-0 tab-op-0 mob-op-0" data-bannerType="nv_banner" data-bannerclass="banner-tracking"> </div> </article> <article data-bcgCustomColor="" data-bcgImageTablet="" data-bcgImageLaptop="" data-bcgImageMobile="" data-bcgImagePC="" data-time="7" class="background-black ht-460 image "> <div class="info text-on-center singlecolinfobar "> <div class="content-table v-middle v-mob-top wid-70"> <div class="content-cell"> <div class="column"> <div class="column-1-3 parsys"><div class="textcomp section"> <div id="textcomp_copyd793af98_d7df_4a07_89df_6bb16908fa49" class="general-container-text tablet-width p-t-0 p-b-0 tab-p-t-30 tab-p-b-60 mob-p-t-30 mob-p-b-120 "> <div class="text-center tab-text-center "> <div class="body-text description color-white"><p class="intro-copy-text color-white"><span class="showquotes">With 100X improvement in model training times and a cost savings of 98 percent, Capital One sees RAPIDS.ai and Dask as the next big things for data science and machine learning.</span></p> <p>- Mike McCarty, Director of Software Engineering,Capital One Center for Machine Learning</p></div> <div class="text-button"> <div class="textCmpButton-par parsys"> </div> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="overlay bannerTracking op-0 lap-op-0 tab-op-0 mob-op-0" data-bannerType="nv_banner" data-bannerclass="banner-tracking"> </div> </article> </div> </div> <div class="controls">   <div id="active"> <label for="slide1-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7"></label> <label for="slide2-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7"></label> <label for="slide3-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7"></label> </div> </div> </div> </div>    <script type="text/javascript"> NVIDIAGDC.funcQueue.addToQueue({ id : "herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7", method : "herobanner", params : [{ lastSlide:"slide1-herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7", slidecount:3, period:7, autoslidedisable:false, pageoldbreakpointvalue: 'false', id:"herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7", articleID:"herobanner_1441808051de34e36_f529_44e2_af5b_ddf56b3034f7", lazyloded: true }] }); </script> </div> <div class="rawHtml section"> <div class=' p-t-0 p-b-0 lap-p-t-0 lap-p-b-0 mob-p-t-0 mob-p-b-0 tab-p-t-0 tab-p-b-0' > <style> .textcomp .description .showquotes::after { line-height:0px; } </style> </div> </div> <div class="heroBanner section">   <div class="slider-container five-items m-t-0 m-b-0 lap-m-t-0 lap-m-b-0 tab-m-t-0 tab-m-b-0 mob-m-t-60 mob-m-b-0 background-black hide-tablet hide-laptop hide-desktop" id="herobanner_144180805_3545985988279b04c_923f_470b_bd92_81f330e678d0"> <input type="radio" name="slider-herobanner_144180805_3545985988279b04c_923f_470b_bd92_81f330e678d0" id="slide1-herobanner_144180805_3545985988279b04c_923f_470b_bd92_81f330e678d0" class="radio-switch" data-time="7" checked="checked" /> <input type="radio" name="slider-herobanner_144180805_3545985988279b04c_923f_470b_bd92_81f330e678d0" id="slide2-herobanner_144180805_3545985988279b04c_923f_470b_bd92_81f330e678d0" class="radio-switch" data-time="7" /> <input type="radio" name="slider-herobanner_144180805_3545985988279b04c_923f_470b_bd92_81f330e678d0" id="slide3-herobanner_144180805_3545985988279b04c_923f_470b_bd92_81f330e678d0" class="radio-switch" data-time="7" /> <div id="slides" > <div class="overflow" > <div class="inner"> <article data-bcgCustomColor="" data-bcgImageTablet="" data-bcgImageLaptop="" data-bcgImageMobile="" data-bcgImagePC="" data-time="7" class="background-black ht-460 image lazyload "> <div class="info text-on-center singlecolinfobar "> <div class="content-table v-middle v-mob-top wid-100"> <div class="content-cell"> <div class="column"> <div class="column-1-1 parsys"><div class="textcomp section"> <div id="textcomp_copy86f08805_8824_4169_9fdf_b5c60d582282" class="general-container-text tablet-width p-t-0 p-b-0 mob-p-t-60 mob-p-b-0 "> <div class="text-center tab-text-center "> <div class="legal description color-white"><p class="intro-copy-text color-white"><span class="showquotes">Without compute power, data scientists had to ‘dumb down’ their algorithms so they would run fast enough. 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</div></div> </div> </div> </div> <div class="section afEditorPlaceholder cq-placeholder" data-emptytext="Drag components here - Section"> </div> </div> </div> </div> </div> <div id="guideContainer-rootPanel-panel-panel_1473956838___guide-item" class="col-md-6" > <div class="panel"> <div class="guidePanelNode pane_company " id="guideContainer-rootPanel-panel-panel_1473956838__" data-path="/content/forms/af/nvidia-forms/data-center/new-nvidia-ai-enterprise-contact-us-form/jcr:content/guideContainer/rootPanel/items/panel/items/panel_1473956838" style=";" data-guide-view-bind="guideContainer-rootPanel-panel-panel_1473956838__" > <div class="gridFluidLayout"> <div id="guideContainer-rootPanel-panel-panel_1473956838___guide-item-container" class="guideLayout guideGridFluidLayout"> <div class="row"> <div id="guideContainer-rootPanel-panel-panel_1473956838-companytext___guide-item" class="col-md-12" > <div class="companyText nvBaseTextField guidetextbox guidefield"> <div class="guideFieldNode 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class="section afEditorPlaceholder cq-placeholder" data-emptytext="Drag components here - Section"> </div> </div> </div> </div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-panel___guide-item" class="col-md-6" > <div class="panel"> <div class="guidePanelNode panel-industry " id="guideContainer-rootPanel-panel-panel__" data-path="/content/forms/af/nvidia-forms/data-center/new-nvidia-ai-enterprise-contact-us-form/jcr:content/guideContainer/rootPanel/items/panel/items/panel" style=";" data-guide-view-bind="guideContainer-rootPanel-panel-panel__" > <div class="gridFluidLayout"> <div id="guideContainer-rootPanel-panel-panel___guide-item-container" class="guideLayout guideGridFluidLayout"> <div class="row"> <div id="guideContainer-rootPanel-panel-panel-industrydropdownlist___guide-item" class="col-md-12" > <div class="industryDropdownList nvBaseDropdownList guidedropdownlist guidefield"> <div class="guideFieldNode guideDropDownList industry defaultFieldLayout" id="guideContainer-rootPanel-panel-panel-industrydropdownlist__" data-guide-view-bind="guideContainer-rootPanel-panel-panel-industrydropdownlist__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-panel-industrydropdownlist___widget" id="guideContainer-rootPanel-panel-panel-industrydropdownlist___label">Industry</label></div> <div class="guideFieldWidget dropDownList" style=""> <select id="guideContainer-rootPanel-panel-panel-industrydropdownlist___widget" name="industry" style="" aria-describedby="guideContainer-rootPanel-panel-panel-industrydropdownlist___widget_desc"> <option value="" disabled selected>Industry </option> <option value="Aerospace"> Aerospace </option> <option value="Agriculture"> Agriculture </option> <option value="Architecture / Engineering / Construction"> Architecture / Engineering / Construction </option> <option value="Automotive / Transportation"> Automotive / Transportation </option> <option value="Cloud Services"> Cloud Services </option> <option value="Consumer Internet"> Consumer Internet </option> <option value="Energy"> Energy </option> <option value="Financial Services"> Financial Services </option> <option value="Game Development"> Game Development </option> <option value="Hardware / Semiconductor"> Hardware / Semiconductor </option> <option value="Healthcare & Life Sciences"> Healthcare & Life Sciences </option> <option value="Higher Education / Academia"> Higher Education / Academia </option> <option value="HPC / Supercomputing"> HPC / Supercomputing </option> <option value="Manufacturing"> Manufacturing </option> <option value="Media & Entertainment"> Media & Entertainment </option> <option value="Public Sector"> Public Sector </option> <option value="Retail"> Retail </option> <option value="Telecommunications"> Telecommunications </option> <option value="Other"> Other </option> </select> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-panel-industrydropdownlist___widget_desc"> </div> </div></div> </div> </div> </div> <div class="section afEditorPlaceholder cq-placeholder" data-emptytext="Drag components here - panel-industry"> </div> </div> </div> </div> </div> <div id="guideContainer-rootPanel-panel-panel_515389193___guide-item" class="col-md-6" > <div class="panel"> <div class="guidePanelNode panel_5153891931683897276016 " id="guideContainer-rootPanel-panel-panel_515389193__" data-path="/content/forms/af/nvidia-forms/data-center/new-nvidia-ai-enterprise-contact-us-form/jcr:content/guideContainer/rootPanel/items/panel/items/panel_515389193" style=";" data-guide-view-bind="guideContainer-rootPanel-panel-panel_515389193__" > <div class="gridFluidLayout2 gridFluidLayout"> <div id="guideContainer-rootPanel-panel-panel_515389193___guide-item-container" class="guideLayout guideGridFluidLayout"> <div class="fd-row guideGridFluidLayout2Container"> <div id="guideContainer-rootPanel-panel-panel_515389193-phonenumbertext_copy___guide-item" class="fd-col-lg-12 fd-col-md-12 fd-col-sm-12 fd-col-xs-12" > <div class="phoneNumberText nvBaseTextField guidetextbox guidefield"> <div class="guideFieldNode guideTextBox phone defaultFieldLayout" id="guideContainer-rootPanel-panel-panel_515389193-phonenumbertext_copy__" data-guide-view-bind="guideContainer-rootPanel-panel-panel_515389193-phonenumbertext_copy__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-panel_515389193-phonenumbertext_copy___widget" id="guideContainer-rootPanel-panel-panel_515389193-phonenumbertext_copy___label">Business Phone Number</label></div> <div class="guideFieldWidget textField " style=""> <input type="text" autocomplete = "off" id="guideContainer-rootPanel-panel-panel_515389193-phonenumbertext_copy___widget" name="phone" value="" style="" placeholder="Business Phone Number" aria-describedby="guideContainer-rootPanel-panel-panel_515389193-phonenumbertext_copy___widget_desc" > </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-panel_515389193-phonenumbertext_copy___widget_desc"> </div> </div></div> </div> </div> </div> <div class="section afEditorPlaceholder cq-placeholder" data-emptytext="Drag components here - Section"> </div> </div> </div> </div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-panel_1093995547___guide-item" class="col-md-6" > <div class="panel"> <div class="guidePanelNode panel_10939955471586931898964 " id="guideContainer-rootPanel-panel-panel_1093995547__" data-path="/content/forms/af/nvidia-forms/data-center/new-nvidia-ai-enterprise-contact-us-form/jcr:content/guideContainer/rootPanel/items/panel/items/panel_1093995547" style=";" data-guide-view-bind="guideContainer-rootPanel-panel-panel_1093995547__" > <div class="gridFluidLayout"> <div id="guideContainer-rootPanel-panel-panel_1093995547___guide-item-container" class="guideLayout guideGridFluidLayout"> <div class="row"> <div id="guideContainer-rootPanel-panel-panel_1093995547-guidedropdownlist___guide-item" class="col-md-12" > <div class="guidedropdownlist guidefield"> <div class="guideFieldNode guideDropDownList jobTitle defaultFieldLayout" id="guideContainer-rootPanel-panel-panel_1093995547-guidedropdownlist__" data-guide-view-bind="guideContainer-rootPanel-panel-panel_1093995547-guidedropdownlist__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-panel_1093995547-guidedropdownlist___widget" id="guideContainer-rootPanel-panel-panel_1093995547-guidedropdownlist___label">Job Title</label></div> <div class="guideFieldWidget dropDownList" style=""> <select id="guideContainer-rootPanel-panel-panel_1093995547-guidedropdownlist___widget" name="jobTitle" style="" aria-describedby="guideContainer-rootPanel-panel-panel_1093995547-guidedropdownlist___widget_desc"> <option value="" disabled selected>Job Title </option> </select> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-panel_1093995547-guidedropdownlist___widget_desc"> </div> </div></div> </div> </div> </div> <div class="section afEditorPlaceholder cq-placeholder" data-emptytext="Drag components here - Section"> </div> </div> </div> </div> </div> <div id="guideContainer-rootPanel-panel-panel_1226329284___guide-item" class="col-md-6" > <div class="panel"> <div class="guidePanelNode panel-country " id="guideContainer-rootPanel-panel-panel_1226329284__" data-path="/content/forms/af/nvidia-forms/data-center/new-nvidia-ai-enterprise-contact-us-form/jcr:content/guideContainer/rootPanel/items/panel/items/panel_1226329284" style=";" data-guide-view-bind="guideContainer-rootPanel-panel-panel_1226329284__" > <div class="gridFluidLayout"> <div id="guideContainer-rootPanel-panel-panel_1226329284___guide-item-container" class="guideLayout guideGridFluidLayout"> <div class="row"> <div id="guideContainer-rootPanel-panel-panel_1226329284-countrydropdownlist___guide-item" class="col-md-12" > <div class="countryDropdownList nvBaseDropdownList guidedropdownlist guidefield"> <div class="guideFieldNode guideDropDownList country defaultFieldLayout" id="guideContainer-rootPanel-panel-panel_1226329284-countrydropdownlist__" data-guide-view-bind="guideContainer-rootPanel-panel-panel_1226329284-countrydropdownlist__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-panel_1226329284-countrydropdownlist___widget" id="guideContainer-rootPanel-panel-panel_1226329284-countrydropdownlist___label">Location</label></div> <div class="guideFieldWidget dropDownList" style=""> <select id="guideContainer-rootPanel-panel-panel_1226329284-countrydropdownlist___widget" name="country" style="" aria-describedby="guideContainer-rootPanel-panel-panel_1226329284-countrydropdownlist___widget_desc"> <option value="" disabled selected>Location </option> <option value="AF"> Afghanistan </option> <option value=" AX"> Aland Islands </option> <option value=" AL"> Albania </option> <option value=" DZ"> Algeria </option> <option value=" AS"> American Samoa </option> <option value=" AD"> Andorra </option> <option value=" AO"> Angola </option> <option value=" AI"> Anguilla </option> <option value=" AQ"> Antarctica </option> <option value=" AG"> Antigua and Barbuda </option> <option value=" AR"> Argentina </option> <option value=" AM"> Armenia </option> <option value=" AW"> Aruba </option> <option value=" AU"> Australia </option> <option value=" AT"> Austria </option> <option value=" AZ"> Azerbaijan </option> <option value=" BS"> Bahamas </option> <option value=" BH"> Bahrain </option> <option value=" BD"> Bangladesh </option> <option value=" BB"> Barbados </option> <option value=" BY"> Belarus </option> <option value=" BE"> Belgium </option> <option value=" BZ"> Belize </option> <option value=" BJ"> Benin </option> <option value=" BM"> Bermuda </option> <option value=" BT"> Bhutan </option> <option value=" BO"> Bolivia </option> <option value=" BQ"> Bonaire, Sint Eustatius and Saba </option> <option value=" BA"> Bosnia and Herzegovina </option> <option value=" BW"> Botswana </option> <option value=" BV"> Bouvet Island </option> <option value=" BR"> Brazil </option> <option value=" IO"> British Indian Ocean Territory </option> <option value=" VG"> British Virgin Islands </option> <option value=" BN"> Brunei Darussalam </option> <option value=" BG"> Bulgaria </option> <option value=" BF"> Burkina Faso </option> <option value=" BI"> Burundi </option> <option value=" KH"> Cambodia </option> <option value=" CM"> Cameroon </option> <option value=" CA"> Canada </option> <option value=" CV"> Cape Verde </option> <option value=" KY"> Cayman Islands </option> <option value=" CF"> Central African Republic </option> <option value=" TD"> Chad </option> <option value=" CL"> Chile </option> <option value=" CN"> China </option> <option value=" CX"> Christmas Island </option> <option value=" CC"> Cocos (Keeling) Islands </option> <option value=" CO"> Colombia </option> <option value=" KM"> Comoros </option> <option value=" CG"> Congo </option> <option value=" CD"> Congo, Democratic Republic of the </option> <option value=" CK"> Cook Islands </option> <option value=" CR"> Costa Rica </option> <option value=" CI"> Cote D'Ivoire </option> <option value=" HR"> Croatia </option> <option value=" CU"> Cuba </option> <option value=" CW"> Curaçao </option> <option value=" CY"> Cyprus </option> <option value=" CZ"> Czech Republic </option> <option value=" DK"> Denmark </option> <option value=" DJ"> Djibouti </option> <option value=" DM"> Dominica </option> <option value=" DO"> Dominican Republic </option> <option value=" EC"> Ecuador </option> <option value=" EG"> Egypt </option> <option value=" SV"> El Salvador </option> <option value=" GQ"> Equatorial Guinea </option> <option value=" ER"> Eritrea </option> <option value=" EE"> Estonia </option> <option value=" SZ"> Eswatini </option> <option value=" ET"> Ethiopia </option> <option value=" FK"> Falkland Islands (Malvinas) </option> <option value=" FO"> Faroe Islands </option> <option value=" FJ"> Fiji </option> <option value=" FI"> Finland </option> <option value=" FR"> France </option> <option value=" GF"> French Guiana </option> <option value=" PF"> French Polynesia </option> <option value=" TF"> French Southern Territories </option> <option value=" GA"> Gabon </option> <option value=" GM"> Gambia </option> <option value=" GE"> Georgia </option> <option value=" DE"> Germany </option> <option value=" GH"> Ghana </option> <option value=" GI"> Gibraltar </option> <option value=" GR"> Greece </option> <option value=" GL"> Greenland </option> <option value=" GD"> Grenada </option> <option value=" GP"> Guadeloupe </option> <option value=" GU"> Guam </option> <option value=" GT"> Guatemala </option> <option value=" GG"> Guernsey </option> <option value=" GN"> Guinea </option> <option value=" GW"> Guinea-Bissau </option> <option value=" GY"> Guyana </option> <option value=" HT"> Haiti </option> <option value=" HM"> Heard Island and Mcdonald Islands </option> <option value=" HN"> Honduras </option> <option value=" HK"> Hong Kong </option> <option value=" HU"> Hungary </option> <option value=" IS"> Iceland </option> <option value=" IN"> India </option> <option value=" ID"> Indonesia </option> <option value=" IR"> Iran </option> <option value=" IQ"> Iraq </option> <option value=" IE"> Ireland </option> <option value=" IM"> Isle of Man </option> <option value=" IL"> Israel </option> <option value=" IT"> Italy </option> <option value=" JM"> Jamaica </option> <option value=" JP"> Japan </option> <option value=" JE"> Jersey </option> <option value=" JO"> Jordan </option> <option value=" KZ"> Kazakhstan </option> <option value=" KE"> Kenya </option> <option value=" KI"> Kiribati </option> <option value=" KP"> Korea Democratic People's Republic of </option> <option value=" KR"> Korea Republic of </option> <option value=" KW"> Kuwait </option> <option value=" KG"> Kyrgyzstan </option> <option value=" LA"> Lao People's Democratic Republic </option> <option value=" LV"> Latvia </option> <option value=" LB"> Lebanon </option> <option value=" LS"> Lesotho </option> <option value=" LR"> Liberia </option> <option value=" LY"> Libya </option> <option value=" LI"> Liechtenstein </option> <option value=" LT"> Lithuania </option> <option value=" LU"> Luxembourg </option> <option value=" MO"> Macao </option> <option value=" MG"> Madagascar </option> <option value=" MW"> Malawi </option> <option value=" MY"> Malaysia </option> <option value=" MV"> Maldives </option> <option value=" ML"> Mali </option> <option value=" MT"> Malta </option> <option value=" MH"> Marshall Islands </option> <option value=" MQ"> Martinique </option> <option value=" MR"> Mauritania </option> <option value=" MU"> Mauritius </option> <option value=" YT"> Mayotte </option> <option value=" MX"> Mexico </option> <option value=" FM"> Micronesia, Federated States of </option> <option value=" MD"> Moldova, Republic of </option> <option value=" MC"> Monaco </option> <option value=" MN"> Mongolia </option> <option value=" ME"> Montenegro </option> <option value=" MS"> Montserrat </option> <option value=" MA"> Morocco </option> <option value=" MZ"> Mozambique </option> <option value=" MM"> Myanmar </option> <option value=" NA"> Namibia </option> <option value=" NR"> Nauru </option> <option value=" NP"> Nepal </option> <option value=" NC"> New Caledonia </option> <option value=" NZ"> New Zealand </option> <option value=" NI"> Nicaragua </option> <option value=" NE"> Niger </option> <option value=" NG"> Nigeria </option> <option value=" NU"> Niue </option> <option value=" NF"> Norfolk Island </option> <option value=" MK"> North Macedonia </option> <option value=" MP"> Northern Mariana Islands </option> <option value=" NO"> Norway </option> <option value=" OM"> Oman </option> <option value=" PK"> Pakistan </option> <option value=" PW"> Palau </option> <option value=" PS"> Palestine, State of </option> <option value=" PA"> Panama </option> <option value=" PG"> Papua New Guinea </option> <option value=" PY"> Paraguay </option> <option value=" PE"> Peru </option> <option value=" PH"> Philippines </option> <option value=" PN"> Pitcairn </option> <option value=" PL"> Poland </option> <option value=" PT"> Portugal </option> <option value=" PR"> Puerto Rico </option> <option value=" QA"> Qatar </option> <option value=" RE"> Réunion </option> <option value=" RO"> Romania </option> <option value=" RU"> Russian Federation </option> <option value=" RW"> Rwanda </option> <option value=" SH"> Saint Helena </option> <option value=" KN"> Saint Kitts and Nevis </option> <option value=" LC"> Saint Lucia </option> <option value=" PM"> Saint Pierre and Miquelon </option> <option value=" VC"> Saint Vincent and the Grenadines </option> <option value=" BL"> Saint-Barthélemy </option> <option value=" MF"> Saint-Martin (French part) </option> <option value=" WS"> Samoa </option> <option value=" SM"> San Marino </option> <option value=" ST"> Sao Tome and Principe </option> <option value=" SA"> Saudi Arabia </option> <option value=" SN"> Senegal </option> <option value=" RS"> Serbia </option> <option value=" SC"> Seychelles </option> <option value=" SL"> Sierra Leone </option> <option value=" SG"> Singapore </option> <option value=" SX"> Sint Maarten </option> <option value=" SK"> Slovakia </option> <option value=" SI"> Slovenia </option> <option value=" SB"> Solomon Islands </option> <option value=" SO"> Somalia </option> <option value=" ZA"> South Africa </option> <option value=" GS"> South Georgia and the South Sandwich Islands </option> <option value=" SS"> South Sudan </option> <option value=" ES"> Spain </option> <option value=" LK"> Sri Lanka </option> <option value=" SD"> Sudan </option> <option value=" SR"> Suriname </option> <option value=" SJ"> Svalbard and Jan Mayen </option> <option value=" SE"> Sweden </option> <option value=" CH"> Switzerland </option> <option value=" SY"> Syria </option> <option value=" TW"> Taiwan </option> <option value=" TJ"> Tajikistan </option> <option value=" TZ"> Tanzania </option> <option value=" TH"> Thailand </option> <option value=" NL"> The Netherlands </option> <option value=" TL"> Timor-Leste </option> <option value=" TG"> Togo </option> <option value=" TK"> Tokelau </option> <option value=" TO"> Tonga </option> <option value=" TT"> Trinidad and Tobago </option> <option value=" TN"> Tunisia </option> <option value=" TR"> Turkey </option> <option value=" TM"> Turkmenistan </option> <option value=" TC"> Turks and Caicos Islands </option> <option value=" TV"> Tuvalu </option> <option value=" UG"> Uganda </option> <option value=" UA"> Ukraine </option> <option value=" AE"> United Arab Emirates </option> <option value=" GB"> United Kingdom </option> <option value=" US"> United States </option> <option value=" UM"> United States Minor Outlying Islands </option> <option value=" UY"> Uruguay </option> <option value=" UZ"> Uzbekistan </option> <option value=" VU"> Vanuatu </option> <option value=" VA"> Vatican City State </option> <option value=" VE"> Venezuela </option> <option value=" VN"> Viet Nam </option> <option value=" VI"> Virgin Islands U.S. </option> <option value=" WF"> Wallis and Futuna </option> <option value=" EH"> Western Sahara </option> <option value=" YE"> Yemen </option> <option value=" ZM"> Zambia </option> <option value=" ZW"> Zimbabwe </option> </select> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-panel_1226329284-countrydropdownlist___widget_desc"> </div> </div></div> </div> </div> </div> <div class="section afEditorPlaceholder cq-placeholder" data-emptytext="Drag components here - panel-country"> </div> </div> </div> </div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-panel_639726465___guide-item" class="col-md-6" > <div class="panel"> <div class="guidePanelNode panel-preferred-language " id="guideContainer-rootPanel-panel-panel_639726465__" data-path="/content/forms/af/nvidia-forms/data-center/new-nvidia-ai-enterprise-contact-us-form/jcr:content/guideContainer/rootPanel/items/panel/items/panel_639726465" style=";" data-guide-view-bind="guideContainer-rootPanel-panel-panel_639726465__" > <div class="gridFluidLayout"> <div id="guideContainer-rootPanel-panel-panel_639726465___guide-item-container" class="guideLayout guideGridFluidLayout"> <div class="row"> <div id="guideContainer-rootPanel-panel-panel_639726465-languagedropdownlist___guide-item" class="col-md-12" > <div class="preferredLanguageDropdownList nvBaseDropdownList guidedropdownlist guidefield"> <div class="guideFieldNode guideDropDownList preferredLanguage defaultFieldLayout" id="guideContainer-rootPanel-panel-panel_639726465-languagedropdownlist__" data-guide-view-bind="guideContainer-rootPanel-panel-panel_639726465-languagedropdownlist__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-panel_639726465-languagedropdownlist___widget" id="guideContainer-rootPanel-panel-panel_639726465-languagedropdownlist___label">Preferred Language</label></div> <div class="guideFieldWidget dropDownList" style=""> <select id="guideContainer-rootPanel-panel-panel_639726465-languagedropdownlist___widget" name="preferredLanguage" style="" aria-describedby="guideContainer-rootPanel-panel-panel_639726465-languagedropdownlist___widget_desc"> <option value="" disabled selected>Preferred Language </option> <option value="zh-cn"> Chinese (Simplified) </option> <option value="zh-tw"> Chinese (Traditional) </option> <option value="cs-cz"> Czech </option> <option value="da-dk"> Danish </option> <option value="nl-nl"> Dutch </option> <option value="en-au"> English (Australia) </option> <option value="en-gb"> English (GB) </option> <option value="en-in"> English (India) </option> <option value="en-my"> English (Malaysia) </option> <option value="en-ph"> English (Philippines) </option> <option value="en-sg"> English (Singapore) </option> <option value="en-us"> English (US) </option> <option value="fi-fi"> Finnish </option> <option value="fr-fr"> French </option> <option value="fr-be"> French (Belgium) </option> <option value="de-de"> German </option> <option value="de-at"> German (Austria) </option> <option value="id-id"> Indonesian </option> <option value="it-it"> Italian </option> <option value="ja-jp"> Japanese </option> <option value="ko-kr"> Korean </option> <option value="nl-be"> Netherlands (Belgium) </option> <option value="nb-no"> Norwegian </option> <option value="pl-pl"> Polish </option> <option value="pt-br"> Portuguese (Brazil) </option> <option value="ru-ru"> Russian </option> <option value="es-la"> Spanish (Latin America) </option> <option value="es-es"> Spanish (Spain) </option> <option value="sv-se"> Swedish </option> <option value="th-th"> Thai </option> <option value="tr-tr"> Turkish </option> <option value="vi-vn"> Vietnamese </option> </select> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-panel_639726465-languagedropdownlist___widget_desc"> </div> </div></div> </div> </div> </div> <div class="section afEditorPlaceholder cq-placeholder" data-emptytext="Drag components here - panel-preferred-language"> </div> </div> </div> </div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-guidedropdownlist___guide-item" class="col-md-12" > <div class="guidedropdownlist guidefield"> <div class="guideFieldNode guideDropDownList use_Case defaultFieldLayout" id="guideContainer-rootPanel-panel-guidedropdownlist__" data-guide-view-bind="guideContainer-rootPanel-panel-guidedropdownlist__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-guidedropdownlist___widget" id="guideContainer-rootPanel-panel-guidedropdownlist___label">What is your use-case? </label></div> <div class="guideFieldWidget dropDownList" style=""> <select id="guideContainer-rootPanel-panel-guidedropdownlist___widget" name="use_Case" style="" aria-describedby="guideContainer-rootPanel-panel-guidedropdownlist___widget_desc"> <option value="" disabled selected>What is your use-case? </option> <option value="Cybersecurity"> Cybersecurity </option> <option value="Data Processing"> Data Processing </option> <option value="Data Science"> Data Science </option> <option value="Enterprise AI"> Enterprise AI </option> <option value="Generative AI"> Generative AI </option> <option value="Inference"> Inference </option> <option value="Recommender Systems"> Recommender Systems </option> <option value="Route Optimization"> Route Optimization </option> <option value="Speech AI"> Speech AI </option> </select> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-guidedropdownlist___widget_desc"> </div> </div></div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-guidetextbox_copy___guide-item" class="col-md-12" > <div class="guidetextbox guidefield"> <div class="guideFieldNode guideTextBox your_Question defaultFieldLayout" id="guideContainer-rootPanel-panel-guidetextbox_copy__" data-guide-view-bind="guideContainer-rootPanel-panel-guidetextbox_copy__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-guidetextbox_copy___widget" id="guideContainer-rootPanel-panel-guidetextbox_copy___label">What is your question about?</label></div> <div class="guideFieldWidget textField " style=""> <input type="text" maxlength="255" autocomplete = "off" id="guideContainer-rootPanel-panel-guidetextbox_copy___widget" name="your_Question" value="" style="" placeholder="What is your question about?" aria-describedby="guideContainer-rootPanel-panel-guidetextbox_copy___widget_desc" > </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-guidetextbox_copy___widget_desc"> </div> </div></div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-guidedropdownlist_784328417___guide-item" class="col-md-6" > <div class="guidedropdownlist guidefield"> <div class="guideFieldNode guideDropDownList preferred_Infrastructure defaultFieldLayout" id="guideContainer-rootPanel-panel-guidedropdownlist_784328417__" data-guide-view-bind="guideContainer-rootPanel-panel-guidedropdownlist_784328417__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-guidedropdownlist_784328417___widget" id="guideContainer-rootPanel-panel-guidedropdownlist_784328417___label">What is your preferred infrastructure?</label></div> <div class="guideFieldWidget dropDownList" style=""> <select id="guideContainer-rootPanel-panel-guidedropdownlist_784328417___widget" name="preferred_Infrastructure" style="" aria-describedby="guideContainer-rootPanel-panel-guidedropdownlist_784328417___widget_desc"> <option value="" disabled selected>What is your preferred infrastructure? </option> <option value="Cloud"> Cloud </option> <option value="Data Center/On Premises"> Data Center/On Premises </option> <option value="Workstation"> Workstation </option> <option value="Edge"> Edge </option> </select> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-guidedropdownlist_784328417___widget_desc"> </div> </div></div> </div> <div id="guideContainer-rootPanel-panel-guidedropdownlist_867444550___guide-item" class="col-md-6" > <div class="guidedropdownlist guidefield"> <div class="guideFieldNode guideDropDownList Budget__c_lead defaultFieldLayout" id="guideContainer-rootPanel-panel-guidedropdownlist_867444550__" data-guide-view-bind="guideContainer-rootPanel-panel-guidedropdownlist_867444550__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-guidedropdownlist_867444550___widget" id="guideContainer-rootPanel-panel-guidedropdownlist_867444550___label">What is your anticipated budget? </label></div> <div class="guideFieldWidget dropDownList" style=""> <select id="guideContainer-rootPanel-panel-guidedropdownlist_867444550___widget" name="Budget__c_lead" style="" aria-describedby="guideContainer-rootPanel-panel-guidedropdownlist_867444550___widget_desc"> <option value="" disabled selected>What is your anticipated budget? </option> <option value="20000"> $0-20K </option> <option value="49000"> $21K-49K </option> <option value="99000"> $50K-99K </option> <option value="249000"> $100K-249K </option> <option value="499000"> $250K-499K </option> <option value="999000"> $500K-999K </option> <option value="2000000"> $1M-2M </option> </select> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-guidedropdownlist_867444550___widget_desc"> </div> </div></div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-guidedropdownlist_1092511367___guide-item" class="col-md-6" > <div class="guidedropdownlist guidefield"> <div class="guideFieldNode guideDropDownList Preferred_NPN_Partner__c defaultFieldLayout" id="guideContainer-rootPanel-panel-guidedropdownlist_1092511367__" data-guide-view-bind="guideContainer-rootPanel-panel-guidedropdownlist_1092511367__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-guidedropdownlist_1092511367___widget" id="guideContainer-rootPanel-panel-guidedropdownlist_1092511367___label">who is your preferred Cloud Service Provider (CSP)?</label></div> <div class="guideFieldWidget dropDownList" style=""> <select id="guideContainer-rootPanel-panel-guidedropdownlist_1092511367___widget" name="Preferred_NPN_Partner__c" style="" aria-describedby="guideContainer-rootPanel-panel-guidedropdownlist_1092511367___widget_desc"> <option value="" disabled selected>If relevant, who is your preferred Cloud Service Provider (CSP)? </option> <option value="Microsoft Azure"> Microsoft Azure </option> <option value="Oracle Cloud Infrastructure"> Oracle Cloud Infrastructure </option> <option value="Google Cloud Platform"> Google Cloud Platform </option> <option value="Amazon Web Services"> Amazon Web Services </option> <option value="Other"> Other </option> </select> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-guidedropdownlist_1092511367___widget_desc"> </div> </div></div> </div> <div id="guideContainer-rootPanel-panel-guidetextbox_1803189___guide-item" class="col-md-6" > <div class="guidetextbox 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> <div class="guidetextbox guidefield"> <div class="guideFieldNode guideTextBox cloud_Partner_Csp defaultFieldLayout" id="guideContainer-rootPanel-panel-guidetextbox_2101065__" data-guide-view-bind="guideContainer-rootPanel-panel-guidetextbox_2101065__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-guidetextbox_2101065___widget" id="guideContainer-rootPanel-panel-guidetextbox_2101065___label">Please add CSP.</label></div> <div class="guideFieldWidget textField " style=""> <input type="text" maxlength="256" autocomplete = "off" id="guideContainer-rootPanel-panel-guidetextbox_2101065___widget" name="cloud_Partner_Csp" value="" style="" placeholder="" aria-describedby="guideContainer-rootPanel-panel-guidetextbox_2101065___widget_desc" > </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-guidetextbox_2101065___widget_desc"> </div> </div></div> </div> <div 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data-optin-sentence='Send me the latest enterprise news, announcements, and more from NVIDIA. 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class="guideLayout guideGridFluidLayout"> <div class="row"> <div id="guideContainer-rootPanel-panel-panel_1766989402-guidetextdraw___guide-item" class="col-md-12" > <div class="guidetextdraw guidefield"> <div class="guideFieldNode guideTextDraw privacyPolicyLink guideStaticText" id="guideContainer-rootPanel-panel-panel_1766989402-guidetextdraw__" style=";" data-guide-view-bind="guideContainer-rootPanel-panel-panel_1766989402-guidetextdraw__" > <p><a href="https://www.nvidia.com/en-sg/about-nvidia/privacy-policy/?deeplink=visiting-our-website" data-clickable-id="clickable-1" target="_blank">NVIDIA Privacy Policy</a></p> </div></div> </div> </div> </div> <div class="section afEditorPlaceholder cq-placeholder" data-emptytext="Drag components here - Section"> </div> </div> </div> </div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-guidetextbox_copy_co___guide-item" class="col-md-12" > <div class="guidetextbox guidefield"> <div class="guideFieldNode guideTextBox 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guidetextbox guidefield"> <div class="guideFieldNode guideTextBox ncid defaultFieldLayout" id="guideContainer-rootPanel-panel-ncidfield__" data-guide-view-bind="guideContainer-rootPanel-panel-ncidfield__" style="" > <div class="guideFieldLabel top" style="" data-richtext="false"><label for="guideContainer-rootPanel-panel-ncidfield___widget" id="guideContainer-rootPanel-panel-ncidfield___label"></label></div> <div class="guideFieldWidget textField" style=""> <input type="hidden" class="ncid-hidden-field" id="guideContainer-rootPanel-panel-ncidfield___widget" name="ncid" value="" style=""/> </div> <div class="guideFieldError" id="guideContainer-rootPanel-panel-ncidfield___widget_desc"> </div> </div></div> </div> </div> <div class="row"> <div id="guideContainer-rootPanel-panel-panel_492784922___guide-item" class="col-md-12" > <div class="panel"> <div class="guidePanelNode panel-submit text-right" id="guideContainer-rootPanel-panel-panel_492784922__" 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