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Pre-trained Machine Learning models in AWS Marketplace
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Accelerate your ML projects, reduce development time, and leverage state-of-the-art algorithms across various domains. Explore our diverse selection of ready-to-use models to enhance your applications with advanced AI capabilities, from natural language processing to computer vision and beyond." /><meta name="robots" content="index, follow" /><meta property="twitter:title" content="Pre-trained Machine Learning models in AWS Marketplace" /><meta property="twitter:description" content="Unlock the power of AI with pre-trained Machine Learning models from AWS Marketplace. Accelerate your ML projects, reduce development time, and leverage state-of-the-art algorithms across various domains. Explore our diverse selection of ready-to-use models to enhance your applications with advanced AI capabilities, from natural language processing to computer vision and beyond." /><meta property="og:title" content="Pre-trained Machine Learning models in AWS Marketplace" /><meta http-equiv="X-UA-Compatible" content="IE=edge,chrome=1" /> <link href="https://d32gc0xr2ho6pa.cloudfront.net/img/general/favicon.ico" type="image/ico" data-testid="favicon" rel="shortcut icon"> <link type="text/css" rel="stylesheet" href="https://d3sts0r8miqkf0.cloudfront.net/asset/oneyear_f1439709f6da87bfdf19a1fc0ec237a04af7e2e2.gz.css"> <awsmp-chrome-client-logger> <script language="JavaScript" type="text/javascript"> window.awsmpue = { setDimensions: function() { return this; }, setTenants: function() { return this; }, count: function(componentName) { return { error: function() {}, fault: function() {}, success: function() {} } }, metric: function() {}, latency: function(componentName, timing) {}, log: { 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</div> </div> <main id="aws-page-content-main" role="main" tabindex="-1"> <div id="top"></div> <div class="lb-section-indicator" data-lb-comp="section-indicator"> <div class="lb-scroll-indicator"> <div class="lb-scroll-arrows"> <div></div> </div> </div> <div class="lb-section-menu"> </div> </div> <div class="lb-bg-left-top-cover lb-none-pad lb-none-v-margin lb-grid" style="background-color:#001325; background-image:url('https://d1.awsstatic.com/Marketplace/solutions-center/banners/AWSMP-hero-ML-Sage1.e144cedc30dfe0ba60735ba464696c29d1fd028f.png');"> <div class="lb-row lb-row-max-none lb-snap lb-gutter-tiny"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap" style="padding-top:65px; padding-bottom:45px;"> <div class="lb-col lb-tiny-24 lb-mid-17"> <h1 id="Pre-trained_machine_learning_models_available_in_AWS_Marketplace" class="lb-txt-none lb-txt-white lb-h1 lb-title"> Pre-trained machine learning models available in AWS Marketplace</h1> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-21"> <div class="lb-txt-white lb-txt-18 lb-none-v-margin lb-rtxt"> <p>Build trained AI models and ML powered solutions faster.<br> </p> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-3"> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-7"> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div class="lb-section-indicator" data-lb-comp="section-indicator"> <div class="lb-scroll-indicator"> <div class="lb-scroll-arrows"> <div></div> </div> </div> <div class="lb-section-menu"> </div> </div> <div class="lb-section-indicator-flag" data-section-name="What are pre-trained models?"> </div> <div id="overview"></div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="background-color:#f8f8f8; padding-top:25px; padding-bottom:30px;"> <div class="lb-row lb-row-max-none lb-snap lb-gutter-tiny"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-gutter-mid"> <div class="lb-col lb-tiny-24 lb-mid-15"> <div class="lb-transition-wrapper lb-transition-peek-right-mid-fade-in" data-lb-comp="transition-wrapper"> <h2 id="What_are_pre-trained_machine_learning_models.3F" class="lb-tiny-align-left lb-txt-none lb-txt-squid lb-txt-25 lb-none-v-margin lb-h2 lb-title" style="margin-top:20px;"> What are pre-trained machine learning models?</h2> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="margin-top:15px;"> <p>Pre-trained Machine Learning (ML) models are ready-to-use models that can be quickly deployed on <b><a href="https://aws.amazon.com/sagemaker/" target="_blank">Amazon SageMaker</a></b>, a fully managed cloud machine learning platform. By pre-training the ML models for you, solutions in AWS Marketplace take care of the heavy lifting, helping you deliver AI and ML powered features faster and at a lower cost.<br> </p> </div> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-gutter-tiny" style="margin-top:15px; padding-right:45px;"> <div class="lb-col lb-tiny-24 lb-mid-12"> <div class="lb-none-v-margin lb-btn" style="margin-top:12px;"> <a class="lb-btn-p-primary" href="#featured" target="_blank" rel="noopener noreferrer" role="button"> <span> Explore featured products below <i class="icon-angle-down lb-after"></i></span> </a> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-12"> <div class="lb-none-v-margin lb-btn" style="margin-top:12px;"> <a class="lb-btn-p" href="https://aws.amazon.com/marketplace/b/6297422012?page=1&filters=FulfillmentOptionType%2CSageMaker::ResourceType&FulfillmentOptionType=SageMaker&SageMaker::ResourceType=ModelPackage" target="_blank" rel="noopener noreferrer" role="button"> <span> View all Amazon SageMaker models <i class="icon-angle-right lb-after"></i></span> </a> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-9"> <script type="application/ld+json">{"@context":"https://schema.org/","@type":"VideoObject","name":"Learn how to simplify software procurement for Public Sector organizations using AWS Marketplace.","uploadDate":"2024-08-02T00:00Z","thumbnailUrl":"https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/andy-reinvent.9e8b52c8b50faa749b4e5a87eef14023850de0de.png","embedUrl":"https://www.youtube-nocookie.com/embed/rAMg6I5Hp4M"}</script> <div class="lb-video lb-video-borderless" style="padding-top:15px; padding-left:15px; padding-bottom:15px;" data-source="youtube" data-lb-comp="video" data-youtube-id="rAMg6I5Hp4M" data-video-title="Learn how to simplify software procurement for Public Sector organizations using AWS Marketplace." data-placement="inPlace"> <figure class="lb-border-p" style="border-width:1px; border-color:#f8f8f8;"> <div class="video-js" poster="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/andy-reinvent.9e8b52c8b50faa749b4e5a87eef14023850de0de.png"></div> </figure> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div id="benefits"></div> <div class="lb-section-indicator-flag" data-section-name="Benefits"> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="padding-top:35px; padding-bottom:35px;"> <div class="lb-row lb-row-max-none lb-snap lb-gutter-tiny"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 id="Benefits_of_using_pre-trained_models_in_AWS_Marketplace" class="lb-tiny-align-left lb-txt-none lb-txt-25 lb-none-v-margin lb-h2 lb-title"> Benefits of using pre-trained models in AWS Marketplace</h2> <div class="lb-none-pad lb-none-v-margin lb-xb-grid-wrap" style="padding-top:15px;"> <div class="lb-xb-grid lb-row-max-large lb-xb-equal-height lb-snap lb-gutter-smallOutsideCollapse lb-tiny-xb-1 lb-small-xb-2 lb-mid-xb-3"> <div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:10px; padding-left:20px; padding-bottom:25px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-18 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p style="text-align: center;"><b>Faster AI/ML solution development</b><br> </p> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <div> ▶ AWS Marketplace offers hundreds of pre-trained models for tasks like object detection, buyer propensity, natural language processing, data extraction, and feature engineering. </div> <div> </div> <div> ▶ Pre-trained models are ready to use and can be integrated with your applications via REST API, Boto3, or AWS CLI. </div> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:10px; padding-left:20px; padding-bottom:25px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-18 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p style="text-align: center;">Enhanced security & data privacy</p> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p>▶ <b><a href="https://docs.aws.amazon.com/sagemaker/latest/dg/infrastructure-security.html#mkt-container-scan" target="_blank">Scanned for security vulnerabilities</a></b>, pre-trained models in AWS Marketplace help you gain control over your data and enhance security.</p> <p>▶ Models are always deployed in <a href="https://docs.aws.amazon.com/sagemaker/latest/dg/mkt-algo-model-internet-free.html" target="_blank"><b>network isolation mode</b></a> with an option to deploy them in your Amazon Virtual Private Cloud (VPC) to implement <b><a href="https://docs.aws.amazon.com/vpc/latest/userguide/VPC_Security.html" target="_blank">additional security features</a></b> that restrict and monitor traffic.</p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:10px; padding-left:20px; padding-bottom:25px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p style="text-align: center;"><b>Flexible evaluation & pricing options</b></p> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <div> ▶ Evaluate solutions at your own pace with try-before-you-buy options and <a href="https://aws.amazon.com/blogs/awsmarketplace/how-to-try-a-product-demo-of-a-machine-learning-model-from-aws-marketplace-without-subscribing-to-it" target="_blank"><b>interactive demo features</b></a>. </div> <p>▶ Pricing options like pay-as-you-go and annual contracts via Private Offers are available, giving you the flexibility you need regardless of the duration of use.<br> </p> </div> </div> </div> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-21"> </div> <div class="lb-col lb-tiny-24 lb-mid-3"> <figure class="lb-tiny-iblock lb-none-v-margin lb-img" style="margin-top:10px;"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="back" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-back-trigger" aria-controls="back" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/back-top.9ac9e1d75e93f8ae35213739dfe446e6c4ef148e.png" alt="Back to top" title="Back to top" class="cq-dd-image"></a> </figure> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="back" id="back" aria-modal="false" aria-labelledby="popover-back-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <div class="lb-txt-bold lb-txt-blue-600 lb-txt-14 lb-none-v-margin lb-rtxt"> <p>Back to top »</p> </div> </div> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div id="how-it-works"></div> <div class="lb-section-indicator-flag" data-section-name="How it works"> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="background-color:#f8f8f8; padding-top:45px; padding-bottom:50px;"> <div class="lb-row lb-row-max-none lb-snap lb-gutter-tiny"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-gutter-mid"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 id="How_to_deploy_pre-trained_models_in_Amazon_SageMaker" class="lb-tiny-align-left lb-txt-none lb-txt-squid lb-txt-25 lb-none-v-margin lb-h2 lb-title"> How to deploy pre-trained models in Amazon SageMaker</h2> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="margin-top:15px; margin-bottom:15px;"> <p>Pre-trained models in AWS Marketplace can be deployed directly on Amazon SageMaker through a Jupyter Notebook, SageMaker SDK, or AWS CLI. This experience is powered by the AWS Marketplace catalog and APIs so you get all of the same benefits such as seamless deployment and simplified billing.</p> </div> <figure class="lb-tiny-iblock lb-none-v-margin lb-img" style="margin-top:10px;"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/diagrams/deploy-sagemaker-diagram.a6abafed63ba2c1a82da29703b6943ac3c934031.png" alt="How to deploy pre-trained models in Amazon SageMaker" title="pre trained models: How to deploy pre-trained models in Amazon SageMaker" class="cq-dd-image"> </div> </figure> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap" style="padding-top:25px;"> <div class="lb-col lb-tiny-24 lb-mid-21"> </div> <div class="lb-col lb-tiny-24 lb-mid-3"> <figure class="lb-tiny-iblock lb-none-v-margin lb-img" style="margin-top:10px;"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="back" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-back-trigger" aria-controls="back" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/back-top.9ac9e1d75e93f8ae35213739dfe446e6c4ef148e.png" alt="Back to top" title="Back to top" class="cq-dd-image"></a> </figure> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="back" id="back" aria-modal="false" aria-labelledby="popover-back-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <div class="lb-txt-bold lb-txt-blue-600 lb-txt-14 lb-none-v-margin lb-rtxt"> <p>Back to top »</p> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div id="featured"></div> <div class="lb-section-indicator-flag" data-section-name="Featured Products"> </div> <div class="lb-bg-left-top-cover lb-none-pad lb-none-v-margin lb-grid" style="background-color:#f0f4f7; padding-top:40px; padding-bottom:30px; background-image:url('https://d1.awsstatic.com/Marketplace/solutions-center/banners/AWSMP-hero-lights-carousel2.a15140d37a349ba78b1a3cec2792934f1a8b31a9.png');"> <div class="lb-row lb-row-max-none lb-snap lb-gutter-tiny"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 id="Featured_Products" class="lb-tiny-align-left lb-txt-none lb-txt-white lb-txt-25 lb-none-v-margin lb-h2 lb-title" style="margin-bottom:20px;"> Featured Products</h2> <div id="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa" class="lb-tabs lb-tabs-aui" style="background-color:#f0f4f7;" data-is-rmc-enabled="false" data-lb-comp="tabs"> <ul role="tablist" aria-label="Tabs" class="lb-tabs-triggers lb-tabs-align-left"> <li tabindex="0" role="tab" aria-controls="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-panel-1" id="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-tab-1" class="lb-tabs-trigger lb-active" style="background-color:;"> <div> <div class="lb-txt-bold lb-txt-none lb-txt-20 lb-txt"> Social distancing detector </div> </div> </li> <li tabindex="0" role="tab" aria-controls="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-panel-2" id="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-tab-2" class="lb-tabs-trigger" style="background-color:;"> <div> <div class="lb-txt-bold lb-txt-none lb-txt-20 lb-txt"> Mask detector for epidemiological safety </div> </div> </li> <li tabindex="0" role="tab" aria-controls="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-panel-3" id="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-tab-3" class="lb-tabs-trigger" style="background-color:;"> <div> <div class="lb-txt-bold lb-txt-none lb-txt-20 lb-txt"> Hard hat detector </div> </div> </li> </ul> <ul class="lb-tabs-content"> <li class="lb-tabs-accordion-trigger lb-active"> <div class="lb-txt-bold lb-txt-none lb-txt-20 lb-txt"> Social distancing detector </div> </li> <li tabindex="0" role="tabpanel" aria-labelledby="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-tab-1" id="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-panel-1" class="lb-tabs-content-item lb-active lb-comp-content-container lb-visibility-change"> <div class="lb-content-wrapper"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-gutter-mid" style="padding-top:15px; padding-bottom:20px;"> <div class="lb-col lb-tiny-24 lb-mid-13"> <div class="lb-txt-normal lb-txt-18 lb-none-v-margin lb-rtxt" style="margin-top:10px; margin-bottom:10px;"> <p> <b>Image classification model that analyzes social distancing in public areas </b><br> </p> </div> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:10px; margin-bottom:10px;"> <p>Provectus’ Social Distancing Detector analyzes the distances between people based on their approximate height. This solution fits well into video analytic workloads for businesses that are looking to minimize disease transmission risks, gather data for decision-making processes, and ensure adequate personal space for their employees and clients. </p> </div> <div class="lb-txt-blue-600 lb-txt-17 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <div> <b><a href="https://aws.amazon.com/marketplace/pp/prodview-g2kceqqshfju2?qid=1598814398955&sr=0-1&ref_=modle_lp" target="_blank">Learn more about the product »</a> | <a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=56140189-470d-4ea4-a854-3e58cfcc985d&ref_=modle_lp" target="_blank">Try demo »</a></b> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-11"> <figure class="lb-none-v-margin lb-img" style="margin-top:15px;"> <div class="lb-border-p lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/detection-people.d94f2d30443bab3fc9f0d193902adf4985d5a0b1.jpeg" alt="Image classification model that detects social distancing violations in public areas’" title="Image classification model that detects social distancing violations in public areas’" class="cq-dd-image"> </div> </figure> </div> </div> </div> </li> <li class="lb-tabs-accordion-trigger"> <div class="lb-txt-bold lb-txt-none lb-txt-20 lb-txt"> Mask detector for epidemiological safety </div> </li> <li tabindex="0" role="tabpanel" aria-labelledby="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-tab-2" id="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-panel-2" class="lb-tabs-content-item lb-comp-content-container lb-visibility-change"> <div class="lb-content-wrapper"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-gutter-mid" style="padding-top:15px; padding-bottom:20px;"> <div class="lb-col lb-tiny-24 lb-mid-13"> <div class="lb-txt-normal lb-txt-18 lb-none-v-margin lb-rtxt" style="margin-top:10px; margin-bottom:10px;"> <p><b>Image recognition model to detect the absence of masks or respirators</b><br> </p> </div> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:10px; margin-bottom:10px;"> <p>ViTech Lab’s Mask Detector for Epidemiological Safety improves safety in laboratories, healthcare facilities, educational institutions, industrial companies, military facilities and more. It is trained on a manually selected dataset and works with live footage from CCTV cameras. ViTech Lab’s Mask Detector for Epidemiological Safety detects mask and automatically notifies safety engineers of non-compliance.</p> </div> <div class="lb-txt-blue-600 lb-txt-17 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-3tlczsdnzeca6?qid=1598816552063&sr=0-4&ref_=modle_lp" target="_blank">Learn more about the product »</a> | <a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=731638a4-2d89-422c-a736-94c331cba622&ref_=modle_lp" target="_blank">Try demo »</a></b></p> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-11"> <figure class="lb-none-v-margin lb-img" style="margin-top:15px;"> <div class="lb-border-p lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/woman-w-mask.203bda3c5d40fbf7b6216bf7958c2430e68c9d8d.jpeg" alt="SOCIAL DISTANCING DETECTOR" title="SOCIAL DISTANCING DETECTOR" class="cq-dd-image"> </div> </figure> </div> </div> </div> </li> <li class="lb-tabs-accordion-trigger"> <div class="lb-txt-bold lb-txt-none lb-txt-20 lb-txt"> Hard hat detector </div> </li> <li tabindex="0" role="tabpanel" aria-labelledby="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-tab-3" id="aws-element-0a24b693-4105-4196-9ae9-52a69c13e5fa-panel-3" class="lb-tabs-content-item lb-comp-content-container lb-visibility-change"> <div class="lb-content-wrapper"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-gutter-mid" style="padding-top:15px; padding-bottom:20px;"> <div class="lb-col lb-tiny-24 lb-mid-13"> <div class="lb-txt-normal lb-txt-18 lb-none-v-margin lb-rtxt" style="margin-top:10px; margin-bottom:10px;"> <p><b>Real-time detection of PPE compliance for factory floor settings and construction sites</b></p> </div> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:10px; margin-bottom:10px;"> <p>Prevectus’ Hard Hat Detector for Industrial Worker Safety is a computer vision-driven ML model designed to detect PPE compliance on a factory floor or construction site. This solution analyzes images to determine if a hard hat is being worn in real-time. Trained on data from CCTV cameras, this ML model can be used in oil & gas, manufacturing, construction, and steelmaking industries to help ensure safety and compliance.<br> </p> </div> <div class="lb-txt-blue-600 lb-txt-17 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-jd5tj2egpxxum?qid=1598816837569&sr=0-3&ref_=modle_lp" target="_blank">Learn more about the product »</a> | <a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=1ab2f800-74d9-4348-8608-1ca36d83bd9d&ref_=modle_lp" target="_blank">Try demo »</a></b></p> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-11"> <figure class="lb-none-v-margin lb-img" style="margin-top:15px;"> <div class="lb-border-p lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/industry-people-ML.603620f308e7287ab8f072b00a4dc2f76035892f.jpeg" alt="HARD HAT DETECTOR" title="HARD HAT DETECTOR" class="cq-dd-image"> </div> </figure> </div> </div> </div> </li> </ul> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div id="explore"></div> <div id="object"></div> <div class="lb-section-indicator-flag" data-section-name="Object detection"> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="padding-top:35px;"> <div class="lb-row lb-row-max-none lb-snap lb-gutter-tiny"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 id="Object_detection" class="lb-tiny-align-left lb-txt-none lb-txt-squid lb-txt-25 lb-none-v-margin lb-h2 lb-title"> Object detection</h2> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:20px; margin-bottom:10px;"> <p>State of the art open source computer vision models trained using ResNet50, YOLOv3, Faster-RCNN to detect thousands of common category objects.</p> </div> <div class="lb-none-pad lb-none-v-margin lb-xb-grid-wrap"> <div class="lb-xb-grid lb-row-max-large lb-xb-equal-height lb-snap lb-gutter-smallOutsideCollapse lb-tiny-xb-1 lb-small-xb-2 lb-mid-xb-3"> <div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-5jlvp43tsn3ny?qid=1597344036762&sr=0-1&ref_=modle_lp">GluonCV YOLOv3 Object Detector</a></b></p> </div> <figure class="lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="od1" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-od1-trigger" aria-controls="od1" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/OD-1-high.e8a9ba5606f50755ac3521e591e5a552a7b02545.png" alt="GluonCV YOLOv3 Object Detector" title="GluonCV YOLOv3 Object Detector" class="cq-dd-image"></a> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p> Detect multiple objects on the input image including category names, confidence scores, and absolute locations. </p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=d9949c88-fe3b-4a2d-923e-9458fe7e9f2c&ref_=modle_lp">Try demo »</a></b></p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-f7suvxb66buku?qid=1597339031052&sr=0-10&ref_=srh_res_product_title">GluonCV ResNet50 Classifier</a></b></p> </div> <figure class="lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="od2" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-od2-trigger" aria-controls="od2" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/img-classifier-small.6959991ed4387032f7b55e73645b66a16bfec269.png" alt="GluonCV YOLOv3 Object Detector" title="GluonCV YOLOv3 Object Detector" class="cq-dd-image"></a> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p>Image feature extraction and ImageNet category prediction model for highly efficient image classification.</p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=587dc453-b6d6-487e-abc4-133b4bd3a0ed&ref_=modle_lp">Try demo »</a></b></p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-ggbuxlnrm2lh4?qid=1597344036762&sr=0-8&ref_=modle_lp">GluonCV SSD Object Detector</a></b></p> </div> <figure class="lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="od3" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-od3-trigger" aria-controls="od3" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/OD3-high.12eea2be1c82bdcc3ef18d48ead6358fcaac2143.png" alt="GluonCV SSD Object Detector" title="GluonCV SSD Object Detector" class="cq-dd-image"></a> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p> A powerful network for fast and accurate object detection, trained on COCO dataset with 80 common object categories. </p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=8a4c66ad-69bf-4633-b024-cda3e12c8b25&ref_=modle_lp">Try demo »</a></b></p> </div> </div> </div> </div> </div> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="od1" id="od1" aria-modal="false" aria-labelledby="popover-od1-trigger" data-action="hover" data-position="top-right"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/OD-1-high.e8a9ba5606f50755ac3521e591e5a552a7b02545.png" alt="GluonCV YOLOv3 Object Detector" title="GluonCV YOLOv3 Object Detector" class="cq-dd-image"> </div> </figure> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="od2" id="od2" aria-modal="false" aria-labelledby="popover-od2-trigger" data-action="hover" data-position="top-right"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/img-classifier-large.c3b0869e03fa832d84cc82bc1676b0e910fdf558.png" alt="GluonCV ResNet50 Classifier" title="GluonCV ResNet50 Classifier" class="cq-dd-image"> </div> </figure> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="od3" id="od3" aria-modal="false" aria-labelledby="popover-od3-trigger" data-action="hover" data-position="top-right"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="od3" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-od3-trigger" aria-controls="od3" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/OD3-high.12eea2be1c82bdcc3ef18d48ead6358fcaac2143.png" alt="GluonCV SSD Object Detector" title="GluonCV SSD Object Detector" class="cq-dd-image"></a> </figure> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="padding-bottom:20px;"> <div class="lb-row lb-row-max-none lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-21"> </div> <div class="lb-col lb-tiny-24 lb-mid-3"> <figure class="lb-tiny-iblock lb-none-v-margin lb-img" style="margin-top:10px;"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="back" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-back-trigger" aria-controls="back" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/back-top.9ac9e1d75e93f8ae35213739dfe446e6c4ef148e.png" alt="Back to top" title="Back to top" class="cq-dd-image"></a> </figure> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="back" id="back" aria-modal="false" aria-labelledby="popover-back-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <div class="lb-txt-bold lb-txt-blue-600 lb-txt-14 lb-none-v-margin lb-rtxt"> <p>Back to top »</p> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div id="cv-models"></div> <div class="lb-section-indicator-flag" data-section-name="Purpose built CV models"> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="background-color:#f7f7f7; padding-top:35px;"> <div class="lb-row lb-row-max-none lb-snap lb-gutter-tiny"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 id="Purpose_built_CV_models" class="lb-tiny-align-left lb-txt-none lb-txt-squid lb-txt-25 lb-none-v-margin lb-h2 lb-title"> Purpose built CV models</h2> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:20px; margin-bottom:10px;"> <p> Pre-trained computer vision models that help automate data extraction and gather insights. </p> </div> <div class="lb-none-pad lb-none-v-margin lb-xb-grid-wrap"> <div class="lb-xb-grid lb-row-max-large lb-xb-equal-height lb-snap lb-gutter-smallOutsideCollapse lb-tiny-xb-1 lb-small-xb-2 lb-mid-xb-3"> <div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-76u6o2bsgvsny?qid=1602713361194&sr=0-1&ref_=srh_res_product_title" target="_blank">Quantiphi License Plate Detection</a></b></p> </div> <figure class="lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="cv1" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-cv1-trigger" aria-controls="cv1" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/licence-detector-small.99d810afdd088a3c1f52ada55d5a7553f011dd54.png" alt="Quantiphi License Plate Detection" title="Quantiphi License Plate Detection" class="cq-dd-image"></a> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p> Automatically detects a car license plate and identifies the license plate characters.<br> </p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-76u6o2bsgvsny?qid=1602713361194&sr=0-1&ref_=srh_res_product_title">Try for free »</a></b></p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><a href="https://aws.amazon.com/marketplace/pp/prodview-rwowi35gavzww?qid=1602713417954&sr=0-1&ref_=srh_res_product_title">Passport Data Page Detection</a></p> </div> <figure class="lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="cv2" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-cv2-trigger" aria-controls="cv2" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/GluonCV-large.cc14a3b113f31bb904daec1516bff5396d6d5789.png" alt="Passport data page detection" title="Passport data page detection" class="cq-dd-image"></a> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p> Extracts key entities from a passport page to automate form filling. <br> </p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-rwowi35gavzww?qid=1602713417954&sr=0-1&ref_=srh_res_product_title">Try for free »</a></b></p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-r35nalbsrzb6w?qid=1602714754389&sr=0-1&ref_=srh_res_product_title" target="_blank">HERMES AERIAL - Vehicle Detector</a></b></p> </div> <figure class="lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="cv3" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-cv3-trigger" aria-controls="cv3" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/hermes-aerial-small.0a3216715951b269a57360ecc7f161783f9e4760.png" alt="HERMES AERIAL - Vehicle Detector " title="HERMES AERIAL - Vehicle Detector " class="cq-dd-image"></a> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p> Vehicle detector model for traffic analytics and intelligent transportation systems that operates from aerial and elevated perspectives.</p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=70c478ce-4918-4a00-b5fa-33ea3e0b3a09">Try demo »</a></b></p> </div> </div> </div> </div> </div> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="cv1" id="cv1" aria-modal="false" aria-labelledby="popover-cv1-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="cv1" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-cv1-trigger" aria-controls="cv1" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/Plate-Detection-large.e8df44f90f29eebc84a4312f2c277eb2af2f5899.png" alt="Quantiphi License Plate Detection" title="Quantiphi License Plate Detection" class="cq-dd-image"></a> </figure> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="cv2" id="cv2" aria-modal="false" aria-labelledby="popover-cv2-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="cv2" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-cv2-trigger" aria-controls="cv2" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/GluonCV-large.cc14a3b113f31bb904daec1516bff5396d6d5789.png" alt="Passport data page detection" title="Passport data page detection" class="cq-dd-image"></a> </figure> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="cv3" id="cv3" aria-modal="false" aria-labelledby="popover-cv3-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="cv3" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-cv3-trigger" aria-controls="cv3" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/hermes-aerial-large.df4e67c5e733cca94fa59f6825e756b12df62857.png" alt="HERMES AERIAL - Vehicle Detector " title="HERMES AERIAL - Vehicle Detector " class="cq-dd-image"></a> </figure> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="background-color:#f7f7f7; padding-bottom:20px;"> <div class="lb-row lb-row-max-none lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-21"> </div> <div class="lb-col lb-tiny-24 lb-mid-3"> <figure class="lb-tiny-iblock lb-none-v-margin lb-img" style="margin-top:10px;"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="back" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-back-trigger" aria-controls="back" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/back-top.9ac9e1d75e93f8ae35213739dfe446e6c4ef148e.png" alt="Back to top" title="Back to top" class="cq-dd-image"></a> </figure> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="back" id="back" aria-modal="false" aria-labelledby="popover-back-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <div class="lb-txt-bold lb-txt-blue-600 lb-txt-14 lb-none-v-margin lb-rtxt"> <p>Back to top »</p> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div id="lang-models"></div> <div class="lb-section-indicator-flag" data-section-name="Text/Natural Language Processing models"> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="padding-top:35px;"> <div class="lb-row lb-row-max-none lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 id="Text.2FNatural_Language_Processing_models" class="lb-tiny-align-left lb-txt-none lb-txt-squid lb-txt-25 lb-none-v-margin lb-h2 lb-title"> Text/Natural Language Processing models</h2> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:20px; margin-bottom:10px;"> <p>Pre-trained models for text/natural language processing tasks like named entity recognition (NER) and text summarization.<br> </p> </div> <div class="lb-none-pad lb-none-v-margin lb-xb-grid-wrap"> <div class="lb-xb-grid lb-row-max-large lb-xb-equal-height lb-snap lb-gutter-smallOutsideCollapse lb-tiny-xb-1 lb-small-xb-2 lb-mid-xb-3"> <div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-16 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><b><a href="https://aws.amazon.com/marketplace/pp/prodview-uzkcdmjuagetk?qid=1598808364210&sr=0-1&ref_=modle_lp">Mphasis DeepInsights Text Summarizer</a></b></p> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/text-summarizer-small.6e91ffc0ba6a6b9e5a8556bab82742525e83c35b.png" alt="Mphasis DeepInsights Text Summarizer" title="Mphasis DeepInsights Text Summarizer" class="cq-dd-image"> </div> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p> Text summarizer with the ability to reduce the size of long documents in to a few sentences.</p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=dfde1c3c-0b54-45eb-a6a6-0d0b6c77b266&ref_=modle_lp">Try demo »</a></b></p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><a href="https://aws.amazon.com/marketplace/pp/prodview-yenf26idyqrfs?ref_=modle_lp">Unbxd AI - Fashion eCommerce NER</a><br> </p> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/data-parsing-small.04f950062c07d5cd390ed3e416d4f49fa40e5323.png" alt="Transaction Data Parsing (NER)" title="Transaction Data Parsing (NER)" class="cq-dd-image"> </div> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p>Extracts entities such as brand, color, category from supplied text. <br> </p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=fc2a41b0-4d17-454f-86b7-ce3632ed43f3&ref_=modle_lp">Try demo »</a></b></p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><a href="https://aws.amazon.com/marketplace/pp/prodview-dgq4hpwxn4hkw?qid=1602713721344&sr=0-1&ref_=srh_res_product_title"><b>Named Entity Detector</b></a></p> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/name-entity-small.340d1887a23a1bde733c3963daab06c345487879.png" alt="Transaction Data Parsing (NER)" title="Transaction Data Parsing (NER)" class="cq-dd-image"> </div> </figure> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p>Detects 18 different entity types including buildings, works of art, landmarks, locations, and vehicles.</p> </div> <div class="lb-txt-16 lb-none-v-margin lb-rtxt" style="color:#007eb9;"> <p><b><a href="https://aws.amazon.com/marketplace/ai/model-evaluation?productId=c3b3cebf-2b8d-4ce8-bb42-3856e1018dfc">Try demo »</a></b></p> </div> </div> </div> </div> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-12"> </div> <div class="lb-col lb-tiny-24 lb-mid-12"> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="padding-bottom:20px;"> <div class="lb-row lb-row-max-none lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-21"> </div> <div class="lb-col lb-tiny-24 lb-mid-3"> <figure class="lb-tiny-iblock lb-none-v-margin lb-img" style="margin-top:10px;"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="back" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-back-trigger" aria-controls="back" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/back-top.9ac9e1d75e93f8ae35213739dfe446e6c4ef148e.png" alt="Back to top" title="Back to top" class="cq-dd-image"></a> </figure> <div class="lb-popover lb-popover-aui lb-popover-tiny" data-lb-comp="popover" data-id="back" id="back" aria-modal="false" aria-labelledby="popover-back-trigger" data-action="hover" data-position="top"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <div class="lb-txt-bold lb-txt-blue-600 lb-txt-14 lb-none-v-margin lb-rtxt"> <p>Back to top »</p> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div id="hackathon"></div> <div class="lb-section-indicator-flag" data-section-name="Explore hackathon solutions"> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="background-color:#f7f7f7; padding-top:35px;"> <div class="lb-row lb-row-max-none lb-snap"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-24"> <h2 id="How_pre-trained_models_help_solve_real-world_use_cases" class="lb-tiny-align-left lb-txt-none lb-txt-squid lb-txt-25 lb-none-v-margin lb-h2 lb-title"> How pre-trained models help solve real-world use cases</h2> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:20px; margin-bottom:10px;"> <p>The AWS Marketplace hackathon took place in March 2020 and had <b>thousand participants collaborating on 57 projects</b>. Here are three stand out projects from the event that demonstrate how pre-trained models can be used to help solve real-world use cases.</p> </div> <div class="lb-none-pad lb-none-v-margin lb-xb-grid-wrap"> <div class="lb-xb-grid lb-row-max-large lb-xb-equal-height lb-snap lb-gutter-smallOutsideCollapse lb-tiny-xb-1 lb-small-xb-2 lb-mid-xb-3"> <div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><b><a href="https://devpost.com/software/mobility-explorer">Mobility Explorer</a></b></p> </div> <script type="application/ld+json">{"@context":"https://schema.org/","@type":"VideoObject","name":"nAA","uploadDate":"2024-08-02T00:00Z","thumbnailUrl":"https://i.ytimg.com/vi/OYfzwWWQWak/maxresdefault.jpg","embedUrl":"https://www.youtube-nocookie.com/embed/OYfzwWWQWak"}</script> <div class="lb-video lb-video-p" data-source="youtube" data-lb-comp="video" data-youtube-id="OYfzwWWQWak" data-video-title="nAA" data-placement="inPlace"> <figure> <div class="video-js"></div> </figure> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p>A traffic monitoring and visualization platform that utilizes ML models to analyze mobility patterns.</p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><a href="https://devpost.com/software/alex-your-personal-assistant-at-work">Alex - Your personal assistant at work</a></p> </div> <script type="application/ld+json">{"@context":"https://schema.org/","@type":"VideoObject","name":"nAA","uploadDate":"2024-08-02T00:00Z","thumbnailUrl":"https://i.ytimg.com/vi/VWoXdn9n9fY/maxresdefault.jpg","embedUrl":"https://www.youtube-nocookie.com/embed/VWoXdn9n9fY"}</script> <div class="lb-video lb-video-p" data-source="youtube" data-lb-comp="video" data-youtube-id="VWoXdn9n9fY" data-video-title="nAA" data-placement="inPlace"> <figure> <div class="video-js"></div> </figure> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p> A chat bot that utilizes ML models to support inferences and helps you at work, saving you time and boosting your productivity. </p> </div> </div> </div> <div class="lb-xbcol"> <div class="lb-border-p lb-none-pad lb-none-v-margin lb-box" style="background-color:#fff; padding-top:20px; padding-left:20px; padding-bottom:20px; border-width:1px; border-color:#e1e4e5; padding-right:20px;"> <div class="lb-txt-bold lb-txt-17 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p><b> <a href="https://devpost.com/software/maskcam">HealthCam</a></b></p> </div> <script type="application/ld+json">{"@context":"https://schema.org/","@type":"VideoObject","name":"nAA","uploadDate":"2024-08-02T00:00Z","thumbnailUrl":"https://i.ytimg.com/vi/VSdQdDT8zLk/maxresdefault.jpg","embedUrl":"https://www.youtube-nocookie.com/embed/VSdQdDT8zLk"}</script> <div class="lb-video lb-video-p" data-source="youtube" data-lb-comp="video" data-youtube-id="VSdQdDT8zLk" data-video-title="nAA" data-placement="inPlace"> <figure> <div class="video-js"></div> </figure> </div> <figure class="lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/icons/header-shadow.dc79aa6d5920a15eb627024ad952f6926cb4b319.png" alt="" title="" class="cq-dd-image"> </div> </figure> <div class="lb-txt-normal lb-txt-15 lb-none-v-margin lb-rtxt" style="margin-top:7px; margin-bottom:10px;"> <p>Camera-enabled IoT device powered by ML Models to detect if people are wearing masks when accessing restricted areas.</p> </div> </div> </div> </div> </div> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="od1" id="od1" aria-modal="false" aria-labelledby="popover-od1-trigger" data-action="hover" data-position="top-right"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/OD-1-high.e8a9ba5606f50755ac3521e591e5a552a7b02545.png" alt="" title="" class="cq-dd-image"> </div> </figure> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="od2" id="od2" aria-modal="false" aria-labelledby="popover-od2-trigger" data-action="hover" data-position="top-right"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="od2" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-od2-trigger" aria-controls="od2" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/OD2-high.3f51db7a64c45c3ff0fe0fe7f2c62fc30edcc8e4.png" alt="GluonCV YOLOv3 Object Detector" title="GluonCV YOLOv3 Object Detector" class="cq-dd-image"></a> </figure> </div> <div class="lb-popover lb-popover-aui lb-popover-large" data-lb-comp="popover" data-id="od3" id="od3" aria-modal="false" aria-labelledby="popover-od3-trigger" data-action="hover" data-position="top-right"> <a class="lb-popover-close" role="button" tabindex="0" aria-label="Close" title="Close"> <span class="lb-sr-only">Close</span> </a> <figure class="lb-tiny-iblock lb-none-v-margin lb-img"> <a class="lb-none-pad" href="#" data-mbox-ignore="true" data-lb-popover-trigger="od3" role="button" aria-expanded="false" aria-label="Open for more information" id="popover-od3-trigger" aria-controls="od3" aria-haspopup="true"> <img src="https://d1.awsstatic.com/Marketplace/solutions-center/thumbnails/OD3-high.12eea2be1c82bdcc3ef18d48ead6358fcaac2143.png" alt="GluonCV SSD Object Detector" title="GluonCV SSD Object Detector" class="cq-dd-image"></a> </figure> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="background-color:#f7f7f7; 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padding-bottom:45px; background-image:url('https://d1.awsstatic.com/Marketplace/solutions-center/banners/AWSMP-hero-innovation-ml2.8838f0e35bfcdca46b6a95890864baf09acc9981.png');"> <div class="lb-row lb-row-max-none lb-snap lb-gutter-tiny"> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> <div class="lb-col lb-tiny-24 lb-mid-20"> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap lb-gutter-mid"> <div class="lb-col lb-tiny-24 lb-mid-14"> <div class="lb-txt-white lb-txt-30 lb-none-v-margin lb-rtxt" style="margin-top:8px;"> <p><b>Interested in learning more?</b><br> </p> </div> <div class="lb-txt-white lb-txt-18 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <p>Here are some useful resources for you.</p> </div> <div class="lb-txt-white lb-txt-16 lb-none-v-margin lb-rtxt" style="margin-bottom:10px;"> <div> <a href="https://aws.amazon.com/blogs/awsmarketplace/category/artificial-intelligence/sagemaker/" target="_blank">Blog posts related to ML models and algorithms in AWS Marketplace</a> » </div> <div> <b>User Guide:</b> <a href="https://docs.aws.amazon.com/marketplace/latest/userguide/machine-learning-products.html" target="_blank">Prepare your ML models to sell in AWS Marketplace</a> » </div> <div> <b>Blog Post:</b> <a href="https://aws.amazon.com/blogs/awsmarketplace/how-to-try-a-product-demo-of-a-machine-learning-model-from-aws-marketplace-without-subscribing-to-it/" target="_blank">Product demo for AWS Marketplace models</a> » </div> <div> <b><a href="https://www.youtube.com/watch?v=rAMg6I5Hp4M&list=PLhr1KZpdzukdZgMCwIHzbo_MhaHAXvpRY" target="_blank">AWS Marketplace ML video Playlist</a> </b>» </div> </div> <div class="lb-none-v-margin lb-xb-grid-wrap"> <div class="lb-xb-grid lb-row-max-large lb-snap lb-gutter-tinyOutsideCollapse lb-tiny-xb-1 lb-small-xb-3"> <div> <div class="lb-xbcol"> <div class="lb-none-v-margin lb-btn"> <a class="lb-btn-p" href="mailto:wsmp-ml-seller-inquiry@amazon.com" target="_blank" rel="noopener noreferrer" role="button"> <span> Contact us »</span> </a> </div> </div> <div class="lb-xbcol"> </div> <div class="lb-xbcol"> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-10"> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> </main> </div> <div id="aws-page-end"></div> <div id="lb-page-end"></div> <script src="https://a0.awsstatic.com/da/js/1.0.50/aws-da.js"></script> <!--[if lte IE 9]> <p class="deprecated-browser-support-message"> You are using an outdated browser. 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