Predictive data science and asset management

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class="lb-bg-left-top-cover lb-none-pad lb-none-v-margin lb-grid" style="padding-top:35px; padding-bottom:35px; background-image:url('//d1.awsstatic.com/Marketplace/solutions-center/banners/AWSMP-hero-IoT2.88c07407e33fd49679069a6a3473af0b48c15e87.png');"> <div class="lb-row lb-row-max-large 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"> <div class="lb-col lb-tiny-24 lb-mid-14"> <h1 id="Predictive_data_science_and_asset_management" class="lb-txt-none lb-txt-white lb-h1 lb-title"> Predictive data science and asset management</h1> <div class="lb-txt-white lb-txt-18 lb-rtxt"> <p>Industrial Internet of Things (IIoT) devices collect large amounts of valuable data about the state of assets and systems of assets. Solutions in AWS Marketplace use data science to predict, prevent, and mitigate potential asset failures and increase the life of the assets.</p> </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> <div class="lb-border-p lb-border-top lb-none-pad lb-none-v-margin lb-grid" style="background-color:#0c2f59; border-width:1px;"> <div class="lb-row lb-row-max-large 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-gutter-tiny" style="margin-top:10px; margin-bottom:10px;"> <div class="lb-col lb-tiny-24 lb-mid-17"> <div class="lb-txt-white lb-txt-16 lb-none-v-margin lb-rtxt" style="margin-top:10px; margin-bottom:10px;"> <p>These are just a few examples of predictive data science and asset management solutions. Scroll down or use the drop-down menu to learn more about each solution.<br> </p> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-7"> <div class="lb-border-left lb-none-pad lb-none-v-margin lb-box" style="padding-top:15px; padding-left:18px;"> <div class="lb-none-v-margin lb-form-item"> <div class="lb-dropdown lb-equal-width" data-equalize-widths="true" data-lb-comp="dropdown" data-redirect="true"> <div class="lb-dropdown-label" tabindex="0"> <span>Choose a solution</span> </div> <input class="lb-dropdown-selected" type="hidden"> <ul class="lb-dropdown-list" role="listbox"> <li data-value="" role="option" tabindex="0" class="lb-dropdown-item"> <span>Choose a solution</span> </li> <li data-value="#SaturnCloud" role="option" tabindex="0" class="lb-dropdown-item"> <span>Saturn Cloud</span> </li> <li data-value="#MachineMetrics" role="option" tabindex="0" class="lb-dropdown-item"> <span>Machine Metrics</span> </li> </ul> </div> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div class="lb-tiny-hide lb-xlarge-show lb-top-left lb-fixed-pos-wrapper" style="top:300px; left:20px;"> <div class="lb-none-pad lb-none-v-margin lb-grid"> <div class="lb-row lb-row-max-large lb-snap lb-collapse"> <div class="lb-col lb-tiny-24 lb-mid-24"> <div class="lb-none-pad lb-none-v-margin lb-box lb-hover-opacity-50" style="background-color:#e5eaef; margin-bottom:3px;"> <figure class="lb-none-v-margin lb-img"> <a class="lb-none-pad" style="padding-top:5px; padding-left:5px; padding-bottom:5px; padding-right:5px;" href="https://www.twitter.com/awsmarketplace" target="_blank"> <img alt="Follow us on AWS Marketplace Twitter!" title="Follow us on AWS Marketplace Twitter!" src="//d1.awsstatic.com/Marketplace/solutions-center/icons/Twitter-35.c56836628623021d4463227f8fdec279f1158496.png"></a> </figure> </div> <div class="lb-none-pad lb-none-v-margin lb-box lb-hover-opacity-50" style="background-color:#e5eaef; margin-bottom:3px;"> <figure class="lb-none-v-margin lb-img" style="margin-top:1px;"> <a class="lb-border-horizontal lb-none-pad" style="padding-top:5px; padding-left:5px; padding-bottom:5px; padding-right:5px;" href="https://aws.amazon.com/blogs/awsmarketplace" target="_blank"> <img alt="Read AWS Marketplace blog!" title="Read AWS Marketplace blog!" src="//d1.awsstatic.com/Marketplace/solutions-center/icons/Blog-35.1b52d72dbd9ad4474783391163f7e08dc3a604af.png"></a> </figure> </div> <div class="lb-none-pad lb-none-v-margin lb-box lb-hover-opacity-50" style="background-color:#e5eaef; margin-bottom:3px;"> <figure class="lb-none-v-margin lb-img" style="margin-top:1px;"> <a class="lb-border-horizontal lb-none-pad" style="padding-top:5px; padding-left:5px; padding-bottom:5px; padding-right:5px;" href="https://www.linkedin.com/company/amazon-web-services" target="_blank"> <img alt="Connect with us on AWS LinkedIn!" title="Connect with us on AWS LinkedIn!" src="//d1.awsstatic.com/Marketplace/solutions-center/Linkedin-35.3b89a4dfe4051a6365248f83d57167d617ed373a.png"></a> </figure> </div> <div class="lb-none-pad lb-none-v-margin lb-box lb-hover-opacity-50" style="background-color:#e5eaef;"> <figure class="lb-none-v-margin lb-img" style="margin-top:1px;"> <a class="lb-none-pad" style="padding-top:5px; padding-left:5px; padding-bottom:5px; padding-right:5px;" href="https://www.youtube.com/user/AmazonWebServices" target="_blank"> <img alt="Watch the latest videos on AWS channel!" title="Watch the latest videos on AWS channel!" src="//d1.awsstatic.com/Marketplace/solutions-center/Youtube-35.2cc78bc7922259fddfe22a89c613e263cfc063cf.png"></a> </figure> </div> </div> </div> </div> </div> <div class="lb-section-indicator" data-lb-comp="section-indicator"> <div class="lb-scroll-indicator"> <div class="lb-scroll-text"> Scroll </div> <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="Saturn Cloud "> </div> <div id="SaturnCloud"></div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="padding-top:25px; padding-bottom:20px;"> <div class="lb-row lb-row-max-large 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-box"> <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:15px;"> <div class="lb-col lb-tiny-24 lb-mid-15"> <h3 id="Saturn_Cloud" class="lb-txt-none lb-txt-black lb-none-v-margin lb-h3 lb-title"> Saturn Cloud</h3> <div class="lb-none-pad lb-none-v-margin lb-box" style="padding-right:15px;"> <div class="lb-txt-15 lb-rtxt"> <p>Saturn Cloud is a data science and machine learning platform designed to accelerate runtime performance using multi-node multi-GPU computing in Python. It enables you to provision scalable cloud resources on demand to execute workloads across the ML pipeline, from data ingestion, exploratory data analysis, feature engineering, training, and deployment. Saturn supports the full Python ecosystem as an enterprise-ready, secure, and collaborative high-performance computing platform.</p> </div> <div class="lb-txt-15 lb-rtxt"> <p><b>Saturn Cloud features include:</b></p> <ul> <li>Customizable HPC Environments</li> <li>Multi-node, multi-GPU computing</li> <li>Instant elasticity</li> <li>Managed deployments</li> <li>Team collaboration and centralized version control</li> <li>Per-second billing with no commitments</li> </ul> </div> <div class="lb-tiny-iblock lb-none-v-margin lb-btn" style="margin-top:5px;"> <a class="lb-btn-p-primary" href="https://aws.amazon.com/marketplace/pp/B081KB4JLJ" role="button"> <span> Learn more about Saturn Cloud</span> </a> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-9"> <div class="lb-txt-18 lb-none-v-margin lb-rtxt" style="margin-top:50px;"> <p><b>How it works</b><br> </p> </div> <div class="lb-txt-15 lb-none-v-margin lb-rtxt"> <p><i>Additional resources provided by Saturn Cloud <br> </i></p> </div> <div class="lb-border-left lb-border-p lb-none-pad lb-none-v-margin lb-box" style="padding-left:15px; border-width:3px; border-color:#007eb9; margin-top:15px;"> <div class="lb-none-v-margin lb-rtxt"> <div> <b><a href="https://www.youtube.com/watch?v=plNv-wduUcU" target="_blank">Product video</a><img src="//d1.awsstatic.com/Marketplace/solutions-center/icons/new-window-20x14.23e660207d5e5119deb0ae195ca1acfd5dfe96f0.png"></b> </div> <div> <b><a href="//d1.awsstatic.com/Marketplace/solutions-center/diagrams/Saturn-Cloud-diagram.a52f0838591bb2478c7ba7eaa69996170bbad866.png" target="_blank">Architecture diagram (PNG)</a><img src="//d1.awsstatic.com/Marketplace/solutions-center/icons/download-icon-20x14.cdf3e91a7967e3b1ef4e2711abf42b5981f1bbec.png"></b> </div> <div> <b><a href="//d1.awsstatic.com/Marketplace/solutions-center/downloads/AWS-Datasheet-Saturn-Cloud.pdf" target="_blank">Datasheet (PDF)</a><img src="//d1.awsstatic.com/Marketplace/solutions-center/icons/new-window-20x14.23e660207d5e5119deb0ae195ca1acfd5dfe96f0.png"></b> </div> </div> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap" style="padding-top:15px; padding-bottom:20px; padding-right:0px;"> <div class="lb-col lb-tiny-24 lb-mid-6"> <figure class="lb-valign-top lb-none-v-margin lb-img"> <div style="padding-top:15px; padding-right:15px;"> <img alt="AdventHealth" title="AdventHealth" src="//d1.awsstatic.com/Marketplace/solutions-center/logos/AdventHealth-logo.fd8a328a328f87087aa5f54c8258bc4396c2813b.png"> </div> </figure> </div> <div class="lb-col lb-tiny-24 lb-mid-18"> <div class="lb-txt-black lb-txt-15 lb-rtxt"> <p> AdventHealth needed a historical review of its investment strategy to determine how a portfolio performed over time. Since the algorithm used to derive this information was computationally intensive, AdventHealth turned to Saturn Cloud’s parallel computing capabilities to help streamline this process. By adopting Saturn Cloud, AdventHealth reduced the runtime to just seconds and boosted its ability to perform more portfolio backtests quicker and at scale.</p> </div> <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-21"> <figure class="lb-tiny-iblock lb-valign-top lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img alt="quotes icon" title="quotes icon" src="//d1.awsstatic.com/Marketplace/quotes-tranparent.520989b4eaed84dcfeecbcd3bf2e40f17efe46c6.png"> </div> </figure> <div class="lb-txt-black lb-txt-15 lb-none-v-margin lb-rtxt"> <p style="margin-left: 40px;"><i>We had a portfolio backtest taking nearly 20 minutes to run before the team at Saturn Cloud took a look at it. Between advising us on our code and dispersing the work across parallel processing via Dask, this backtest was completed at a rate several hundred times faster, taking only a few seconds to execute.</i><br> </p> </div> <div class="lb-txt-14 lb-none-v-margin lb-rtxt" style="margin-bottom:15px;"> <p style="margin-left: 40px;"><b> Greg Ringering, Quantitative Investment Researcher, AdventHealth</b></p> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-3"> </div> </div> </div> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-2"> </div> </div> </div> <div class="lb-section-indicator-flag" data-section-name="MachineMetrics"> </div> <div id="MachineMetrics"></div> <div class="lb-none-pad lb-none-v-margin lb-grid" style="background-color:#f2f4f4; padding-top:35px; padding-bottom:20px;"> <div class="lb-row lb-row-max-large 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-box"> <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:15px;"> <div class="lb-col lb-tiny-24 lb-mid-15"> <h3 id="MachineMetrics" class="lb-txt-none lb-txt-black lb-none-v-margin lb-h3 lb-title"> MachineMetrics</h3> <div class="lb-none-pad lb-none-v-margin lb-box" style="padding-right:15px;"> <div class="lb-txt-15 lb-rtxt"> <p> MachineMetrics is an IIoT analytics platform that increases productivity through real-time visibility, deep analytics, and AI-driven predictive notification. Businesses using MachineMetrics gain real-time visibility of their production assets, identify inefficiencies, and receive automatic recommendations for asset performance improvement resulting in increased profitability.</p> </div> <div class="lb-txt-15 lb-rtxt"> <p><b> MachineMetrics features include:</b></p> <ul> <li>Universal machine connectivity</li> <li>Configurable AI-driven preventive and predictive analytics</li> <li>IoT cloud data infrastructure</li> <li>Real-time dashboards, historical analysis, and integrations with other systems</li> </ul> </div> <div class="lb-tiny-iblock lb-none-v-margin lb-btn" style="margin-top:5px;"> <a class="lb-btn-p-primary" href="https://aws.amazon.com/marketplace/pp/B0821R3VKC" role="button"> <span> Learn more about MachineMetrics Industrial IoT Platform for Machines</span> </a> </div> </div> </div> <div class="lb-col lb-tiny-24 lb-mid-9"> <div class="lb-txt-18 lb-none-v-margin lb-rtxt" style="margin-top:50px;"> <p><b>How it works</b><br> </p> </div> <div class="lb-txt-15 lb-none-v-margin lb-rtxt"> <p><i>Additional resources provided by MachineMetrics</i><br> </p> </div> <div class="lb-border-left lb-border-p lb-none-pad lb-none-v-margin lb-box" style="padding-left:15px; border-width:3px; border-color:#007eb9; margin-top:15px;"> <div class="lb-none-v-margin lb-rtxt"> <div> <b><a href="https://www.machinemetrics.com/hubfs/Video/MachineMetrics_final.mp4" target="_blank">Product video</a><a href="https://www.machinemetrics.com/hubfs/Video/MachineMetrics_final.mp4" target="_blank"><img src="//d1.awsstatic.com/Marketplace/solutions-center/icons/new-window-20x14.23e660207d5e5119deb0ae195ca1acfd5dfe96f0.png"></a></b> </div> <div> <b><a href="//d1.awsstatic.com/Marketplace/solutions-center/diagrams/MachineMetrics-diagram-predictive-data-science.e3854b3d6d413c96e5df7c4db19b7f51705b52c1.png" target="_blank">Architecture diagram (PNG)</a><img src="//d1.awsstatic.com/Marketplace/solutions-center/icons/download-icon-20x14.cdf3e91a7967e3b1ef4e2711abf42b5981f1bbec.png"></b> </div> <div> <b><a href="//d1.awsstatic.com/Marketplace/solutions-center/downloads/AWS-Datasheet-MachineMetrics.pdf" target="_blank">Datasheet (PDF)</a><img src="//d1.awsstatic.com/Marketplace/solutions-center/icons/new-window-20x14.23e660207d5e5119deb0ae195ca1acfd5dfe96f0.png"></b> </div> </div> </div> </div> </div> <div class="lb-none-pad lb-none-v-margin lb-grid lb-row lb-row-max-large lb-snap" style="padding-top:15px; padding-bottom:20px; padding-right:0px;"> <div class="lb-col lb-tiny-24 lb-mid-6"> <figure class="lb-valign-top lb-none-v-margin lb-img"> <div style="padding-top:15px; padding-right:15px;"> <img alt="Wiscon Products" title="Wiscon Products" src="//d1.awsstatic.com/Marketplace/solutions-center/logos/Wiscon-logo.d8151f4d8935c76e290b5ab069aab744db8e371e.png"> </div> </figure> </div> <div class="lb-col lb-tiny-24 lb-mid-18"> <div class="lb-txt-black lb-txt-15 lb-rtxt"> <p>Wiscon Products wanted to improve the efficiency of their assets and overall equipment effectiveness. The company turned to MachineMetrics for its AI-driven, real-time, predictive and preventive data analysis. Using MachineMetrics, the company increased operator productivity by 250%, overall capacity by 30%, and equipment utilization by 30%.</p> </div> <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-21"> <figure class="lb-tiny-iblock lb-valign-top lb-none-v-margin lb-img"> <div class="lb-none-pad"> <img alt="quotes icon" title="quotes icon" src="//d1.awsstatic.com/Marketplace/quotes-tranparent.520989b4eaed84dcfeecbcd3bf2e40f17efe46c6.png"> </div> </figure> <div class="lb-txt-black lb-txt-15 lb-none-v-margin lb-rtxt"> <div style="margin-left: 40px;"> <i>MachineMetrics was pivotal in our efforts to integrate with our JobBOSS ERP system. Now our operators can focus on quality, not administration or data entry. 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