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class="elementor-element elementor-element-c2dd4d8 e-flex e-con-boxed e-con e-parent" data-id="c2dd4d8" data-element_type="container"> <div data-rocket-location-hash="547ec2470d2bda10abb0f19dcabad963" class="e-con-inner"> </div> </div> <section class="elementor-section elementor-top-section elementor-element elementor-element-a98fb67 elementor-section-full_width container pb-5 mb-md-2 mb-lg-4 elementor-section-height-default elementor-section-height-default" data-id="a98fb67" data-element_type="section"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-4f432b6" data-id="4f432b6" data-element_type="column"> <div class="p-0 elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-0f79c3d elementor-widget elementor-widget-highlighted-heading" data-id="0f79c3d" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <h1 class="silicon-elementor-highlighted-heading__title border-bottom pb-4"><span class="silicon-elementor-highlighted-heading__highlighted-text text-gradient-primary">Manage your ML lifecycle<br></span></h1> </div> </div> <div class="elementor-section elementor-inner-section elementor-element elementor-element-1a2888b elementor-section-full_width elementor-section-height-default elementor-section-height-default" data-id="1a2888b" data-element_type="section"> <div class="elementor-container elementor-column-gap-default row pt-2 pt-md-3 row-margin"> <div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-809a0f2 col-md-6" data-id="809a0f2" data-element_type="column"> <div class="p-0 elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-bc77bc4 elementor-widget elementor-widget-highlighted-heading" data-id="bc77bc4" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <p class="silicon-elementor-highlighted-heading__title fs-lg pe-lg-4 mb-1 mb-lg-4"><span class="si-multipurpose-text__before">Standardized and reproducible machine learning models are essential for data scientists. While having a well-organized, rapid database of annotated data and metadata, and the ability to quickly deploy models into active discovery efforts are crucial, these alone are not enough. Effective utilization of ML models in discovery also requires robust MLOps support to track, register, and classify these models systematically. ML lifecycle management fosters a structured environment where great models are born, maximizing impact on drug discovery.</span></p> </div> </div> <div class="elementor-element elementor-element-08235b3 elementor-widget elementor-widget-button" data-id="08235b3" data-element_type="widget" data-widget_type="button.button-silicon"> <div class="elementor-widget-container"> <a class="shadow-primary silicon-button btn btn-primary btn-lg mb-1" href="https://enpicom.com/request-a-demo/" role="button"> <span class="elementor-button-content-wrapper"> <span class="elementor-button-text silicon-button-text order-last">Get started</span> </span> </a> </div> </div> </div> </div> <div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b9fa6d0 col-md-6" data-id="b9fa6d0" data-element_type="column"> <div class="p-0 elementor-widget-wrap"> </div> </div> </div> </div> </div> </div> </div> </section> <section class="elementor-section elementor-top-section elementor-element elementor-element-cd8c251 elementor-section-full_width container pb-5 mb-md-2 mb-lg-4 elementor-section-height-default elementor-section-height-default" data-id="cd8c251" data-element_type="section"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-74e6e09" data-id="74e6e09" data-element_type="column"> <div class="p-0 elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-8f213e6 elementor-widget elementor-widget-highlighted-heading" data-id="8f213e6" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <h2 class="silicon-elementor-highlighted-heading__title border-bottom pb-4"><span class="si-multipurpose-text__before">Standardized, reproducible machine learning </span></h2> </div> </div> <div class="elementor-section elementor-inner-section elementor-element elementor-element-8bfda6e elementor-section-full_width elementor-section-height-default elementor-section-height-default" data-id="8bfda6e" data-element_type="section"> <div class="elementor-container elementor-column-gap-default row pt-2 pt-md-3 row-margin"> <div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-4e293c9 col-md-6" data-id="4e293c9" data-element_type="column"> <div class="p-0 elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-07ec9f8 elementor-widget elementor-widget-highlighted-heading" data-id="07ec9f8" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <p class="silicon-elementor-highlighted-heading__title fs-lg pe-lg-4 mb-1 mb-lg-4"><span class="si-multipurpose-text__before">Data scientists face challenges keeping track of their ML experiments: What parameters were used? What dependencies does the model have? How does the performance of this model compare to others? MLOps is the management of the machine learning lifecycle, which is essential to efficient and reproducible ML model development and deployment. In biologics discovery specifically, large datasets of data can be hard to obtain. </span></p> </div> </div> </div> </div> <div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-b26969f col-md-6" data-id="b26969f" data-element_type="column"> <div class="p-0 elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-4e13eff elementor-widget elementor-widget-highlighted-heading" data-id="4e13eff" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <p class="silicon-elementor-highlighted-heading__title fs-lg pe-lg-4 mb-1 mb-lg-4"><span class="si-multipurpose-text__before">For this reason, models are often generated in an iterative way while the data improves incrementally. Moreover, data scientists can sometimes be isolated from lab scientists, physically or in terms of knowledge, leading to hurdles for data scientists in obtaining the most up-to-date data, and hurdles for lab scientists in consuming the ML models in their analyses. </span></p> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section> <section class="elementor-section elementor-top-section elementor-element elementor-element-7d62f94 elementor-section-full_width bg-secondary pb-md-2 pb-lg-5 elementor-section-height-default elementor-section-height-default" data-id="7d62f94" data-element_type="section"> <div class="elementor-container elementor-column-gap-default container pb-4 pt-5"> <div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-85e27f9" data-id="85e27f9" data-element_type="column"> <div class="p-0 elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-8b45bce elementor-widget elementor-widget-highlighted-heading" data-id="8b45bce" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <h2 class="silicon-elementor-highlighted-heading__title h2 text-center text-md-start mb-lg-4 pt-1 pt-md-4 fs-2"><span class="si-multipurpose-text__before">Connecting lab and data scientists</span></h2> </div> </div> <div class="elementor-element elementor-element-c25f099 elementor-widget elementor-widget-highlighted-heading" data-id="c25f099" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <p class="silicon-elementor-highlighted-heading__title fs-lg mb-4 mb-lg-5"><span class="si-multipurpose-text__before">The ENPICOM platform provides data scientists with a private and integrated MLOps environment, complete with an intuitive UI to track experiments, store artifacts, register models and compare results. By standardizing the deployment of ML models, the ENPICOM empowers data scientists to efficiently create and pick the best ML models and puts them in the hands of the lab scientists. It鈥檚 the best of both worlds.</span></p> </div> </div> <div class="elementor-element elementor-element-864e1f9 elementor-widget elementor-widget-sn-imagebox-carousel" data-id="864e1f9" data-element_type="widget" data-settings="{"effect":"slide","speed":500}" data-widget_type="sn-imagebox-carousel.imagebox-carousel"> <div class="elementor-widget-container"> <div data-swiper-options="{"spaceBetween":24,"pagination":{"el":".swiper-pagination","type":"bullets","clickable":true},"breakpoints":{"600":{"slidesPerView":3},"1000":{"slidesPerView":3}},"speed":500}" class="swiper sn-elementor-main-swiper mb-xl-3 "> <div class="swiper-wrapper"> <div class="swiper-slide h-auto "> <div class="h-100 card text-center "> <div class="card-body my-md-5 my-4 py-xl-2 py-md-0 py-sm-2 text-center"> <div class="d-table position-relative d-block mx-auto mb-3"> <img decoding="async" class="" src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2032%200'%3E%3C/svg%3E" width="32" alt="sync_lock_24dp_3563F9_FILL0_wght400_GRAD0_opsz24" style="" data-lazy-src="https://enpicom.com/wp-content/uploads/2024/09/sync_lock_24dp_3563F9_FILL0_wght400_GRAD0_opsz24.svg"><noscript><img decoding="async" class="" src="https://enpicom.com/wp-content/uploads/2024/09/sync_lock_24dp_3563F9_FILL0_wght400_GRAD0_opsz24.svg" width="32" alt="sync_lock_24dp_3563F9_FILL0_wght400_GRAD0_opsz24" style=""></noscript> </div> <h3 class="si-imagebox-title h5 mb-3" style="color: #221F20"> </h3> <div class="si-imagebox-description mb-0-last-child" style="color: #221F20"><p>Data scientists benefit from SDK/API access to up-to-date standardized data generated by lab scientists for training/validation purposes</p></div> </div> </div> </div> <div class="swiper-slide h-auto "> <div class="h-100 card text-center "> <div class="card-body my-md-5 my-4 py-xl-2 py-md-0 py-sm-2 text-center"> <div class="d-table position-relative d-block mx-auto mb-3"> <img decoding="async" class="" src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2032%200'%3E%3C/svg%3E" width="32" alt="conversion_path_24dp_3563F9_FILL0_wght400_GRAD0_opsz24" style="" data-lazy-src="https://enpicom.com/wp-content/uploads/2024/09/conversion_path_24dp_3563F9_FILL0_wght400_GRAD0_opsz24.svg"><noscript><img decoding="async" class="" src="https://enpicom.com/wp-content/uploads/2024/09/conversion_path_24dp_3563F9_FILL0_wght400_GRAD0_opsz24.svg" width="32" alt="conversion_path_24dp_3563F9_FILL0_wght400_GRAD0_opsz24" style=""></noscript> </div> <h3 class="si-imagebox-title h5 mb-3" style="color: #221F20"> </h3> <div class="si-imagebox-description mb-0-last-child" style="color: #221F20"><p>Data scientists enjoy an MLOps framework, allowing them to manage their ML lifecycle</p></div> </div> </div> </div> <div class="swiper-slide h-auto "> <div class="h-100 card text-center "> <div class="card-body my-md-5 my-4 py-xl-2 py-md-0 py-sm-2 text-center"> <div class="d-table position-relative d-block mx-auto mb-3"> <img decoding="async" class="" src="data:image/svg+xml,%3Csvg%20xmlns='http://www.w3.org/2000/svg'%20viewBox='0%200%2032%200'%3E%3C/svg%3E" width="32" alt="web_traffic_24dp_3563F9_FILL0_wght400_GRAD0_opsz24" style="" data-lazy-src="https://enpicom.com/wp-content/uploads/2024/09/web_traffic_24dp_3563F9_FILL0_wght400_GRAD0_opsz24.svg"><noscript><img decoding="async" class="" src="https://enpicom.com/wp-content/uploads/2024/09/web_traffic_24dp_3563F9_FILL0_wght400_GRAD0_opsz24.svg" width="32" alt="web_traffic_24dp_3563F9_FILL0_wght400_GRAD0_opsz24" style=""></noscript> </div> <h3 class="si-imagebox-title h5 mb-3" style="color: #221F20"> </h3> <div class="si-imagebox-description mb-0-last-child" style="color: #221F20"><p>Lab scientists get frictionless access to served models from the UI or integrated in a workflow, for inference or fine-tuning</p></div> </div> </div> </div> </div> <div class="swiper-pagination position-static mt-4 pt-lg-3 pt-2"></div> </div> </div> </div> </div> </div> </div> </section> <div class="elementor-element elementor-element-ab4c1cb e-flex e-con-boxed e-con e-parent" data-id="ab4c1cb" data-element_type="container"> <div class="e-con-inner"> <div class="elementor-element elementor-element-7b8112c elementor-widget elementor-widget-spacer" data-id="7b8112c" data-element_type="widget" data-widget_type="spacer.default"> <div class="elementor-widget-container"> <div class="elementor-spacer"> <div class="elementor-spacer-inner"></div> </div> </div> </div> </div> </div> <section class="elementor-section elementor-top-section elementor-element elementor-element-31b5dc66 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="31b5dc66" data-element_type="section"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-100 elementor-top-column elementor-element elementor-element-6c7bfa3" data-id="6c7bfa3" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-section elementor-inner-section elementor-element elementor-element-10344855 elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="10344855" data-element_type="section"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-100 elementor-inner-column elementor-element elementor-element-21c94312" data-id="21c94312" data-element_type="column"> <div class="elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-7a0aebec elementor-widget elementor-widget-heading" data-id="7a0aebec" data-element_type="widget" data-widget_type="heading.default"> <div class="elementor-widget-container"> <h2 class="elementor-heading-title elementor-size-default">How does it work?</h2> </div> </div> <div class="elementor-element elementor-element-19776a5 elementor-widget elementor-widget-heading" data-id="19776a5" data-element_type="widget" data-widget_type="heading.default"> <div class="elementor-widget-container"> <p class="elementor-heading-title elementor-size-default">Let's take a look at an example use case where lab scientists in your company have a wealth of thermostability data on antibodies. </p> </div> </div> </div> </div> </div> </div> <div class="elementor-section elementor-inner-section elementor-element elementor-element-615f564e elementor-section-full_width elementor-section-height-default elementor-section-height-default" data-id="615f564e" data-element_type="section"> <div class="elementor-container elementor-column-gap-default steps steps-sm steps-horizontal-md steps-center pb-5 mb-md-2 mb-lg-3"> <div class="elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-5b78c447 step" data-id="5b78c447" data-element_type="column"> <div class="p-0 flex-nowrap flex-md-wrap elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-595d5868 elementor-widget__width-auto elementor-widget elementor-widget-highlighted-heading" data-id="595d5868" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <h2 class="silicon-elementor-highlighted-heading__title step-number"><span class="si-multipurpose-text__before step-number-inner">1</span></h2> </div> </div> <div class="elementor-element elementor-element-15af3fbe elementor-widget-mobile__width-auto elementor-widget elementor-widget-highlighted-heading" data-id="15af3fbe" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <div class="silicon-elementor-highlighted-heading__title step-body"><span class="si-multipurpose-text__before d-block h4 mb-3">Fetching latest data</span><span class="silicon-elementor-highlighted-heading__highlighted-text">Using the IGX SDK data scientists can perform a simple query to fetch all the latest data that has thermostability metadata associated.</span></div> </div> </div> </div> </div> <div class="elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-60b20d81 step" data-id="60b20d81" data-element_type="column"> <div class="p-0 flex-nowrap flex-md-wrap elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-7721ebc6 elementor-widget__width-auto elementor-widget elementor-widget-highlighted-heading" data-id="7721ebc6" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <h2 class="silicon-elementor-highlighted-heading__title step-number"><span class="si-multipurpose-text__before step-number-inner">2</span></h2> </div> </div> <div class="elementor-element elementor-element-499efa8d elementor-widget-mobile__width-auto elementor-widget elementor-widget-highlighted-heading" data-id="499efa8d" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <div class="silicon-elementor-highlighted-heading__title step-body"><span class="si-multipurpose-text__before d-block h4 mb-3">Model training</span><span class="silicon-elementor-highlighted-heading__highlighted-text">The data scientists can perform training as usual, where the IGX SDK automatically tracks the artifacts, parameters and metrics of newly created models. </span></div> </div> </div> </div> </div> <div class="elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-4fc4c8b6 step" data-id="4fc4c8b6" data-element_type="column"> <div class="p-0 flex-nowrap flex-md-wrap elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-79c31f81 elementor-widget__width-auto elementor-widget elementor-widget-highlighted-heading" data-id="79c31f81" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <h2 class="silicon-elementor-highlighted-heading__title step-number"><span class="si-multipurpose-text__before step-number-inner">3</span></h2> </div> </div> <div class="elementor-element elementor-element-398a2921 elementor-widget-mobile__width-auto elementor-widget elementor-widget-highlighted-heading" data-id="398a2921" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <div class="silicon-elementor-highlighted-heading__title step-body"><span class="si-multipurpose-text__before d-block h4 mb-3">Model tracking</span><span class="silicon-elementor-highlighted-heading__highlighted-text">The tracking UI can be used to visually compare model performance, parameters, runtime stats and more.</span></div> </div> </div> </div> </div> <div class="elementor-column elementor-col-25 elementor-inner-column elementor-element elementor-element-29401739 step" data-id="29401739" data-element_type="column"> <div class="p-0 flex-nowrap flex-md-wrap elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-4dd2a3bb elementor-widget__width-auto elementor-widget elementor-widget-highlighted-heading" data-id="4dd2a3bb" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <h2 class="silicon-elementor-highlighted-heading__title step-number"><span class="si-multipurpose-text__before step-number-inner">4</span></h2> </div> </div> <div class="elementor-element elementor-element-f609d90 elementor-widget-mobile__width-auto elementor-widget elementor-widget-highlighted-heading" data-id="f609d90" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <div class="silicon-elementor-highlighted-heading__title step-body"><span class="si-multipurpose-text__before d-block h4 mb-3">Running the model</span><span class="silicon-elementor-highlighted-heading__highlighted-text">After the best model has been picked and validated, the model can be registered, with a few clicks, to make it available to the lab scientists. </span></div> </div> </div> </div> </div> </div> </div> <div class="elementor-section elementor-inner-section elementor-element elementor-element-25b0831f elementor-section-boxed elementor-section-height-default elementor-section-height-default" data-id="25b0831f" data-element_type="section"> <div class="elementor-container elementor-column-gap-default"> <div class="elementor-column elementor-col-50 elementor-inner-column elementor-element elementor-element-9b16542 col-md-6" data-id="9b16542" data-element_type="column"> <div class="p-0 elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-5c76a33 elementor-widget elementor-widget-image" 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elementor-widget-wrap elementor-element-populated"> <div class="elementor-element elementor-element-c701b0e elementor-widget__width-initial elementor-widget elementor-widget-highlighted-heading" data-id="c701b0e" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <h3 class="silicon-elementor-highlighted-heading__title h2 mb-lg-4 mb-3"><span class="si-multipurpose-text__before">Selecting the best candidates</span></h3> </div> </div> <div class="elementor-element elementor-element-2413c5c elementor-widget elementor-widget-highlighted-heading" data-id="2413c5c" data-element_type="widget" data-widget_type="highlighted-heading.default"> <div class="elementor-widget-container"> <p class="silicon-elementor-highlighted-heading__title mb-md-4 mb-3 fs-lg"><span class="si-multipurpose-text__before">Because the model interface is known, the lab scientists will not have to configure anything when running the model: the platform knows what metadata is used as input, and where to store the output of the model. <br>From the perspective of the lab scientists, they select their candidates, choose the newly available thermostability model from a list of models, and see the thermostability predictions become available as newly created metadata.</span></p> </div> </div> <div class="elementor-element elementor-element-85c984a elementor-widget elementor-widget-button" data-id="85c984a" data-element_type="widget" data-widget_type="button.button-silicon"> <div class="elementor-widget-container"> <a href="https://enpicom.com/machine-learning/" class="silicon-button btn btn-outline-primary btn-lg" role="button"> <span class="elementor-button-content-wrapper"> <span class="elementor-button-text silicon-button-text order-last">More about our ML solutions</span> </span> </a> </div> </div> </div> </div> </div> </div> </div> </div> </div> </section> <section class="elementor-section elementor-top-section elementor-element 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