Data Engine

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style="color: #ffffff !important" > <strong><span style="background-image: linear-gradient(90deg, #A18CD1 0%, #D0A8DF 66.15%, #FBC2EB 100%),linear-gradient(0deg, #172D32, #172D32); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;" data-change-speed="100" data-block-id="u1">Enrich</span></strong><strong><span style="background-image: linear-gradient(90deg, #A18CD1 0%, #D0A8DF 66.15%, #FBC2EB 100%),linear-gradient(0deg, #172D32, #172D32); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;" data-change-speed="100" data-block-id="u1">Annotate</span><span style="background-image: linear-gradient(90deg, #A18CD1 0%, #D0A8DF 66.15%, #FBC2EB 100%),linear-gradient(0deg, #172D32, #172D32); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;" data-change-speed="100" data-block-id="u1">Curate</span><span style="background-image: linear-gradient(90deg, #A18CD1 0%, #D0A8DF 66.15%, #FBC2EB 100%),linear-gradient(0deg, #172D32, #172D32); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;" data-change-speed="100" data-block-id="u1">Visualize</span><span style="background-image: linear-gradient(90deg, #A18CD1 0%, #D0A8DF 66.15%, #FBC2EB 100%),linear-gradient(0deg, #172D32, #172D32); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;" data-change-speed="100" data-block-id="u1">Version</span><span style="background-image: linear-gradient(90deg, #A18CD1 0%, #D0A8DF 66.15%, #FBC2EB 100%),linear-gradient(0deg, #172D32, #172D32); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;" data-change-speed="100" data-block-id="u1">Stream</span></strong><strong><span style="background-image: linear-gradient(135deg, #43ff64d9 0%, #38ff00 0%, #9292f6 80%),linear-gradient(0deg, #6f3ab4, #6f3ab4); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;" data-stop-loop="true" data-change-speed="200" data-block-id="u1">Master</span></strong><br /> <strong>your unstructured data, </strong><strong>build reliable models.</strong><br /> </h1> <h3 class="c-title c-section-header__subtitle h2" style="color: #ffffff !important" > Supercharge your production datasets by using a central platform to effectively manage data, metadata, labels, and predictions. Curate data with a pandas-like interface, review & fix problems with your data and labels, and stream it straight to your training pipelines easily.<br /> </h3> </div> <ul class="c-buttons "> <li class="c-button testimonials-section__bottom-action c-button--type-link c-button__style--primary"> <a data-analytics-event="DE enterprise hero CTA - Signup for the beta group" class="c-btn c-btn-primary" href="https://dagshub.com/onboarding?data-engine-redirect=true" target="_self" title="Get started for free "> Get started for free </a> </li> <li class="c-button testimonials-section__bottom-action c-button--type-link c-button__style--ghost-outline-white-font"> <a data-analytics-event="" class="c-btn c-btn-ghost-outline-white-font" href="https://dagshub.com/lp/data-engine-contact/" target="_self" title="Talk to an expert "> Talk to an expert </a> </li> </ul> </div> <div class="b-hero__col b-hero__col--media"> <div class=" c-media c-media--border-radius " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img fetchpriority="high" decoding="async" width="1380" height="740" src="https://dagshub.com/wp-content/uploads/2023/07/Training_Loop_Hero_Image.png" class="c-media__image" alt="" srcset="https://dagshub.com/wp-content/uploads/2023/07/Training_Loop_Hero_Image.png 1380w, https://dagshub.com/wp-content/uploads/2023/07/Training_Loop_Hero_Image-300x161.png 300w, https://dagshub.com/wp-content/uploads/2023/07/Training_Loop_Hero_Image-1024x549.png 1024w, https://dagshub.com/wp-content/uploads/2023/07/Training_Loop_Hero_Image-768x412.png 768w" sizes="(max-width: 1380px) 100vw, 1380px" /> </div> </div> </div> </div> </div> </div></section> <section id="b-columns-423382" class="c-block b-block b-columns b-columns--layout-default c-block--padding-default "> <div class="c-background "> <div class="container container--alt c-block__content"> <div class="b-columns__inner"> <div class="b-columns__head"> <div class="c-section-header c-section-header--align-default "> </div> </div> <div class="b-columns__body"> <div class="b-columns__items c-columns" style="--columns-desktop: 2; --columns-tablet: 2; --columns-mobile: 1; --columns-gap-x: 30px; --columns-gap-y: 20px; --column-alignment-x: space-between; --column-grow: 0; --column-shrink: 1;" data-eq-items='.c-section-header, .c-text' data-eq-group-by='1:1, 768:2, 1200:2' > <div class="c-columns__col"> <div class="b-columns__item "> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h2 class="c-title c-section-header__title h1" > Every day, machine learning teams battle with the complexity of working on production data<br /> </h2> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h3 class="c-title c-section-header__subtitle h2" > Machine Learning teams face the daily challenge of handling complex production data. They receive vast amounts of information, selecting the most relevant data points, identifying underperforming models, preparing the data for training, conducting experiments, and deploying the best-performing model. It’s a tough battle, but they persist.<br /> </h3> </div> </div> </div> </div> </div> </div> </div> </div></section> <section id="b-side-by-side-text-and-media-661591" class="c-block b-block b-side-by-side-text-and-media b-side-by-side-text-and-media--layout-default c-block--padding-default b-side-by-side-text-and-media-desktop-left b-side-by-side-text-and-media-mobile-bottom"> <div class="c-background "> <div class="container container--alt c-block__content"> <div class="b-side-by-side-text-and-media__cols"> <div class="b-side-by-side-text-and-media__col b-side-by-side-text-and-media__col--entry"> <div class="c-section-header c-section-header--align-default "> <h2 class="c-title c-section-header__title h1" > Meet <span style="color: #a18cd1; background-image: -webkit-linear-gradient(90deg, #a18cd1 0%, #d0a8df 66.15%, #fbc2eb 100%); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;">Data Engine, </span>the holistic solution for your machine learning datasets<br /> </h2> </div> <div class="c-text c-text--list-style-default" > <h2>In today鈥檚 data-driven world, organizational success hinges on effective data management. By prioritizing data, Data Engine empowers machine learning teams to build better models by providing them with a centralized platform to effectively manage and leverage their datasets. With improved access to high-quality data, machine learning teams can enhance the accuracy and performance of their models, leading to more reliable and impactful results.</h2> </div> <ul class="c-buttons "> <li class="c-button testimonials-section__bottom-action c-button--type-link c-button__style--primary"> <a data-analytics-event="" class="c-btn c-btn-primary" href="https://dagshub.com/onboarding?data-engine-redirect=true" target="_self" title="Get started for free "> Get started for free </a> </li> </ul> </div> <div class="b-side-by-side-text-and-media__col b-side-by-side-text-and-media__col--media"> <div class=" c-media c-media--border-radius " > <div class="c-media__element c-media__element--type-image c-media__element--all c-media__element--large-desktop c-media__element--mobile" style="top:0;bottom:0;"> <img decoding="async" width="578" height="323" src="https://dagshub.com/wp-content/uploads/2023/07/Image-2.svg" class="c-media__image" alt="" /> </div> </div> </div> </div> </div> </div></section> <section id="b-columns-262117" class="c-block b-block b-columns b-columns--layout-small-icon c-block--padding-default b-columns--style-force-dark-background-on-media "> <div class="c-background "> <div class="c-background__color" style="background-color: #192e36"></div> <div class="container container--alt c-block__content"> <div class="b-columns__inner"> <div class="b-columns__head"> <div class="c-section-header c-section-header--align-center "> <h2 class="c-title c-section-header__title h1" style="color: #f7f8ff !important" > Build <span style="color: #a18cd1; background-image: -webkit-linear-gradient(90deg, #a18cd1 0%, #d0a8df 66.15%, #fbc2eb 100%); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;">reliable models</span> with these capabilities<br />  <br /> </h2> </div> </div> <div class="b-columns__body"> <div class="b-columns__items c-columns" style="--columns-desktop: 3; --columns-tablet: 2; --columns-mobile: 1; --columns-gap-x: 10px; --columns-gap-y: 0px; --column-alignment-x: start; --column-grow: 0; --column-shrink: 0;" > <div class="c-columns__col"> <div class="b-columns__item d-clicker"> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img decoding="async" width="24" height="24" src="https://dagshub.com/wp-content/uploads/2023/07/Chart-Icon-2.svg" class="c-media__image" alt="" /> </div> </div> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h2 class="c-title c-section-header__title default" style="color: #f7f8ff !important" > Create task oriented high quality datasets<br /> </h2> </div> <div class="c-text b-columns__text c-text--list-style-default" style="color: #f7f8ff !important;" > <p style="text-align: left;">Curate data using pandas-like syntax based on metadata and annotations. Avoid duplicates and make subsets accessible to all team members.</p> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img loading="lazy" decoding="async" width="25" height="24" src="https://dagshub.com/wp-content/uploads/2023/07/Chart-Icon-3.svg" class="c-media__image" alt="" /> </div> </div> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h2 class="c-title c-section-header__title default" style="color: #f7f8ff !important" > Visualize unstructured dataset<br /> </h2> </div> <div class="c-text b-columns__text c-text--list-style-default" style="color: #f7f8ff !important;" > <p>Go beyond statistics and visualize your actual data with DagsHub. Understand changes over time and gain insights into unstructured datasets.</p> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img loading="lazy" decoding="async" width="25" height="24" src="https://dagshub.com/wp-content/uploads/2023/07/Chart-Icon-4.svg" class="c-media__image" alt="" /> </div> </div> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h2 class="c-title c-section-header__title default" style="color: #f7f8ff !important" > Evaluate real world data quality<br /> </h2> </div> <div class="c-text b-columns__text c-text--list-style-default" style="color: #f7f8ff !important;" > <p style="text-align: left;">Handle large-scale, ever-changing data with ease. Review and evaluate new data, annotations, and metadata. Modify, communicate, and append samples to different datasets with a click of a button.</p> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img loading="lazy" decoding="async" width="24" height="24" src="https://dagshub.com/wp-content/uploads/2023/07/git-branch-1.svg" class="c-media__image" alt="" /> </div> </div> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h2 class="c-title c-section-header__title default" style="color: #f7f8ff !important" > Data & model lineage<br /> </h2> </div> <div class="c-text b-columns__text c-text--list-style-default" style="color: #f7f8ff !important;" > <p style="text-align: left;">Track relationships between models and the datasets, annotations, and metadata they were trained on. Ensure reproducibility and gain insights into the evolution of your ML projects.</p> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img loading="lazy" decoding="async" width="25" height="24" src="https://dagshub.com/wp-content/uploads/2023/07/Chart-Icon-5.svg" class="c-media__image" alt="" /> </div> </div> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h2 class="c-title c-section-header__title default" style="color: #f7f8ff !important" > Hard example mining<br /> </h2> </div> <div class="c-text b-columns__text c-text--list-style-default" style="color: #f7f8ff !important;" > <p style="text-align: left;">Uncover biases and inconsistent annotations. Log model predictions and leverage smart metadata querying. Visualize subsets, predictions, and annotations for informed model decision-making.</p> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img loading="lazy" decoding="async" width="25" height="24" src="https://dagshub.com/wp-content/uploads/2023/07/Chart-Icon-6.svg" class="c-media__image" alt="" /> </div> </div> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h2 class="c-title c-section-header__title default" style="color: #f7f8ff !important" > Labeling and auto-labeling<br /> </h2> </div> <div class="c-text b-columns__text c-text--list-style-default" style="color: #f7f8ff !important;" > <p style="text-align: left;">Efficiently annotate data with a click. Send subsets to an annotation workspace supporting team members, external vendors, or auto-labeling for large-scale datasets.</p> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img loading="lazy" decoding="async" width="24" height="24" src="https://dagshub.com/wp-content/uploads/2023/07/Chart-Icon-7.svg" class="c-media__image" alt="" /> </div> </div> <div class="c-section-header c-section-header--align-default b-columns__section-header"> <h2 class="c-title c-section-header__title default" style="color: #f7f8ff !important" > Data streaming<br /> </h2> </div> <div class="c-text b-columns__text c-text--list-style-default" style="color: #f7f8ff !important;" > <p style="text-align: left;">Reduce costs and memory requirements. Download only necessary data for specific tasks. Use familiar data loaders interface to minimize expensive GPU idle time.</p> </div> </div> </div> </div> </div> </div> </div> </div></section> <section id="b-columns-941152" class="c-block b-block b-columns b-columns--layout-default c-block--padding-small "> <div class="c-background "> <div class="c-background__color" style="background-color: #f7f8ff"></div> <div class="container container--alt c-block__content"> <div class="b-columns__inner"> <div class="b-columns__head"> <div class="c-section-header c-section-header--align-center "> <h2 class="c-title c-section-header__title h1" style="color: #172d32 !important" > Get the most out of your organization’s data with<span style="color: #a18cd1; background-image: -webkit-linear-gradient(90deg, #a18cd1 0%, #d0a8df 66.15%, #fbc2eb 100%); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;">聽</span><br /> <span style="color: #a18cd1; background-image: -webkit-linear-gradient(90deg, #a18cd1 0%, #d0a8df 66.15%, #fbc2eb 100%); background-clip: text; -webkit-background-clip: text; text-fill-color: transparent; -webkit-text-fill-color: transparent;">Data Engine</span><br /> </h2> <h3 class="c-title c-section-header__subtitle default" > Streamline your data processes, from handling unstructured data to model deployment, and enhance efficiency across your organization.<br /> </h3> </div> </div> <div class="b-columns__body"> <div class="b-columns__items c-columns" style="--columns-desktop: 4; --columns-tablet: 2; --columns-mobile: 1; --columns-gap-x: 24px; --columns-gap-y: 24px; --column-alignment-x: center; --column-grow: 1; --column-shrink: 0;" data-eq-items='.c-section-header, .c-text' data-eq-group-by='1:1, 768:2, 1200:4' > <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img loading="lazy" decoding="async" width="572" height="400" src="https://dagshub.com/wp-content/uploads/2023/07/Central_Source_of_Truth_01.png" class="c-media__image" alt="" srcset="https://dagshub.com/wp-content/uploads/2023/07/Central_Source_of_Truth_01.png 572w, https://dagshub.com/wp-content/uploads/2023/07/Central_Source_of_Truth_01-300x210.png 300w" sizes="(max-width: 572px) 100vw, 572px" /> </div> </div> <div class="c-section-header c-section-header--align-center b-columns__section-header"> <h2 class="c-title c-section-header__title h2" > <span class="discussion-level-1 discussion-id-fa3a8d75-e091-45f2-84ce-549426d4221c notion-enable-hover" data-token-index="0">Centralized</span><span class="notion-enable-hover" data-token-index="1"> platform</span><br /> </h2> <h3 class="c-title c-section-header__subtitle default" > Manage your ML projects from one place and build a central source of truth for your team. Bring order to the chaos in your datasets.<br /> </h3> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div class="c-media__element c-media__element--type-image c-media__element--all" style="top:0;bottom:0;"> <img loading="lazy" decoding="async" width="286" height="200" src="https://dagshub.com/wp-content/uploads/2023/07/deepmind-Vc0CmuIfMg0-unsplash.svg" class="c-media__image" alt="" /> </div> </div> <div class="c-section-header c-section-header--align-center b-columns__section-header"> <h2 class="c-title c-section-header__title h2" > <span class="notion-enable-hover" data-token-index="0">No DevOps required</span><br /> </h2> <h3 class="c-title c-section-header__subtitle default" > Use an out-of-the-box solution for data management and have your team focus on the ML.<br /> </h3> </div> </div> </div> <div class="c-columns__col"> <div class="b-columns__item "> <div class=" c-media b-columns__media " > <div 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