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</div> </div> </header> <div class="wrapper__body no-overlap"> <main class="main"> <article class="c-block b-block-single"> <header class="b-block-single__head"> <img width="1816" height="300" src="https://dagshub.com/wp-content/uploads/2023/01/shubham-dhage-JYoAr_dCyos-unsplash-1.png" class="b-block-single__thumbnail" alt="" decoding="async" fetchpriority="high" srcset="https://dagshub.com/wp-content/uploads/2023/01/shubham-dhage-JYoAr_dCyos-unsplash-1.png 1816w, https://dagshub.com/wp-content/uploads/2023/01/shubham-dhage-JYoAr_dCyos-unsplash-1-300x50.png 300w, https://dagshub.com/wp-content/uploads/2023/01/shubham-dhage-JYoAr_dCyos-unsplash-1-1024x169.png 1024w, https://dagshub.com/wp-content/uploads/2023/01/shubham-dhage-JYoAr_dCyos-unsplash-1-768x127.png 768w" sizes="(max-width: 1816px) 100vw, 1816px" /> <div class="b-block-single__head-image-author"> <p>Photo by <a href="https://unsplash.com/@theshubhamdhage?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Shubham Dhage</a> on <a href="https://unsplash.com/photos/80FNtdZ6L98?utm_source=unsplash&utm_medium=referral&utm_content=creditCopyText">Unsplash</a></p> </div> </header> <div class="b-block-single__container"> <div class="container container--small"> <div class="b-block-single__actions"> <div class="c-breadcrumbs"> <p class="breadcrumbs"><span><span><a href="https://dagshub.com/datasets/">Datasets</a></span> 禄 <span><a href="https://dagshub.com/datasets/tabular/">Tabular</a></span> 禄 <span class="breadcrumb_last" aria-current="page">TSBench</span></span></p></div> </div> <h1 class="b-block-single__title">TSBench Dataset for Machine Learning</h1> <ul class="c-list-categories"> <li class="c-list-categories__item"><a class="c-list-categories__link" href="https://dagshub.com/datasets/tabular/">Tabular</a></li> </ul> </div> <div class="b-block-single__middle"> <div class="container container--small"> <div class="b-block-single__content"> <div class="c-code"> <h3 class="c-code__title">Install DagsHub:</h3> <div class="c-code__body"> <pre class="c-code__preview"><code class="language-python">pip install dagshub</code></pre> <div class="c-code__overlay"> Click on copy button to copy content </div> <button class="c-btn c-btn-ghost c-code__copy" data-repo-id="InstallDagshub" data-analytics-event="CopySnippet_Clicked" data-current="Copy" data-active="Copied"><span aria-hidden="true">Copy</span></button> </div> </div> <div class="c-code"> <h3 class="c-code__title">To stream this data directly on DagsHub</h3> <div class="c-code__body"> <pre class="c-code__preview"><code class="language-python">from dagshub.streaming import DagsHubFilesystem fs = DagsHubFilesystem(".", repo_url="https://dagshub.com/DagsHub-Datasets/tsbench-dataset") fs.listdir("s3://odp-tsbench")</code></pre> <div class="c-code__overlay"> Click on copy button to copy content </div> <button class="c-btn c-btn-ghost c-code__copy" data-repo-id="169" data-analytics-event="CopySnippet_Clicked" data-current="Copy" data-active="Copied"><span aria-hidden="true">Copy</span></button> </div> </div> <div class="c-entry"> <div class="c-dataset c-dataset--description-wrapper"> <h2>Description</h2> <div class="c-dataset c-dataset--description-wrapper__text"> <p>TSBench comprises thousands of benchmark evaluations for time series forecasting methods. It provides various metrics (i.e. measures of accuracy, latency, number of model parameters, …) of 13 time series forecasting methods across 44 heterogeneous datasets. Time series forecasting methods include both classical and deep learning methods while several hyperparameters settings are evaluated for the deep learning methods. In addition to the tabular data providing the metrics, TSBench includes the probabilistic forecasts of all evaluated methods for all 44 datasets. While the tabular data is small (about 10 MiB), the forecasts amount to almost 600 GiB of data.</p> </div> </div> <div class="c-dataset c-dataset--cta-wrapper"> <a class="c-btn c-btn-primary c-btn-suffix-none" data-analytics-event="ExploreLink_Clicked" data-repo-id="169" target="_blank" href="https://dagshub.com/DagsHub-Datasets/tsbench-dataset">Explore this dataset on DagsHub</a> </div> <h2>Additional information</h2> <div class="c-dataset c-dataset--documentation-wrapper"> <h3>Documentation</h3> <div class="c-dataset c-dataset--documentation-wrapper__text"> <p><a href="https://github.com/awslabs/gluon-ts/tree/master/src/gluonts/nursery/tsbench/README.md">https://github.com/awslabs/gluon-ts/tree/master/src/gluonts/nursery/tsbench/README.md</a></p> </div> </div> <div class="c-dataset c-dataset--update_frequency-wrapper"> <h3>Update frequency</h3> <div class="c-dataset c-dataset--update_frequency-wrapper__text"> <p>Not expected to be updated</p> </div> </div> <div class="c-dataset c-dataset--managed_by-wrapper"> <h3>Managed by</h3> <div class="c-dataset c-dataset--managed_by-wrapper__text"> <p><a href="https://aws.amazon.com">https://aws.amazon.com</a></p> </div> </div> <div class="c-dataset c-dataset--license-wrapper"> <h3>License</h3> <div class="c-dataset c-dataset--license-wrapper__text"> <p><a href="https://creativecommons.org/licenses/by/4.0/" target="_blank">CC BY</a></p> </div> </div> <div class="c-dataset c-dataset--cta-wrapper"> <a class="c-btn c-btn-primary c-btn-suffix-none" data-analytics-event="ExploreLink_Clicked" data-repo-id="169" target="_blank" href="https://dagshub.com/DagsHub-Datasets/tsbench-dataset">Explore this dataset on DagsHub</a> </div> <div class="the-content "> </div> </div> <div class="c-list-tags"> <h3 class="c-list-tags__title">Tags</h3> <ul class="c-list-tags__list"> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/benchmark/">benchmark</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/deep-learning/">deep learning</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/machine-learning/">machine learning</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/meta-learning/">meta learning</a></li> <li class="c-list-tags__item"><a class="c-list-tags__link" href="https://dagshub.com/datasets/tags/time-series-forecasting/">time series forecasting</a></li> </ul> </div> </div> </div> </div> </div> </article> <div class="b-item-and-cta c-block"> <div class="container"> <div class="c-posts-alt"> <div class="c-posts-alt__head"> <h2 class="c-title c-posts-alt__title default" > Related datasets<br /> </h2> </div> <div class="c-posts-alt__body"> <article class="c-post-item c-post-item--id-1211 c-post-item--type-datasets c-post-item c-post-item--alt" style="color:#713f12;background: linear-gradient(180deg, 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