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<h2><ahref="#what-open-source-libraries-are-you-releasing" id="what-open-source-libraries-are-you-releasing">What open source libraries are you releasing?</a></h2>
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<pclass="mb-10">ML Bazaar encompasses the following open-source libraries:</p>
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<ulclass="list-style">
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<li><ahref="https://github.com/HDI-Project/MLPrimitives" target='_blank'>MLPrimitives</a>, a specification for
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<li><ahref="https://github.com/MLBazaar/MLPrimitives" target='_blank'>MLPrimitives</a>, a specification for
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and collection of primitives for machine learning and data science</li>
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<li><ahref="https://github.com/HDI-Project/MLBlocks" target='_blank'>MLBlocks</a>, a pipeline execution library
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<li><ahref="https://github.com/MLBazaar/MLBlocks" target='_blank'>MLBlocks</a>, a pipeline execution library
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</li>
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<li><ahref="https://github.com/HDI-Project/BTB" target='_blank'>BTB</a>, a simple, extensible library for
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<li><ahref="https://github.com/MLBazaar/BTB" target='_blank'>BTB</a>, a simple, extensible library for
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AutoML</li>
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<li><ahref="https://github.com/HDI-Project/AutoBazaar" target='_blank'>AutoBazaar</a>, a reliable,
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<li><ahref="https://github.com/MLBazaar/AutoBazaar" target='_blank'>AutoBazaar</a>, a reliable,
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end-to-end, general purpose AutoML system built using our own framework</li>
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<li><ahref="https://github.com/HDI-Project/piex" target='_blank'>piex</a>, a library for analysis and
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<li><ahref="https://github.com/MLBazaar/piex" target='_blank'>piex</a>, a library for analysis and
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meta-analysis of scored pipelines</li>
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</ul>
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<h2><ahref="#how-can-i-programmatically-explore-datasets-pipelines-and-pipeline-templates" id="how-can-i-programmatically-explore-datasets-pipelines-and-pipeline-templates">How can I programmatically explore datasets, pipelines, and pipeline templates?</a></h2>
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<p>You can programmatically access the datasets (stored and organized in the standard D3M format) and about 3.1 million pipelines via <ahref="https://github.com/HDI-Project/piex" target="_blank">piex</a> and <ahref="https://github.com/HDI-Project/mit-d3m" target="_blank">mit-d3m</a>, our libraries for pipeline analysis and dataset loading. We are adding millions more.</p>
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<p>You can programmatically access the datasets (stored and organized in the standard D3M format) and about 3.1 million pipelines via <ahref="https://github.com/MLBazaar/piex" target="_blank">piex</a> and <ahref="https://github.com/MLBazaar/mit-d3m" target="_blank">mit-d3m</a>, our libraries for pipeline analysis and dataset loading. We are adding millions more.</p>
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<h2><ahref="#how-can-i-request-access-to-the-datasets" id="how-can-i-request-access-to-the-datasets">How can I request access to the datasets?</a></h2>
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<p>The ML Bazaar Task Suite, including 456 datasets and task definitions, is available for academic and non-commercial usage. Please email <ahref="mailto:mlbazaar@mit.edu?Subject=Request%20for%20ML%20Bazaar%20Task%20Suite%20access" target="_blank">mlbazaar@mit.edu</a> to request access and explain your intended usage. Our collection of scored pipelines can be accessed without restrictions.</p>
<p>We are motivated to provide a place where any practitioner can go and find validated competitive pipeline templates for their machine learning task.</p>
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<h2><ahref="#how-can-i-learn-more-about-ml-bazaar" id="how-can-i-learn-more-about-ml-bazaar">How can I learn more about ML Bazaar?</a></h2>
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<p>Please <ahref="https://www.micahsmith.com/files/mlbazaar_sigmod20.pdf" target="_blank">read our full paper about ML Bazaar</a>, published at SIGMOD 2020, or check out software libraries, documentation, and tutorials!</p>
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<p>Please <ahref="https://www.micahsmith.com/files/papers/Smith%20et%20al.%20-%202020%20-%20The%20Machine%20Learning%20Bazaar%20Harnessing%20the%20ML%20Ecosystem%20for%20Effective%20System%20Development.pdf" target="_blank">read our full paper about ML Bazaar</a>, published at SIGMOD 2020, or check out software libraries, documentation, and tutorials!</p>
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<h2><ahref="#how-can-i-cite-ml-bazaar" id="how-can-i-cite-ml-bazaar">How can I cite ML Bazaar?</a></h2>
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<pclass="mb-0">Please reference the following citation</p>
@@ -63,4 +63,4 @@ <h2><a href="#how-can-i-cite-ml-bazaar" id="how-can-i-cite-ml-bazaar">How can I
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