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<title>Data Analytics Library</title>

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</style><table class="infobox vevent"><tbody><tr><th colspan="2" class="infobox-above summary">Data Analytics Library</th></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="Programmer" title="Programmer">Developer(s)</a></th><td class="infobox-data"><a href="Intel" title="Intel">Intel</a></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Initial release</th><td class="infobox-data">August 25, 2015<span style="display:none"> (<span class="bday dtstart published updated">2015-08-25</span>)</span></td></tr><tr style="display: none;"><td colspan="2" class="infobox-full-data"></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="Software_release_life_cycle" title="Software release life cycle">Stable release</a></th><td class="infobox-data"><div style="margin:0px;">2021 Update 4

/ 2021<span style="display:none"> (<span class="bday dtstart published updated">2021</span>)</span><sup id="cite_ref-1" class="reference"><a href="#cite_note-1"><span class="cite-bracket">[</span>1<span class="cite-bracket">]</span></a></sup></div></td></tr><tr style="display:none"><td colspan="2">

</td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="Repository_(version_control)" title="Repository (version control)">Repository</a></th><td class="infobox-data"><style data-mw-deduplicate="TemplateStyles:r1126788409">

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</style><div class="plainlist"><ul><li><span class="url"><a rel="nofollow" class="external text" href="https://github.com/oneapi-src/oneDAL">github<wbr>.com<wbr>/oneapi-src<wbr>/oneDAL</a></span> </li></ul>

</div></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Written in</th><td class="infobox-data"><a href="C%2B%2B" title="C++">C++</a>, <a href="Java_(programming_language)" title="Java (programming language)">Java</a>, <a href="Python_(programming_language)" title="Python (programming language)">Python</a><sup id="cite_ref-homepage_2-0" class="reference"><a href="#cite_note-homepage-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="Operating_system" title="Operating system">Operating system</a></th><td class="infobox-data"><a href="Microsoft_Windows" title="Microsoft Windows">Microsoft Windows</a>, <a href="Linux" title="Linux">Linux</a>, <a href="MacOS" title="MacOS">macOS</a><sup id="cite_ref-homepage_2-1" class="reference"><a href="#cite_note-homepage-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="Computing_platform" title="Computing platform">Platform</a></th><td class="infobox-data"><a href="Intel_Atom" title="Intel Atom">Intel Atom</a>, <a href="Intel_Core" title="Intel Core">Intel Core</a>, <a href="Intel_Xeon" class="mw-redirect" title="Intel Xeon">Intel Xeon</a><sup id="cite_ref-homepage_2-2" class="reference"><a href="#cite_note-homepage-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="Software_categories#Categorization_approaches" title="Software categories">Type</a></th><td class="infobox-data"><a href="Library_(computing)" title="Library (computing)">Library</a> or <a href="Software_framework" title="Software framework">framework</a></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;"><a href="Software_license" title="Software license">License</a></th><td class="infobox-data"><a href="Apache_License" title="Apache License">Apache License</a> 2.0<sup id="cite_ref-freedaal_3-0" class="reference"><a href="#cite_note-freedaal-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup></td></tr><tr><th scope="row" class="infobox-label" style="white-space: nowrap;">Website</th><td class="infobox-data"><span class="url"><a rel="nofollow" class="external text" href="https://software.intel.com/content/www/us/en/develop/tools/data-analytics-acceleration-library.html">software<wbr>.intel<wbr>.com<wbr>/content<wbr>/www<wbr>/us<wbr>/en<wbr>/develop<wbr>/tools<wbr>/data-analytics-acceleration-library<wbr>.html</a></span></td></tr></tbody></table>

<p><a href="OneAPI_(compute_acceleration)" title="OneAPI (compute acceleration)">oneAPI</a> <b>Data Analytics Library</b> (oneDAL; formerly Intel Data Analytics Acceleration Library or Intel DAAL), is a <a href="Library_(computer_science)" class="mw-redirect" title="Library (computer science)">library</a> of optimized algorithmic building blocks for <a href="Data_analysis" title="Data analysis">data analysis</a> stages most commonly associated with solving <a href="Big_Data" class="mw-redirect" title="Big Data">Big Data</a> problems.<sup id="cite_ref-githubdaal_4-0" class="reference"><a href="#cite_note-githubdaal-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-5" class="reference"><a href="#cite_note-5"><span class="cite-bracket">[</span>5<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-6" class="reference"><a href="#cite_note-6"><span class="cite-bracket">[</span>6<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-7" class="reference"><a href="#cite_note-7"><span class="cite-bracket">[</span>7<span class="cite-bracket">]</span></a></sup>

</p><p>The library supports Intel processors and is available for <a href="Windows" class="mw-redirect" title="Windows">Windows</a>, <a href="Linux" title="Linux">Linux</a> and <a href="MacOS" title="MacOS">macOS</a> <a href="Operating_system" title="Operating system">operating systems</a>.<sup id="cite_ref-homepage_2-3" class="reference"><a href="#cite_note-homepage-2"><span class="cite-bracket">[</span>2<span class="cite-bracket">]</span></a></sup> The library is designed for use popular data platforms including <a href="Hadoop" class="mw-redirect" title="Hadoop">Hadoop</a>, <a href="Apache_Spark" title="Apache Spark">Spark</a>, <a href="R_(programming_language)" title="R (programming language)">R</a>, and <a href="MATLAB" title="MATLAB">MATLAB</a>.<sup id="cite_ref-githubdaal_4-1" class="reference"><a href="#cite_note-githubdaal-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-dicedaal_8-0" class="reference"><a href="#cite_note-dicedaal-8"><span class="cite-bracket">[</span>8<span class="cite-bracket">]</span></a></sup>

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<div class="mw-heading mw-heading2"><h2 id="History">History</h2></div>

<p>Intel launched the Intel Data Analytics Library(oneDAL) on December 8, 2020. It also launched the Data Analytics Acceleration Library on August 25, 2015 and called it Intel Data Analytics Acceleration Library 2016 (Intel DAAL 2016).<sup id="cite_ref-9" class="reference"><a href="#cite_note-9"><span class="cite-bracket">[</span>9<span class="cite-bracket">]</span></a></sup> oneDAL is bundled with Intel oneAPI Base Toolkit as a commercial product. A standalone version is available commercially or freely,<sup id="cite_ref-freedaal_3-1" class="reference"><a href="#cite_note-freedaal-3"><span class="cite-bracket">[</span>3<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-commlic_10-0" class="reference"><a href="#cite_note-commlic-10"><span class="cite-bracket">[</span>10<span class="cite-bracket">]</span></a></sup> the only difference being support and maintenance related.

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<div class="mw-heading mw-heading2"><h2 id="Details">Details</h2></div>

<div class="mw-heading mw-heading3"><h3 id="Functional_categories">Functional categories</h3></div>

<p>Intel DAAL has the following algorithms:<sup id="cite_ref-11" class="reference"><a href="#cite_note-11"><span class="cite-bracket">[</span>11<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-githubdaal_4-2" class="reference"><a href="#cite_note-githubdaal-4"><span class="cite-bracket">[</span>4<span class="cite-bracket">]</span></a></sup><sup id="cite_ref-colfaxdaal_12-0" class="reference"><a href="#cite_note-colfaxdaal-12"><span class="cite-bracket">[</span>12<span class="cite-bracket">]</span></a></sup>

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<ul><li><b>Analysis</b>

<ul><li><b>Low Order Moments:</b> Includes computing min, max, mean, standard deviation, variance, etc. for a dataset.</li>

<li><b>Quantiles:</b> splitting observations into equal-sized groups defined by quantile orders.</li>

<li><b>Correlation matrix and variance-covariance matrix:</b> A basic tool in understanding statistical dependence among variables. The degree of correlation indicates the tendency of one change to indicate the likely change in another.</li>

<li><b>Cosine distance matrix:</b> Measuring pairwise distance using cosine distance.</li>

<li><b>Correlation distance matrix:</b> Measuring pairwise distance between items using correlation distance.</li>

<li><b>Clustering:</b> Grouping data into unlabeled groups. This is a typical technique used in “unsupervised learning” where there is not established model to rely on. Intel DAAL provides 2 algorithms for clustering: K-Means and “EM for GMM.”</li>

<li><b>Principal Component Analysis (PCA):</b> the most popular algorithm for dimensionality reduction.</li>

<li><b>Association rules mining:</b> Detecting co-occurrence patterns. Commonly known as “shopping basket mining.”</li>

<li><b>Data transformation through matrix decomposition:</b> DAAL provides Cholesky, QR, and SVD decomposition algorithms.</li>

<li><b>Outlier detection:</b> Identifying observations that are abnormally distant from typical distribution of other observations.</li></ul></li>

<li><b>Training and Prediction</b>

<ul><li><b>Regression</b>

<ul><li><b>Linear regression:</b> The simplest regression method. Fitting a linear equation to model the relationship between dependent variables (things to be predicted) and explanatory variables (things known).</li></ul></li>

<li><b>Classification:</b> Building a model to assign items into different labeled groups. DAAL provides multiple algorithms in this area, including Naïve Bayes classifier, Support Vector Machine, and multi-class classifiers.</li>

<li><b>Recommendation systems</b></li>

<li><b>Neural networks</b></li></ul></li></ul>

<p>Intel DAAL supported three processing modes:

</p>

<ul><li><b>Batch processing:</b> When all data fits in the memory, a function is called to process the data all at once.</li>

<li><b>Online processing (also called Streaming):</b> when all data does not fit in memory. Intel® DAAL can process data chunks individually and combine all partial results at the finalizing stage.</li>

<li><b>Distributed processing:</b> DAAL supports a model similar to MapReduce. Consumers in a cluster process local data (map stage), and then the Producer process collects and combines partial results from Consumers (reduce stage). Intel DAAL offers flexibility in this mode by leaving the communication functions completely to the developer. Developers can choose to use the data movement in a framework such as Hadoop or Spark, or explicitly coding communications most likely with MPI.</li></ul>

<div class="mw-heading mw-heading2"><h2 id="References">References</h2></div>

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</style><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://software.intel.com/content/www/us/en/develop/articles/intel-daal-release-notes-and-new-features.html">"Intel® Data Analytics Acceleration Library Release Notes"</a>. <i>software.intel.com</i>.</cite></span>

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<li id="cite_note-homepage-2"><span class="mw-cite-backlink">^ <a href="#cite_ref-homepage_2-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-homepage_2-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-homepage_2-2"><sup><i><b>c</b></i></sup></a> <a href="#cite_ref-homepage_2-3"><sup><i><b>d</b></i></sup></a></span> <span class="reference-text"><a rel="nofollow" class="external text" href="https://software.intel.com/content/www/us/en/develop/tools/data-analytics-acceleration-library.html">Intel® Data Analytics Acceleration Library (Intel® DAAL) | Intel® Software</a></span>

</li>

<li id="cite_note-freedaal-3"><span class="mw-cite-backlink">^ <a href="#cite_ref-freedaal_3-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-freedaal_3-1"><sup><i><b>b</b></i></sup></a></span> <span class="reference-text"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://software.intel.com/content/www/us/en/develop/articles/opendaal.html">"Open Source Project: Intel Data Analytics Acceleration Library (DAAL)"</a>.</cite></span>

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<li id="cite_note-githubdaal-4"><span class="mw-cite-backlink">^ <a href="#cite_ref-githubdaal_4-0"><sup><i><b>a</b></i></sup></a> <a href="#cite_ref-githubdaal_4-1"><sup><i><b>b</b></i></sup></a> <a href="#cite_ref-githubdaal_4-2"><sup><i><b>c</b></i></sup></a></span> <span class="reference-text"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://github.com/oneapi-src/oneDAL">"DAAL github"</a>. <i><a href="GitHub" title="GitHub">GitHub</a></i>.</cite></span>

</li>

<li id="cite_note-5"><span class="mw-cite-backlink"><b><a href="#cite_ref-5">^</a></b></span> <span class="reference-text"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="http://insidehpc.com/2015/08/intel-updates-developer-toolkit-with-data-analytics-acceleration-library/">"Intel Updates Developer Toolkit with Data Analytics Acceleration Library"</a>. 25 August 2015.</cite></span>

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<li id="cite_note-6"><span class="mw-cite-backlink"><b><a href="#cite_ref-6">^</a></b></span> <span class="reference-text"><cite class="citation news cs1"><a rel="nofollow" class="external text" href="https://www.theregister.co.uk/2015/08/26/intel_adds_big_data_functions_to_math_libraries/">"Intel adds big data functions to math libraries"</a>. <i><a href="The_Register" title="The Register">The Register</a></i>.</cite></span>

</li>

<li id="cite_note-7"><span class="mw-cite-backlink"><b><a href="#cite_ref-7">^</a></b></span> <span class="reference-text"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="http://www.nextplatform.com/2015/08/25/intel-leverages-hpc-core-for-analytics-tooling-push/">"Intel Leverages HPC Core for Analytics Tooling Push"</a>. <i>nextplatform.com</i>. 2015-08-25.</cite></span>

</li>

<li id="cite_note-dicedaal-8"><span class="mw-cite-backlink"><b><a href="#cite_ref-dicedaal_8-0">^</a></b></span> <span class="reference-text"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="http://insights.dice.com/2016/01/13/try-out-intel-daal-to-process-big-data/">"Try Out Intel DAAL to Process Big Data"</a>. 13 January 2016.</cite></span>

</li>

<li id="cite_note-9"><span class="mw-cite-backlink"><b><a href="#cite_ref-9">^</a></b></span> <span class="reference-text"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://software.intel.com/content/www/us/en/develop/tools/data-analytics-acceleration-library.html">"Intel Data Analytics Acceleration Library"</a>.</cite></span>

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<li id="cite_note-commlic-10"><span class="mw-cite-backlink"><b><a href="#cite_ref-commlic_10-0">^</a></b></span> <span class="reference-text"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="https://software.intel.com/content/www/us/en/develop/tools/performance-libraries.html">"Community Licensing of Intel Performance Libraries"</a>.</cite></span>

</li>

<li id="cite_note-11"><span class="mw-cite-backlink"><b><a href="#cite_ref-11">^</a></b></span> <span class="reference-text"><a rel="nofollow" class="external text" href="https://software.intel.com/content/www/us/en/develop/documentation/daal-programming-guide/top.html">Developer Guide for Intel(R) Data Analytics Acceleration Library 2020</a></span>

</li>

<li id="cite_note-colfaxdaal-12"><span class="mw-cite-backlink"><b><a href="#cite_ref-colfaxdaal_12-0">^</a></b></span> <span class="reference-text"><cite class="citation web cs1"><a rel="nofollow" class="external text" href="http://colfaxresearch.com/intro-to-daal-1/">"Introduction to Intel DAAL, Part 1: Polynomial Regression with Batch Mode Computation"</a>. 28 October 2015.</cite></span>

</li>

</ol></div></div>

<div class="mw-heading mw-heading2"><h2 id="External_links">External links</h2></div>

<ul><li><a href="OneAPI_(compute_acceleration)" title="OneAPI (compute acceleration)">OneAPI (compute acceleration)</a></li>

<li><a rel="nofollow" class="external text" href="https://spec.oneapi.io/versions/0.5.0/oneAPI/Elements/onedal/onedal_root.html">oneAPI oneDAL Specification</a> <a rel="nofollow" class="external text" href="https://web.archive.org/web/20211007090835/https://spec.oneapi.io/versions/0.5.0/oneAPI/Elements/onedal/onedal_root.html">Archived</a> 2021-10-07 at the <a href="Wayback_Machine" title="Wayback Machine">Wayback Machine</a></li>

<li><a rel="nofollow" class="external text" href="https://github.com/oneapi-src/oneDAL">oneDAL</a> on <a href="GitHub" title="GitHub">GitHub</a></li>

<li><a rel="nofollow" class="external text" href="https://software.intel.com/content/www/us/en/develop/tools/data-analytics-acceleration-library.html">DAAL Official Product Website</a></li>

<li><a rel="nofollow" class="external text" href="https://software.intel.com/en-us/intel-daal-support">DAAL Support</a></li>

<li><a rel="nofollow" class="external text" href="https://software.intel.com/en-us/intel-daal-support/training">DAAL User Forum</a></li>

<li><a rel="nofollow" class="external text" href="http://premier.intel.com/">DAAL Support Channel</a></li></ul>

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</style><div id="Intel_software236" style="font-size:114%;margin:0 4em"><a href="Intel" title="Intel">Intel</a> software</div></th></tr><tr><td class="navbox-abovebelow" colspan="2"><div>Items <i>in italics</i> are no longer maintained or have planned end-of-life dates.</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Development</th><td class="navbox-list-with-group navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<ul><li><a href="Intel_Parallel_Studio" title="Intel Parallel Studio">Parallel Studio</a></li>

<li><a href="Intel_C%2B%2B_Compiler" title="Intel C++ Compiler">C++ Compiler</a></li>

<li><a href="Intel_Fortran_Compiler" title="Intel Fortran Compiler">Fortran Compiler</a></li>

<li><a href="Intel_Advisor" title="Intel Advisor">Advisor</a></li>

<li><a href="Intel_Inspector" title="Intel Inspector">Inspector</a></li>

<li><i><a href="INTERP/80" class="mw-redirect" title="INTERP/80">INTERP/80</a></i></li>

<li><a href="VTune" title="VTune">VTune</a></li></ul>

</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Components</th><td class="navbox-list-with-group navbox-list navbox-even hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<li><a href="Integrated_Performance_Primitives" title="Integrated Performance Primitives">Integrated Performance Primitives</a> (IPP)</li>

<li><a href="Math_Kernel_Library" title="Math Kernel Library">Math Kernel Library</a> (MKL)</li>

<li><a href="Threading_Building_Blocks" title="Threading Building Blocks">Threading Building Blocks</a> (TBB)</li></ul>

</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Open source</th><td class="navbox-list-with-group navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<li><a href="Threading_Building_Blocks" title="Threading Building Blocks">Threading Building Blocks</a> (TBB)</li>

<li><a href="Tizen" title="Tizen">Tizen</a></li>

<li><a href="OpenVINO" title="OpenVINO">OpenVINO</a></li></ul>

</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Software programs</th><td class="navbox-list-with-group navbox-list navbox-even hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<ul><li><a href="Havok_(company)" title="Havok (company)">Telekinesys Research</a><sup>1</sup>

<ul><li><a href="Havok_(software)" title="Havok (software)">Havok</a><sup>1</sup></li>

<li><a href="Vision_(game_engine)" title="Vision (game engine)">Vision</a><sup>1</sup></li></ul></li></ul>

</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Organizations</th><td class="navbox-list-with-group navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<ul><li><a href="Intel_Developer_Zone" title="Intel Developer Zone">Developer Zone</a></li>

<li><a href="Intel_Research" class="mw-redirect" title="Intel Research">Research</a></li></ul>

</div></td></tr><tr><td class="navbox-abovebelow hlist" colspan="2"><div>

<ul><li><span style="font-size: 85%;"><sup>1</sup><i>Sold to <a href="Microsoft" title="Microsoft">Microsoft</a></i></span></li></ul>

</div></td></tr></tbody></table></div>

<div class="navbox-styles"></div><div role="navigation" class="navbox" aria-labelledby="Numerical_linear_algebra64" style="padding:3px"><table class="nowraplinks mw-collapsible autocollapse navbox-inner" style="border-spacing:0;background:transparent;color:inherit"><tbody><tr><th scope="col" class="navbox-title" colspan="2"><div id="Numerical_linear_algebra64" style="font-size:114%;margin:0 4em"><a href="Numerical_linear_algebra" title="Numerical linear algebra">Numerical linear algebra</a></div></th></tr><tr><th scope="row" class="navbox-group" style="width:1%">Key concepts</th><td class="navbox-list-with-group navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<ul><li><a href="Floating_point" class="mw-redirect" title="Floating point">Floating point</a></li>

<li><a href="Numerical_stability" title="Numerical stability">Numerical stability</a></li></ul>

</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Problems</th><td class="navbox-list-with-group navbox-list navbox-even hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<ul><li><a href="System_of_linear_equations" title="System of linear equations">System of linear equations</a></li>

<li><a href="Matrix_decomposition" title="Matrix decomposition">Matrix decompositions</a></li>

<li><a href="Matrix_multiplication" title="Matrix multiplication">Matrix multiplication</a> (<a href="Matrix_multiplication_algorithm" title="Matrix multiplication algorithm">algorithms</a>)</li>

<li><a href="Matrix_splitting" title="Matrix splitting">Matrix splitting</a></li>

<li><a href="Sparse_matrix" title="Sparse matrix">Sparse problems</a></li></ul>

</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Hardware</th><td class="navbox-list-with-group navbox-list navbox-odd hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<ul><li><a href="CPU_cache" title="CPU cache">CPU cache</a></li>

<li><a href="Cache-oblivious_algorithm" title="Cache-oblivious algorithm">Cache-oblivious algorithm</a></li>

<li><a href="Multiprocessing" title="Multiprocessing">Multiprocessing</a></li></ul>

</div></td></tr><tr><th scope="row" class="navbox-group" style="width:1%">Software</th><td class="navbox-list-with-group navbox-list navbox-even hlist" style="width:100%;padding:0"><div style="padding:0 0.25em">

<ul><li><a href="Automatically_Tuned_Linear_Algebra_Software" title="Automatically Tuned Linear Algebra Software">ATLAS</a></li>

<li><a href="MATLAB" title="MATLAB">MATLAB</a></li>

<li><a href="Basic_Linear_Algebra_Subprograms" title="Basic Linear Algebra Subprograms">Basic Linear Algebra Subprograms (BLAS)</a></li>

<li><a href="LAPACK" title="LAPACK">LAPACK</a></li>

<li><a href="Comparison_of_linear_algebra_libraries" title="Comparison of linear algebra libraries">Specialized libraries</a></li>

<li><a href="Comparison_of_numerical-analysis_software" title="Comparison of numerical-analysis software">General purpose software</a></li></ul>

</div></td></tr></tbody></table></div></div><div><div class="zim-footer">

This article is issued from <a class="external text" title="Last edited on 2025-05-15" href="https://en.wikipedia.org/wiki/?title=Data_Analytics_Library&oldid=1290571747">Wikipedia</a>. The text is available under <a class="external text" href="https://creativecommons.org/licenses/by-sa/4.0/deed.en">Creative Commons Attribution-Share Alike 4.0</a> unless otherwise noted. Additional terms may apply for the media files.

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