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<h1>Tutorials</h1>
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<img src="/assets/img/robotTutorialSm.png" alt="What is Apache SystemML?">
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<h2>Install SystemML</h2>
<h4><strong>Level:</strong> Beginner &nbsp; | &nbsp; <strong>Time:</strong> 20 minutes</h4><br>
<p>New to Apache SystemML? Try our quick install guide that will walk you through setting up your environment and getting you up and going with SystemML.&lrm;</p>
<a class="button button-secondary" href="tutorials.html">Tutorials</a>
<a class="button button-primary" href="install-systemml.html">Install SystemML</a>
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<h2 id="sample-notebook" class="text-center">Sample Notebooks</h2>
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<h3>Linear Regression Algorithms Demo</h3>
<p>This notebook demonstrates the development of various linear regression algorithms in SystemML.</p>
<a class="nb-link" href="https://github.com/apache/systemml/blob/master/samples/jupyter-notebooks/Linear_Regression_Algorithms_Demo.ipynb" target="_blank"><span class="icon jupyter-logo"></span><span>View on Github</span></a>
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<h3>Deep Learning Image Classification</h3>
<p>This notebook shows SystemML Deep Learning functionality to map images of single digit numbers to their corresponding numeric representations.</p>
<a class="nb-link" href="https://github.com/apache/systemml/blob/master/samples/jupyter-notebooks/Deep_Learning_Image_Classification.ipynb" target="_blank"><span class="icon jupyter-logo"></span><span>View on Github</span></a>
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<h3>SystemML PySpark Recommendation Demo</h3>
<p>This demonstrates using SystemML for product recommendation using Poisson NonNegative Matrix Factorization (PNMF) with PNMF algorithm written using R like syntax.</p>
<a class="nb-link" href="https://github.com/apache/systemml/blob/master/samples/jupyter-notebooks/SystemML-PySpark-Recommendation-Demo.ipynb" target="_blank"><span class="icon jupyter-logo"></span><span>View on Github</span></a>
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<h3>SystemML Scala Tutorial</h3>
<p>This tutorial includes simple example to run DML script and display output.</p>
<a class="nb-link" href="https://github.com/apache/systemml/blob/master/samples/jupyter-notebooks/tutorial1.ipynb" target="_blank"><span class="icon jupyter-logo"></span><span>View on Github</span></a>
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<h3>Autoencoder</h3>
<p>This notebook demonstrates the invocation of the SystemML autoencoder script, and alternative ways of passing in/out data.</p>
<a class="nb-link" href="https://github.com/apache/systemml/blob/master/samples/jupyter-notebooks/Autoencoder.ipynb" target="_blank"><span class="icon jupyter-logo"></span><span>View on Github</span></a>
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<h3>DML Tips and Tricks</h3>
<p>This example shows helpful matrix processing techniques and other linear algebra operations using SystemML's Declarative Machine Learning (DML) scripting language.</p>
<a class="nb-link" href="https://github.com/apache/systemml/blob/master/samples/jupyter-notebooks/DML%20Tips%20and%20Tricks%20(aka%20Fun%20With%20DML).ipynb" target="_blank"><span class="icon jupyter-logo"></span><span>View on Github</span></a>
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