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| <div class="ml-container ml-container--horizontally-center"> |
| <div class="col col-12 content-group"> |
| <h1>Tutorials</h1> |
| </div> |
| </div> |
| </section> --> |
| |
| <!-- Install SystemML --> |
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| <div class="ml-container ml-container--vertically-centered ml-container--reverse-order"> |
| <div class="col col-6 content-group content-group--more-padding"> |
| <img src="/assets/img/robotTutorialSm.png" alt="What is Apache SystemML?"> |
| </div> |
| <div class="col col-6 content-group content-group--more-padding button-group"> |
| <h2>Install SystemML</h2> |
| <h4><strong>Level:</strong> Beginner | <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.‎</p> |
| <a class="button button-secondary" href="tutorials.html">Tutorials</a> |
| <a class="button button-primary" href="install-systemml.html">Install SystemML</a> |
| </div> |
| </div> |
| <!-- Sample Notebooks --> |
| <h2 id="sample-notebook" class="text-center">Sample Notebooks</h2> |
| <div class="flex-container"> |
| <div class="nb-card"> |
| <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> |
| </div> |
| <div class="nb-card"> |
| <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> |
| </div> |
| <div class="nb-card"> |
| <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> |
| </div> |
| <div class="nb-card"> |
| <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> |
| </div> |
| <div class="nb-card"> |
| <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> |
| </div> |
| <div class="nb-card"> |
| <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> |
| </div> |
| |
| </div> |
| </section> |