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Community </span> </a> </li> <li class="md-nav__item"> <a href="#contributing-code" class="md-nav__link"> <span class="md-ellipsis"> Contributing Code </span> </a> </li> <li class="md-nav__item"> <a href="#cite-this-work" class="md-nav__link"> <span class="md-ellipsis"> Cite this work </span> </a> </li> <li class="md-nav__item"> <a href="#acknowledgements" class="md-nav__link"> <span class="md-ellipsis"> Acknowledgements </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="install/" class="md-nav__link"> <span class="md-ellipsis"> Installation </span> </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_3" > <label class="md-nav__link" for="__nav_3" id="__nav_3_label" tabindex="0"> <span class="md-ellipsis"> Tutorials </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_3_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_3"> <span class="md-nav__icon md-icon"></span> Tutorials </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="tutorial/overview/" class="md-nav__link"> <span class="md-ellipsis"> Overview </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/image_classification/" class="md-nav__link"> <span class="md-ellipsis"> Image Classification </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/image_regression/" class="md-nav__link"> <span class="md-ellipsis"> Image Regression </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/text_classification/" class="md-nav__link"> <span class="md-ellipsis"> Text Classification </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/text_regression/" class="md-nav__link"> <span class="md-ellipsis"> Text Regression </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/multi/" class="md-nav__link"> <span class="md-ellipsis"> Multi-Modal and Multi-Task </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/customized/" class="md-nav__link"> <span class="md-ellipsis"> Customized Model </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/export/" class="md-nav__link"> <span class="md-ellipsis"> Export Model </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/load/" class="md-nav__link"> <span class="md-ellipsis"> Load Data from Disk </span> </a> </li> <li class="md-nav__item"> <a href="tutorial/faq/" class="md-nav__link"> <span class="md-ellipsis"> FAQ </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_4" > <label class="md-nav__link" for="__nav_4" id="__nav_4_label" tabindex="0"> <span class="md-ellipsis"> Extensions </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_4_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_4"> <span class="md-nav__icon md-icon"></span> Extensions </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="extensions/tf_cloud/" class="md-nav__link"> <span class="md-ellipsis"> TensorFlow Cloud </span> </a> </li> <li class="md-nav__item"> <a href="extensions/trains/" class="md-nav__link"> <span class="md-ellipsis"> TRAINS </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="docker/" class="md-nav__link"> <span class="md-ellipsis"> Docker </span> </a> </li> <li class="md-nav__item"> <a href="contributing/" class="md-nav__link"> <span class="md-ellipsis"> Contributing Guide </span> </a> </li> <li class="md-nav__item md-nav__item--nested"> <input class="md-nav__toggle md-toggle " type="checkbox" id="__nav_7" > <label class="md-nav__link" for="__nav_7" id="__nav_7_label" tabindex="0"> <span class="md-ellipsis"> Documentation </span> <span class="md-nav__icon md-icon"></span> </label> <nav class="md-nav" data-md-level="1" aria-labelledby="__nav_7_label" aria-expanded="false"> <label class="md-nav__title" for="__nav_7"> <span class="md-nav__icon md-icon"></span> Documentation </label> <ul class="md-nav__list" data-md-scrollfix> <li class="md-nav__item"> <a href="image_classifier/" class="md-nav__link"> <span class="md-ellipsis"> ImageClassifier </span> </a> </li> <li class="md-nav__item"> <a href="image_regressor/" class="md-nav__link"> <span class="md-ellipsis"> ImageRegressor </span> </a> </li> <li class="md-nav__item"> <a href="text_classifier/" class="md-nav__link"> <span class="md-ellipsis"> TextClassifier </span> </a> </li> <li class="md-nav__item"> <a href="text_regressor/" class="md-nav__link"> <span class="md-ellipsis"> TextRegressor </span> </a> </li> <li class="md-nav__item"> <a href="auto_model/" class="md-nav__link"> <span class="md-ellipsis"> AutoModel </span> </a> </li> <li class="md-nav__item"> <a href="base/" class="md-nav__link"> <span class="md-ellipsis"> Base Class </span> </a> </li> <li class="md-nav__item"> <a href="node/" class="md-nav__link"> <span class="md-ellipsis"> Node </span> </a> </li> <li class="md-nav__item"> <a href="block/" class="md-nav__link"> <span class="md-ellipsis"> Block </span> </a> </li> <li class="md-nav__item"> <a href="utils/" class="md-nav__link"> <span class="md-ellipsis"> Utils </span> </a> </li> </ul> </nav> </li> <li class="md-nav__item"> <a href="benchmarks/" class="md-nav__link"> <span class="md-ellipsis"> Benchmarks </span> </a> </li> <li class="md-nav__item"> <a href="about/" class="md-nav__link"> <span class="md-ellipsis"> About </span> </a> </li> </ul> </nav> </div> </div> </div> <div class="md-sidebar md-sidebar--secondary" data-md-component="sidebar" data-md-type="toc" > <div class="md-sidebar__scrollwrap"> <div class="md-sidebar__inner"> <nav class="md-nav md-nav--secondary" aria-label="Table of contents"> <label class="md-nav__title" for="__toc"> <span class="md-nav__icon md-icon"></span> Table of contents </label> <ul class="md-nav__list" data-md-component="toc" data-md-scrollfix> <li class="md-nav__item"> <a href="#_2" class="md-nav__link"> <span class="md-ellipsis"> </span> </a> </li> <li class="md-nav__item"> <a href="#_3" class="md-nav__link"> <span class="md-ellipsis"> </span> </a> </li> <li class="md-nav__item"> <a href="#learning-resources" class="md-nav__link"> <span class="md-ellipsis"> Learning resources </span> </a> </li> <li class="md-nav__item"> <a href="#installation" class="md-nav__link"> <span class="md-ellipsis"> Installation </span> </a> </li> <li class="md-nav__item"> <a href="#community" class="md-nav__link"> <span class="md-ellipsis"> Community </span> </a> </li> <li class="md-nav__item"> <a href="#contributing-code" class="md-nav__link"> <span class="md-ellipsis"> Contributing Code </span> </a> </li> <li class="md-nav__item"> <a href="#cite-this-work" class="md-nav__link"> <span class="md-ellipsis"> Cite this work </span> </a> </li> <li class="md-nav__item"> <a href="#acknowledgements" class="md-nav__link"> <span class="md-ellipsis"> Acknowledgements </span> </a> </li> </ul> </nav> </div> </div> </div> <div class="md-content" data-md-component="content"> <article class="md-content__inner md-typeset"> <h1 id="_1"></h1> <p><img src="/img/row_red.svg" alt="drawing" width="400px" style="display: block; margin-left: auto; margin-right: auto"/></p> <h2 id="_2"></h2> <h2 id="_3"></h2> <p>AutoKeras: An AutoML system based on Keras. It is developed by <a href="http://faculty.cs.tamu.edu/xiahu/index.html" target="_blank" rel="nofollow">DATA Lab</a> at Texas A&M University. The goal of AutoKeras is to make machine learning accessible to everyone.</p> <h2 id="learning-resources">Learning resources</h2> <ul> <li>A short example.</li> </ul> <div class="highlight"><pre><span></span><code><span class="kn">import</span> <span class="nn">autokeras</span> <span class="k">as</span> <span class="nn">ak</span> <span class="n">clf</span> <span class="o">=</span> <span class="n">ak</span><span class="o">.</span><span class="n">ImageClassifier</span><span class="p">()</span> <span class="n">clf</span><span class="o">.</span><span class="n">fit</span><span class="p">(</span><span class="n">x_train</span><span class="p">,</span> <span class="n">y_train</span><span class="p">)</span> <span class="n">results</span> <span class="o">=</span> <span class="n">clf</span><span class="o">.</span><span class="n">predict</span><span class="p">(</span><span class="n">x_test</span><span class="p">)</span> </code></pre></div> <ul> <li><a href="https://autokeras.com/tutorial/overview/">Official website tutorials</a>.</li> <li>The book of <a href="https://www.manning.com/books/automated-machine-learning-in-action?query=automated&utm_source=jin&utm_medium=affiliate&utm_campaign=affiliate&a_aid=jin"><em>Automated Machine Learning in Action</em></a>.</li> <li>The LiveProjects of <a href="https://www.manning.com/liveprojectseries/autokeras-ser"><em>Image Classification with AutoKeras</em></a>.</li> </ul> <p align="center"> <a href="https://www.manning.com/books/automated-machine-learning-in-action?query=automated&utm_source=jin&utm_medium=affiliate&utm_campaign=affiliate&a_aid=jin"><img src="https://images.manning.com/360/480/resize/book/0/fc56aaf-b2ba-4ef4-85b3-4a31edbe8ecc/Song-AML-HI.png" alt="drawing" width="266"/></a>     <a href="https://www.manning.com/liveprojectseries/autokeras-ser"><img src="https://images.manning.com/360/480/resize/liveProjectSeries/9/38c715a-0c8c-4f66-b440-83d29993877a/ImageClassificationwithAutoKeras.jpg" alt="drawing" width="250"/></a> </p> <h2 id="installation">Installation</h2> <p>To install the package, please use the <code>pip</code> installation as follows:</p> <div class="highlight"><pre><span></span><code>pip3<span class="w"> </span>install<span class="w"> </span>autokeras </code></pre></div> <p>Please follow the <a href="https://autokeras.com/install">installation guide</a> for more details.</p> <p><strong>Note:</strong> Currently, AutoKeras is only compatible with <strong>Python >= 3.7</strong> and <strong>TensorFlow >= 2.8.0</strong>.</p> <h2 id="community">Community</h2> <p>Ask your questions on our <a href="https://github.com/keras-team/autokeras/discussions">GitHub Discussions</a>.</p> <h2 id="contributing-code">Contributing Code</h2> <p>Here is how we manage our project.</p> <p>We pick the critical issues to work on from <a href="https://github.com/keras-team/autokeras/issues">GitHub issues</a>. They will be added to this <a href="https://github.com/keras-team/autokeras/projects/3">Project</a>. Some of the issues will then be added to the <a href="https://github.com/keras-team/autokeras/milestones">milestones</a>, which are used to plan for the releases.</p> <p>Refer to our <a href="https://autokeras.com/contributing/">Contributing Guide</a> to learn the best practices.</p> <p>Thank all the contributors!</p> <p><a href="https://github.com/keras-team/autokeras/graphs/contributors"><img alt="The contributors" src="https://autokeras.com/img/contributors.svg" /></a></p> <h2 id="cite-this-work">Cite this work</h2> <p>Haifeng Jin, Fran莽ois Chollet, Qingquan Song, and Xia Hu. "AutoKeras: An AutoML Library for Deep Learning." <em>the Journal of machine Learning research</em> 6 (2023): 1-6. (<a href="http://jmlr.org/papers/v24/20-1355.html">Download</a>)</p> <p>Biblatex entry:</p> <div class="highlight"><pre><span></span><code><span class="nc">@article</span><span class="p">{</span><span class="nl">JMLR:v24:20-1355</span><span class="p">,</span> <span class="w"> </span><span class="na">author</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{Haifeng Jin and Fran莽ois Chollet and Qingquan Song and Xia Hu}</span><span class="p">,</span> <span class="w"> </span><span class="na">title</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{AutoKeras: An AutoML Library for Deep Learning}</span><span class="p">,</span> <span class="w"> </span><span class="na">journal</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{Journal of Machine Learning Research}</span><span class="p">,</span> <span class="w"> </span><span class="na">year</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{2023}</span><span class="p">,</span> <span class="w"> </span><span class="na">volume</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{24}</span><span class="p">,</span> <span class="w"> </span><span class="na">number</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{6}</span><span class="p">,</span> <span class="w"> </span><span class="na">pages</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{1--6}</span><span class="p">,</span> <span class="w"> </span><span class="na">url</span><span class="w"> </span><span class="p">=</span><span class="w"> </span><span class="s">{http://jmlr.org/papers/v24/20-1355.html}</span> <span class="p">}</span> </code></pre></div> <h2 id="acknowledgements">Acknowledgements</h2> <p>The authors gratefully acknowledge the D3M program of the Defense Advanced Research Projects Agency (DARPA) administered through AFRL contract FA8750-17-2-0116; the Texas A&M College of Engineering, and Texas A&M University.</p> </article> </div> <script>var target=document.getElementById(location.hash.slice(1));target&&target.name&&(target.checked=target.name.startsWith("__tabbed_"))</script> </div> </main> <footer class="md-footer"> <div class="md-footer-meta md-typeset"> <div class="md-footer-meta__inner md-grid"> <div class="md-copyright"> Made with <a href="https://squidfunk.github.io/mkdocs-material/" target="_blank" rel="noopener"> Material for MkDocs </a> </div> </div> </div> </footer> </div> <div class="md-dialog" data-md-component="dialog"> <div class="md-dialog__inner md-typeset"></div> </div> <script id="__config" type="application/json">{"base": ".", "features": [], "search": "assets/javascripts/workers/search.b8dbb3d2.min.js", "translations": {"clipboard.copied": "Copied to clipboard", "clipboard.copy": "Copy to clipboard", "search.result.more.one": "1 more on this page", "search.result.more.other": "# more on this page", "search.result.none": "No matching documents", "search.result.one": "1 matching document", "search.result.other": "# matching documents", "search.result.placeholder": "Type to start searching", "search.result.term.missing": "Missing", "select.version": "Select version"}}</script> <script src="assets/javascripts/bundle.bd41221c.min.js"></script> <script src="https://unpkg.com/mermaid@8.4.4/dist/mermaid.min.js"></script> </body> </html>