Overview - AutoKeras

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class="md-nav__item"> <a href="../image_classification/" class="md-nav__link"> <span class="md-ellipsis"> Image Classification </span> </a> </li> <li class="md-nav__item"> <a href="../image_regression/" class="md-nav__link"> <span class="md-ellipsis"> Image Regression </span> </a> </li> <li class="md-nav__item"> <a href="../text_classification/" class="md-nav__link"> <span class="md-ellipsis"> Text Classification </span> </a> </li> <li class="md-nav__item"> <a href="../text_regression/" class="md-nav__link"> <span class="md-ellipsis"> Text Regression </span> </a> </li> <li class="md-nav__item"> <a href="../multi/" class="md-nav__link"> <span class="md-ellipsis"> Multi-Modal and Multi-Task </span> </a> </li> <li class="md-nav__item"> <a href="../customized/" class="md-nav__link"> <span class="md-ellipsis"> Customized Model </span> </a> </li> <li class="md-nav__item"> <a href="../export/" class="md-nav__link"> <span class="md-ellipsis"> Export Model </span> </a> </li> <li 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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="#supported-tasks" class="md-nav__link"> <span class="md-ellipsis"> Supported Tasks </span> </a> </li> <li class="md-nav__item"> <a href="#multi-task-and-multi-modal-data" class="md-nav__link"> <span class="md-ellipsis"> Multi-Task and Multi-Modal Data </span> </a> </li> <li class="md-nav__item"> <a href="#customized-model" class="md-nav__link"> <span class="md-ellipsis"> Customized Model </span> </a> </li> <li class="md-nav__item"> <a href="#export-model" class="md-nav__link"> <span class="md-ellipsis"> Export Model </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="autokeras-10-tutorial">AutoKeras 1.0 Tutorial</h1> <h2 id="supported-tasks">Supported Tasks</h2> <p>AutoKeras supports several tasks with an extremely simple interface. You can click the links below to see the detailed tutorial for each task.</p> <p><strong>Supported Tasks</strong>:</p> <p><a href="/tutorial/image_classification">Image Classification</a></p> <p><a href="/tutorial/image_regression">Image Regression</a></p> <p><a href="/tutorial/text_classification">Text Classification</a></p> <p><a href="/tutorial/text_regression">Text Regression</a></p> <h2 id="multi-task-and-multi-modal-data">Multi-Task and Multi-Modal Data</h2> <p>If you are dealing with multi-task or multi-modal dataset, you can refer to this <a href="/tutorial/multi">tutorial</a> for details.</p> <h2 id="customized-model">Customized Model</h2> <p>Follow this <a href="/tutorial/customized">tutorial</a>, to use AutoKeras building blocks to quickly construct your own model. With these blocks, you only need to specify the high-level architecture of your model. AutoKeras would search for the best detailed configuration for you. Moreover, you can override the base classes to create your own block. The following are the links to the documentation of the predefined input nodes and blocks in AutoKeras.</p> <p><strong>Nodes</strong>:</p> <p><a href="/node/#imageinput-class">ImageInput</a></p> <p><a href="/node/#input-class">Input</a></p> <p><a href="/node/#textinput-class">TextInput</a></p> <p><strong>Blocks</strong>:</p> <p><a href="/block/#imageaugmentation-class">ImageAugmentation</a></p> <p><a href="/block/#normalization-class">Normalization</a></p> <p><a href="/block/#convblock-class">ConvBlock</a></p> <p><a href="/block/#denseblock-class">DenseBlock</a></p> <p><a href="/block/#merge-class">Merge</a></p> <p><a href="/block/#resnetblock-class">ResNetBlock</a></p> <p><a href="/block/#rnnblock-class">RNNBlock</a></p> <p><a href="/block/#spatialreduction-class">SpatialReduction</a></p> <p><a href="/block/#temporalreduction-class">TemporalReduction</a></p> <p><a href="/block/#xceptionblock-class">XceptionBlock</a></p> <p><a href="/block/#imageblock-class">ImageBlock</a></p> <p><a href="/block/#textblock-class">TextBlock</a></p> <p><a href="/block/#classificationhead-class">ClassificationHead</a></p> <p><a href="/block/#regressionhead-class">RegressionHead</a></p> <h2 id="export-model">Export Model</h2> <p>You can follow this <a href="/tutorial/export">tutorial</a> to export the best model.</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>

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Overview - AutoKeras