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<meta property="og:title" content="12. Choosing the right estimator" />
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<meta name="description" content="Often the hardest part of solving a machine learning problem can be finding the right estimator for the job. Different estimators are better suited for different types of data and different problem..." />
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<li class="toctree-l1 has-children"><a class="reference internal" href="supervised_learning.html">1. Supervised learning</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/linear_model.html">1.1. Linear Models</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/lda_qda.html">1.2. Linear and Quadratic Discriminant Analysis</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/kernel_ridge.html">1.3. Kernel ridge regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/svm.html">1.4. Support Vector Machines</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/sgd.html">1.5. Stochastic Gradient Descent</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/neighbors.html">1.6. Nearest Neighbors</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/gaussian_process.html">1.7. Gaussian Processes</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/cross_decomposition.html">1.8. Cross decomposition</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/naive_bayes.html">1.9. Naive Bayes</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/tree.html">1.10. Decision Trees</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/ensemble.html">1.11. Ensembles: Gradient boosting, random forests, bagging, voting, stacking</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/multiclass.html">1.12. Multiclass and multioutput algorithms</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/feature_selection.html">1.13. Feature selection</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/semi_supervised.html">1.14. Semi-supervised learning</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/isotonic.html">1.15. Isotonic regression</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/calibration.html">1.16. Probability calibration</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/neural_networks_supervised.html">1.17. Neural network models (supervised)</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="unsupervised_learning.html">2. Unsupervised learning</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/mixture.html">2.1. Gaussian mixture models</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/manifold.html">2.2. Manifold learning</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/clustering.html">2.3. Clustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/biclustering.html">2.4. Biclustering</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/decomposition.html">2.5. Decomposing signals in components (matrix factorization problems)</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/covariance.html">2.6. Covariance estimation</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/outlier_detection.html">2.7. Novelty and Outlier Detection</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/density.html">2.8. Density Estimation</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/neural_networks_unsupervised.html">2.9. Neural network models (unsupervised)</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="model_selection.html">3. Model selection and evaluation</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/cross_validation.html">3.1. Cross-validation: evaluating estimator performance</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/grid_search.html">3.2. Tuning the hyper-parameters of an estimator</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/classification_threshold.html">3.3. Tuning the decision threshold for class prediction</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/model_evaluation.html">3.4. Metrics and scoring: quantifying the quality of predictions</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/learning_curve.html">3.5. Validation curves: plotting scores to evaluate models</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="inspection.html">4. Inspection</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/partial_dependence.html">4.1. Partial Dependence and Individual Conditional Expectation plots</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/permutation_importance.html">4.2. Permutation feature importance</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="visualizations.html">5. Visualizations</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="data_transforms.html">6. Dataset transformations</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/compose.html">6.1. Pipelines and composite estimators</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/feature_extraction.html">6.2. Feature extraction</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/preprocessing.html">6.3. Preprocessing data</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/impute.html">6.4. Imputation of missing values</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/unsupervised_reduction.html">6.5. Unsupervised dimensionality reduction</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/random_projection.html">6.6. Random Projection</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/kernel_approximation.html">6.7. Kernel Approximation</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/metrics.html">6.8. Pairwise metrics, Affinities and Kernels</a></li>
<li class="toctree-l2"><a class="reference internal" href="modules/preprocessing_targets.html">6.9. Transforming the prediction target (<code class="docutils literal notranslate"><span class="pre">y</span></code>)</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="datasets.html">7. Dataset loading utilities</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="datasets/toy_dataset.html">7.1. Toy datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="datasets/real_world.html">7.2. Real world datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="datasets/sample_generators.html">7.3. Generated datasets</a></li>
<li class="toctree-l2"><a class="reference internal" href="datasets/loading_other_datasets.html">7.4. Loading other datasets</a></li>
</ul>
</details></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="computing.html">8. Computing with scikit-learn</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="computing/scaling_strategies.html">8.1. Strategies to scale computationally: bigger data</a></li>
<li class="toctree-l2"><a class="reference internal" href="computing/computational_performance.html">8.2. Computational Performance</a></li>
<li class="toctree-l2"><a class="reference internal" href="computing/parallelism.html">8.3. Parallelism, resource management, and configuration</a></li>
</ul>
</details></li>
<li class="toctree-l1"><a class="reference internal" href="model_persistence.html">9. Model persistence</a></li>
<li class="toctree-l1"><a class="reference internal" href="common_pitfalls.html">10. Common pitfalls and recommended practices</a></li>
<li class="toctree-l1 has-children"><a class="reference internal" href="dispatching.html">11. Dispatching</a><details><summary><span class="toctree-toggle" role="presentation"><i class="fa-solid fa-chevron-down"></i></span></summary><ul>
<li class="toctree-l2"><a class="reference internal" href="modules/array_api.html">11.1. Array API support (experimental)</a></li>
</ul>
</details></li>
<li class="toctree-l1 current active"><a class="current reference internal" href="#">12. Choosing the right estimator</a></li>
<li class="toctree-l1"><a class="reference internal" href="presentations.html">13. External Resources, Videos and Talks</a></li>
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<section id="choosing-the-right-estimator">
<span id="ml-map"></span><h1><span class="section-number">12. </span>Choosing the right estimator<a class="headerlink" href="#choosing-the-right-estimator" title="Link to this heading">#</a></h1>
<p>Often the hardest part of solving a machine learning problem can be finding the right
estimator for the job. Different estimators are better suited for different types of
data and different problems.</p>
<p>The flowchart below is designed to give users a bit of a rough guide on how to approach
problems with regard to which estimators to try on your data. Click on any estimator in
the chart below to see its documentation. The <strong>Try next</strong> orange arrows are to be read as
“if this estimator does not achieve the desired outcome, then follow the arrow and try
the next one”. Use scroll wheel to zoom in and out, and click and drag to pan around.
You can also download the chart: <a class="reference download internal" download="" href="_downloads/b82bf6cd7438a351f19fac60fbc0d927/ml_map.svg"><code class="xref download docutils literal notranslate"><span class="pre">ml_map.svg</span></code></a>.</p>
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initial;">samples</span></div></div></div></div></foreignObject><text x="756" y="245" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">>50...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-1"><g><ellipse cx="646" cy="170" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 170px; margin-left: 607px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 10px;">get</font><div>more</div><div>data</div></div></div></div></foreignObject><text x="646" y="175" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">get...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-5"><g><path d="M 727.72 215.25 L 684.88 198.82" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 677.42 195.95 L 686.32 195.08 L 683.45 202.55 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-6"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 209px; margin-left: 706px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="706" y="213" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-7"><g><ellipse cx="726" cy="350" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 350px; margin-left: 687px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 10px;">predicting a</font><div>category</div></div></div></div></foreignObject><text x="726" y="355" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">predicting...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-8"><g><path d="M 756 275 L 732.81 305.92" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 728.01 312.32 L 729.61 303.52 L 736.01 308.32 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-9"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 293px; margin-left: 746px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="746" y="296" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-10"><g><ellipse cx="636" cy="440" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 440px; margin-left: 597px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="font-size: 10px;">do you have</span></div><div>labeled</div><div>data</div></div></div></div></foreignObject><text x="636" y="445" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">do you hav...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-11"><g><path d="M 697.72 374.75 L 671.51 406.49" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 666.42 412.66 L 668.43 403.95 L 674.6 409.04 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-12"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 393px; margin-left: 686px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="686" y="396" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-13"><g><ellipse cx="800" cy="450" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 450px; margin-left: 761px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="font-size: 10px;">predicting a</span></div><div>quantity</div></div></div></div></foreignObject><text x="800" y="455" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">predicting...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-14"><g><path d="M 754.28 374.75 L 768.01 414.52" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 770.62 422.08 L 764.23 415.82 L 771.79 413.21 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-15"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 395px; margin-left: 764px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="764" y="399" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-17"><g><ellipse cx="756" cy="560" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 560px; margin-left: 717px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="font-size: 10px;">just</span></div><div>looking</div></div></div></div></foreignObject><text x="756" y="565" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">just...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-18"><g><path d="M 800 485 L 787.67 524.41" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 785.29 532.05 L 783.86 523.22 L 791.49 525.61 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-19"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 506px; margin-left: 796px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="796" y="510" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-21"><g><ellipse cx="760" cy="670" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 670px; margin-left: 721px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="font-size: 10px;">predicting</span></div><div>structure</div></div></div></div></foreignObject><text x="760" y="675" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">predicting...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-22"><g><path d="M 756 595 L 758.87 623.7" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 759.67 631.66 L 754.89 624.1 L 762.85 623.3 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-23"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 611px; margin-left: 760px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="760" y="615" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-24"><g><path d="M 807.72 154.75 L 764.14 197.09" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 758.41 202.66 L 761.36 194.22 L 766.93 199.96 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-26"><g><ellipse cx="626" cy="660" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 660px; margin-left: 587px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="background-color: initial;">tough</span><br /></div><div><span style="background-color: initial;">luck</span></div></div></div></div></foreignObject><text x="626" y="665" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">tough...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-27"><g><path d="M 720 670 L 677.16 662.07" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 669.3 660.61 L 677.89 658.13 L 676.44 666 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-28"><g><ellipse cx="516" cy="330" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 330px; margin-left: 477px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><100K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="516" y="335" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle"><100K...</text></switch></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-29"><g><path d="M 607.72 415.25 L 552.5 362.59" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 546.71 357.06 L 555.26 359.69 L 549.74 365.48 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-30"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 392px; margin-left: 581px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="581" y="396" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-33"><a xlink:href="./modules/sgd.html#classification"><g><rect x="440" y="185" width="80" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 210px; margin-left: 441px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">SGD<div>Classifier</div></div></div></div></foreignObject><text x="480" y="215" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">SGD...</text></switch></g></g></a></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-34"><g><path d="M 516 295 L 502.93 245.97" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 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center; width: 1px; height: 1px; padding-top: 344px; margin-left: 453px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: #FFCCCC; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;">YES</div></div></div></foreignObject><text x="453" y="348" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-42"><g><ellipse cx="236" cy="330" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" 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width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 98px; height: 1px; padding-top: 230px; margin-left: 217px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">KNeighbors<div>Classifier</div></div></div></div></foreignObject><text x="266" y="235" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">KNeighbors...</text></switch></g></g></a></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-50"><g><path d="M 236 295 L 239.59 266.27" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 240.58 258.33 L 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rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Ensemble<div>Classifiers</div></div></div></div></foreignObject><text x="102" y="240" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">Ensemble...</text></switch></g></g></a></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-56"><g><path d="M 216 230 L 158.78 223.74" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 150.82 222.86 L 159.21 219.76 L 158.34 227.71 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-58"><a xlink:href="./modules/naive_bayes.html"><g><rect x="72.49" y="295" width="60" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g 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stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 135.8 320.52 L 144.33 317.81 L 143.08 325.72 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-61"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 328px; margin-left: 171px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: #FFCCCC; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;">YES</div></div></div></foreignObject><text x="171" y="332" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="lidfMP7FeTC4yG16FXWw-62"><g><rect x="36" y="115" width="170" height="40" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 168px; height: 1px; padding-top: 135px; margin-left: 37px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 24px; font-family: "Helvetica"; 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401px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div style="font-size: 12px;"><font style="font-size: 12px;"><span style="background-color: initial; font-size: 12px;">number of</span><br style="font-size: 12px;" /></font></div><div style="font-size: 12px;"><font style="font-size: 12px;">categories</font></div><div style="font-size: 12px;"><font style="font-size: 12px;">known</font></div></div></div></div></foreignObject><text x="440" y="522" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="12px" text-anchor="middle">number of...</text></switch></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-11"><g><path d="M 596 440 L 478.76 488.88" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 471.38 491.96 L 477.22 485.19 L 480.3 492.57 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-12"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 464px; margin-left: 546px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: #E5CCFF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: 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0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><10K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="286" y="575" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle"><10K...</text></switch></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-16"><g><path d="M 544 623 L 586.65 632.73" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 594.45 634.51 L 585.76 636.63 L 587.54 628.83 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-17"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 626px; margin-left: 566px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: #E5CCFF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="566" y="630" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-18"><g><path d="M 468.28 542.75 L 474.21 587" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 475.27 594.93 L 470.24 587.53 L 478.17 586.47 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-19"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 566px; margin-left: 474px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: #E5CCFF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="474" y="569" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-20"><g><path d="M 400 518 L 325.1 541.81" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 317.48 544.24 L 323.89 538 L 326.32 545.62 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-21"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 532px; margin-left: 366px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: #E5CCFF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="366" y="535" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-22"><a xlink:href="./modules/clustering.html#mean-shift"><g><rect x="331" y="655" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 670px; margin-left: 332px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">MeanShift</div></div></div></foreignObject><text x="376" y="675" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">MeanShift</text></switch></g></g></a></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-23"><a xlink:href="./modules/mixture.html#bgmm"><g><rect x="331" y="685" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 700px; margin-left: 332px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">VBGMM</div></div></div></foreignObject><text x="376" y="705" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">VBGMM</text></switch></g></g></a></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-24"><g><path d="M 475.72 647.75 L 430.97 672.08" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 423.95 675.9 L 429.06 668.56 L 432.89 675.59 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-25"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 662px; margin-left: 455px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: #E5CCFF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="455" y="666" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-26"><a xlink:href="./modules/clustering.html#mini-batch-k-means"><g><rect x="191" y="645" width="90" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 670px; margin-left: 192px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">MiniBatch<div>KMeans</div></div></div></div></foreignObject><text x="236" y="675" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">MiniBatch...</text></switch></g></g></a></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-27"><g><path d="M 257.72 594.75 L 240.5 634.58" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 237.33 641.92 L 236.83 632.99 L 244.18 636.16 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-28"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 616px; margin-left: 251px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: #E5CCFF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="251" y="620" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-29"><g><rect x="38.98" y="605" width="138.51" height="40" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 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font-weight="bold">clustering</text></switch></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-30"><a xlink:href="./modules/clustering.html#k-means"><g><rect x="189.49" y="465" width="78.51" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 77px; height: 1px; padding-top: 480px; margin-left: 190px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">KMeans</div></div></div></foreignObject><text x="229" y="485" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">KMeans</text></switch></g></g></a></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-31"><g><path d="M 257.72 545.25 L 250.45 506.16" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 248.99 498.3 L 254.38 505.43 L 246.52 506.89 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-32"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 525px; margin-left: 252px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: #E5CCFF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(229, 204, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="252" y="529" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-33"><a xlink:href="./modules/clustering.html#spectral-clustering"><g><rect x="36" y="505" width="90" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 530px; margin-left: 37px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div>Spectral</div><div>Clustering</div></div></div></div></foreignObject><text x="81" y="535" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">Spectral...</text></switch></g></g></a></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-34"><a xlink:href="./modules/mixture.html"><g><rect x="36" y="555" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 570px; margin-left: 37px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">GMM</div></div></div></foreignObject><text x="81" y="575" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">GMM</text></switch></g></g></a></g><g data-cell-id="ZhISbIufsCQTaueA5Ebt-35"><g><path d="M 189.49 487.5 L 136.27 512.65" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 129.03 516.07 L 134.56 509.03 L 137.97 516.27 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-1"><g><ellipse cx="926" cy="370" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 370px; margin-left: 887px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><100K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="926" y="375" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle"><100K...</text></switch></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-2"><g><path d="M 828.28 425.25 L 877.8 377.85" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 883.58 372.32 L 880.56 380.74 L 875.03 374.96 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-3"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 402px; margin-left: 851px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="851" y="406" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-5"><g><ellipse cx="1076" cy="380" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 380px; margin-left: 1037px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div style="font-size: 12px;">few features</div><div style="font-size: 12px;">should be</div><div style="font-size: 12px;">important</div></div></div></div></foreignObject><text x="1076" y="384" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="12px" text-anchor="middle">few features...</text></switch></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-6"><g><path d="M 966 370 L 1024.76 378.39" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1032.68 379.53 L 1024.19 382.35 L 1025.33 374.43 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-7"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 373px; margin-left: 995px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: #CCE5FF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="995" y="376" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-8"><a xlink:href="./modules/sgd.html#regression"><g><rect x="976" y="260" width="90" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 285px; margin-left: 977px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div>SGD</div><div>Regressor</div></div></div></div></foreignObject><text x="1021" y="290" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">SGD...</text></switch></g></g></a></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-9"><g><path d="M 954.28 345.25 L 989.62 317.08" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 995.88 312.09 L 992.12 320.21 L 987.13 313.95 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-10"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 330px; margin-left: 972px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: #CCE5FF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="972" y="333" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-13"><a xlink:href="./modules/linear_model.html#lasso"><g><rect x="1106" y="230" 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text-anchor="middle">Lasso</text></switch></g></g></a></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-14"><a xlink:href="./modules/linear_model.html#elastic-net"><g><rect x="1106" y="260" width="90" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 88px; height: 1px; padding-top: 275px; margin-left: 1107px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">ElasticNet</div></div></div></foreignObject><text x="1151" y="280" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">ElasticNet</text></switch></g></g></a></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-15"><g><path d="M 1104.28 355.25 L 1124.55 300.64" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1127.33 293.14 L 1128.3 302.04 L 1120.8 299.25 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-16"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 329px; margin-left: 1113px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: #CCE5FF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="1113" y="332" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-17"><a xlink:href="./modules/linear_model.html#ridge-regression"><g><rect x="1176" y="395" width="140" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 138px; height: 1px; padding-top: 410px; margin-left: 1177px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">RidgeRegression</div></div></div></foreignObject><text x="1246" y="415" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">RidgeRegression</text></switch></g></g></a></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-18"><a xlink:href="./modules/svm.html#regression"><g><rect x="1176" y="425" width="140" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 138px; height: 1px; padding-top: 440px; margin-left: 1177px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">SVR<font style="font-size: 12px;">(kernel="linear")</font></div></div></div></foreignObject><text x="1246" y="445" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">SVR(kernel="linea...</text></switch></g></g></a></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-19"><g><path d="M 1116 380 L 1165.84 404.92" fill="none" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1173 408.5 L 1164.06 408.5 L 1167.63 401.34 Z" fill="#ff3333" stroke="#ff3333" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-20"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 391px; margin-left: 1142px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #FF3333; background-color: #CCE5FF; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(255, 51, 51); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(204, 229, 255); white-space: nowrap;">NO</div></div></div></foreignObject><text x="1142" y="394" fill="#FF3333" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">NO</text></switch></g></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-21"><a xlink:href="./modules/svm.html#regression"><g><rect x="1266" y="245" width="120" height="30" rx="4.5" ry="4.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 260px; margin-left: 1267px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">SVR<font style="font-size: 12px;">(kernel="rbf")</font></div></div></div></foreignObject><text x="1326" y="265" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">SVR(kernel="rbf...</text></switch></g></g></a></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-23"><a xlink:href="./modules/ensemble.html"><g><rect x="1266" y="275" width="120" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 118px; height: 1px; padding-top: 300px; margin-left: 1267px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;">Ensemble<div>Regressors</div></div></div></div></foreignObject><text x="1326" y="305" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">Ensemble...</text></switch></g></g></a></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-24"><g><path d="M 1281 395 L 1293.62 336.1" fill="none" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 1295.3 328.28 L 1297.53 336.94 L 1289.71 335.26 Z" fill="#ff9933" stroke="#ff9933" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-27"><g><rect x="886" y="205" width="140" height="40" fill="none" stroke="none" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 138px; height: 1px; padding-top: 225px; margin-left: 887px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 24px; font-family: "Helvetica"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; font-weight: bold; white-space: normal; overflow-wrap: normal;"><span style="font-size: 24px;"><font style="font-size: 24px;" face="Georgia">regression</font></span></div></div></div></foreignObject><text x="956" y="232" fill="rgb(0, 0, 0)" font-family=""Helvetica"" font-size="24px" text-anchor="middle" font-weight="bold">regression</text></switch></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-28"><a xlink:href="./modules/decomposition.html#principal-component-analysis-pca"><g><rect x="901" y="535" width="110" height="50" rx="7.5" ry="7.5" fill="#ccffe6" stroke="#00cc66" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 108px; height: 1px; padding-top: 560px; margin-left: 902px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><div><span style="background-color: initial;">Ramdomized</span><br /></div><div><span style="background-color: initial;">PCA</span></div></div></div></div></foreignObject><text x="956" y="565" fill="rgb(0, 0, 0)" font-family=""Georgia"" font-size="16px" text-anchor="middle">Ramdomized...</text></switch></g></g></a></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-29"><g><path d="M 796 560 L 889.65 560" fill="none" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="stroke"/><path d="M 897.65 560 L 889.65 564 L 889.65 556 Z" fill="#009900" stroke="#009900" stroke-width="3" stroke-miterlimit="10" pointer-events="all"/></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-30"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 559px; margin-left: 840px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: rgb(255, 255, 255); "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 255, 255); white-space: nowrap;">YES</div></div></div></foreignObject><text x="840" y="562" fill="#009900" font-family=""Georgia"" font-size="12px" text-anchor="middle" font-weight="bold">YES</text></switch></g></g></g></g><g data-cell-id="ke5fKqay8JjYpE_cKGV5-31"><g><ellipse cx="941" cy="688" rx="40" ry="35" fill="#cce5ff" stroke="#3399ff" stroke-width="5" pointer-events="all"/></g><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 78px; height: 1px; padding-top: 688px; margin-left: 902px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: rgb(0, 0, 0); "><div style="display: inline-block; font-size: 16px; font-family: "Georgia"; color: rgb(0, 0, 0); line-height: 1.2; pointer-events: all; white-space: normal; overflow-wrap: normal;"><font style="font-size: 16px;"><10K</font><div style=""><span style=""><font style="font-size: 10px;">samples</font></span></div></div></div></div></foreignObject><text x="941" y="693" fill="rgb(0, 0, 0)" font-family=""Georgia"" 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font-family=""Helvetica"" font-size="32px" font-weight="bold">scikit-learn...</text></switch></g></g></g><g data-cell-id="pls1sffmf6aF35CQXLI_-1"><g><g transform="translate(-0.5 -0.5)"><switch><foreignObject style="overflow: visible; text-align: left;" pointer-events="none" width="100%" height="100%" requiredFeatures="http://www.w3.org/TR/SVG11/feature#Extensibility"><div xmlns="http://www.w3.org/1999/xhtml" style="display: flex; align-items: unsafe center; justify-content: unsafe center; width: 1px; height: 1px; padding-top: 227px; margin-left: 186px;"><div style="box-sizing: border-box; font-size: 0px; text-align: center;" data-drawio-colors="color: #009900; background-color: #FFCCCC; "><div style="display: inline-block; font-size: 12px; font-family: "Georgia"; color: rgb(0, 153, 0); line-height: 1.2; pointer-events: all; font-weight: bold; background-color: rgb(255, 204, 204); white-space: nowrap;"><div><font color="#ff9933">TRY</font></div><div><font color="#ff9933">NEXT<br 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