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4 changes: 1 addition & 3 deletions dev/api/active/EntropySampler/index.html
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Expand Up @@ -5007,7 +5007,7 @@ <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanen
<span class="n">metric</span> <span class="o">=</span> <span class="n">metric</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">y_pred</span><span class="p">)</span>
<span class="k">if</span> <span class="n">ask</span><span class="p">:</span>
<span class="n">n_samples_used</span> <span class="o">+=</span> <span class="mi">1</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">x</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="n">metric</span>
</code></pre></div>
Expand All @@ -5031,8 +5031,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>y</strong> </li>
<li><strong>kwargs</strong> </li>
</ul>
<p><strong>Returns</strong></p>
<p>self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/active/base/ActiveLearningClassifier/index.html
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Expand Up @@ -5001,8 +5001,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>y</strong> </li>
<li><strong>kwargs</strong> </li>
</ul>
<p><strong>Returns</strong></p>
<p>self</p>
</details>
<p><span /></p>
<details class="- abstract">
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4 changes: 1 addition & 3 deletions dev/api/anomaly/GaussianScorer/index.html
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Expand Up @@ -5120,7 +5120,7 @@ <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanen
<span class="n">detector</span> <span class="o">=</span> <span class="n">anomaly</span><span class="o">.</span><span class="n">GaussianScorer</span><span class="p">()</span>

<span class="k">for</span> <span class="n">y</span> <span class="ow">in</span> <span class="p">(</span><span class="n">rng</span><span class="o">.</span><span class="n">gauss</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span> <span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">100</span><span class="p">)):</span>
<span class="n">detector</span> <span class="o">=</span> <span class="n">detector</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">detector</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="n">detector</span><span class="o">.</span><span class="n">score_one</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="o">-</span><span class="mi">3</span><span class="p">)</span>
</code></pre></div>
Expand All @@ -5147,8 +5147,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'base.typing.Target'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>SupervisedAnomalyDetector</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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8 changes: 3 additions & 5 deletions dev/api/anomaly/HalfSpaceTrees/index.html
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Expand Up @@ -5167,11 +5167,11 @@ <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanen
<span class="p">)</span>

<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span><span class="p">[:</span><span class="mi">3</span><span class="p">]:</span>
<span class="n">hst</span> <span class="o">=</span> <span class="n">hst</span><span class="o">.</span><span class="n">learn_one</span><span class="p">({</span><span class="s1">&#39;x&#39;</span><span class="p">:</span> <span class="n">x</span><span class="p">})</span> <span class="c1"># Warming up</span>
<span class="n">hst</span><span class="o">.</span><span class="n">learn_one</span><span class="p">({</span><span class="s1">&#39;x&#39;</span><span class="p">:</span> <span class="n">x</span><span class="p">})</span> <span class="c1"># Warming up</span>

<span class="k">for</span> <span class="n">x</span> <span class="ow">in</span> <span class="n">X</span><span class="p">:</span>
<span class="n">features</span> <span class="o">=</span> <span class="p">{</span><span class="s1">&#39;x&#39;</span><span class="p">:</span> <span class="n">x</span><span class="p">}</span>
<span class="n">hst</span> <span class="o">=</span> <span class="n">hst</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">features</span><span class="p">)</span>
<span class="n">hst</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">features</span><span class="p">)</span>
<span class="nb">print</span><span class="p">(</span><span class="sa">f</span><span class="s1">&#39;Anomaly score for x=</span><span class="si">{</span><span class="n">x</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">: </span><span class="si">{</span><span class="n">hst</span><span class="o">.</span><span class="n">score_one</span><span class="p">(</span><span class="n">features</span><span class="p">)</span><span class="si">:</span><span class="s1">.3f</span><span class="si">}</span><span class="s1">&#39;</span><span class="p">)</span>
</code></pre></div>
<div class="language-text highlight"><pre><span></span><code>Anomaly score for x=0.500: 0.107
Expand Down Expand Up @@ -5199,7 +5199,7 @@ <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanen

<span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">datasets</span><span class="o">.</span><span class="n">CreditCard</span><span class="p">()</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">2500</span><span class="p">):</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">score_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">auc</span> <span class="o">=</span> <span class="n">auc</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">score</span><span class="p">)</span>

<span class="n">auc</span>
Expand Down Expand Up @@ -5232,8 +5232,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<ul>
<li><strong>x</strong> — <em>'dict'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>AnomalyDetector</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/anomaly/LocalOutlierFactor/index.html
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Expand Up @@ -5240,8 +5240,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<ul>
<li><strong>x</strong> — <em>'dict'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>AnomalyDetector</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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4 changes: 1 addition & 3 deletions dev/api/anomaly/OneClassSVM/index.html
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Expand Up @@ -5168,7 +5168,7 @@ <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanen
<span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">datasets</span><span class="o">.</span><span class="n">CreditCard</span><span class="p">()</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">2500</span><span class="p">):</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">score_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">is_anomaly</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">classify</span><span class="p">(</span><span class="n">score</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">auc</span> <span class="o">=</span> <span class="n">auc</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">is_anomaly</span><span class="p">)</span>

<span class="n">auc</span>
Expand Down Expand Up @@ -5204,8 +5204,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<ul>
<li><strong>x</strong> — <em>'dict'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>AnomalyDetector</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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4 changes: 1 addition & 3 deletions dev/api/anomaly/QuantileFilter/index.html
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Expand Up @@ -5155,7 +5155,7 @@ <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanen
<span class="k">for</span> <span class="n">x</span><span class="p">,</span> <span class="n">y</span> <span class="ow">in</span> <span class="n">datasets</span><span class="o">.</span><span class="n">CreditCard</span><span class="p">()</span><span class="o">.</span><span class="n">take</span><span class="p">(</span><span class="mi">2000</span><span class="p">):</span>
<span class="n">score</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">score_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">is_anomaly</span> <span class="o">=</span> <span class="n">model</span><span class="p">[</span><span class="s1">&#39;QuantileFilter&#39;</span><span class="p">]</span><span class="o">.</span><span class="n">classify</span><span class="p">(</span><span class="n">score</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="n">x</span><span class="p">)</span>
<span class="n">report</span> <span class="o">=</span> <span class="n">report</span><span class="o">.</span><span class="n">update</span><span class="p">(</span><span class="n">y</span><span class="p">,</span> <span class="n">is_anomaly</span><span class="p">)</span>

<span class="n">report</span>
Expand Down Expand Up @@ -5191,8 +5191,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>args</strong> </li>
<li><strong>learn_kwargs</strong> </li>
</ul>
<p><strong>Returns</strong></p>
<p>self</p>
</details>
<p><span /></p>
<details class="- abstract">
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4 changes: 1 addition & 3 deletions dev/api/anomaly/StandardAbsoluteDeviation/index.html
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Expand Up @@ -5120,7 +5120,7 @@ <h2 id="examples">Examples<a class="headerlink" href="#examples" title="Permanen

<span class="k">for</span> <span class="n">_</span> <span class="ow">in</span> <span class="nb">range</span><span class="p">(</span><span class="mi">150</span><span class="p">):</span>
<span class="n">y</span> <span class="o">=</span> <span class="n">rng</span><span class="o">.</span><span class="n">gauss</span><span class="p">(</span><span class="mi">0</span><span class="p">,</span> <span class="mi">1</span><span class="p">)</span>
<span class="n">model</span> <span class="o">=</span> <span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>
<span class="n">model</span><span class="o">.</span><span class="n">learn_one</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="n">y</span><span class="p">)</span>

<span class="n">model</span><span class="o">.</span><span class="n">score_one</span><span class="p">(</span><span class="kc">None</span><span class="p">,</span> <span class="mi">2</span><span class="p">)</span>
</code></pre></div>
Expand All @@ -5143,8 +5143,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'base.typing.Target'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>SupervisedAnomalyDetector</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/anomaly/ThresholdFilter/index.html
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Expand Up @@ -5194,8 +5194,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>args</strong> </li>
<li><strong>learn_kwargs</strong> </li>
</ul>
<p><strong>Returns</strong></p>
<p>self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/anomaly/base/AnomalyDetector/index.html
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Expand Up @@ -5139,8 +5139,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<ul>
<li><strong>x</strong> — <em>'dict'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>AnomalyDetector</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/anomaly/base/AnomalyFilter/index.html
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Expand Up @@ -5183,8 +5183,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>args</strong> </li>
<li><strong>learn_kwargs</strong> </li>
</ul>
<p><strong>Returns</strong></p>
<p>self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/anomaly/base/SupervisedAnomalyDetector/index.html
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Expand Up @@ -5140,8 +5140,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'base.typing.Target'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>SupervisedAnomalyDetector</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/base/Classifier/index.html
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Expand Up @@ -5295,8 +5295,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'base.typing.ClfTarget'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>Classifier</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/base/Clusterer/index.html
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Expand Up @@ -5294,8 +5294,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<ul>
<li><strong>x</strong> — <em>'dict'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>Clusterer</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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4 changes: 0 additions & 4 deletions dev/api/base/MiniBatchClassifier/index.html
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Expand Up @@ -5295,8 +5295,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>X</strong> — <em>'pd.DataFrame'</em> </li>
<li><strong>y</strong> — <em>'pd.Series'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>MiniBatchClassifier</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
Expand All @@ -5307,8 +5305,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'base.typing.ClfTarget'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>Classifier</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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4 changes: 0 additions & 4 deletions dev/api/base/MiniBatchRegressor/index.html
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Expand Up @@ -5295,8 +5295,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>X</strong> — <em>'pd.DataFrame'</em> </li>
<li><strong>y</strong> — <em>'pd.Series'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>MiniBatchRegressor</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
Expand All @@ -5307,8 +5305,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'base.typing.RegTarget'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>Regressor</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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4 changes: 0 additions & 4 deletions dev/api/base/MiniBatchSupervisedTransformer/index.html
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Expand Up @@ -5295,8 +5295,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>X</strong> — <em>'pd.DataFrame'</em> </li>
<li><strong>y</strong> — <em>'pd.Series'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>MiniBatchSupervisedTransformer</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
Expand All @@ -5307,8 +5305,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<ul>
<li><strong>x</strong> — <em>'dict'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>Transformer</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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4 changes: 0 additions & 4 deletions dev/api/base/MiniBatchTransformer/index.html
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Expand Up @@ -5295,8 +5295,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<ul>
<li><strong>X</strong> — <em>'pd.DataFrame'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>Transformer</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
Expand All @@ -5307,8 +5305,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<ul>
<li><strong>x</strong> — <em>'dict'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>Transformer</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/base/MultiLabelClassifier/index.html
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Expand Up @@ -5295,8 +5295,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'dict[FeatureName, bool]'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>MultiLabelClassifier</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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2 changes: 0 additions & 2 deletions dev/api/base/MultiTargetRegressor/index.html
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Expand Up @@ -5296,8 +5296,6 @@ <h2 id="methods">Methods<a class="headerlink" href="#methods" title="Permanent l
<li><strong>y</strong> — <em>'dict[FeatureName, RegTarget]'</em> </li>
<li><strong>kwargs</strong> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>MultiTargetRegressor</em>: self</p>
</details>
<p><span /></p>
<details class="- abstract">
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<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'base.typing.RegTarget'</em> </li>
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<p><strong>Returns</strong></p>
<p><em>Regressor</em>: self</p>
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<li><strong>x</strong> — <em>'dict'</em> </li>
<li><strong>y</strong> — <em>'base.typing.Target'</em> </li>
</ul>
<p><strong>Returns</strong></p>
<p><em>SupervisedTransformer</em>: self</p>
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<li><strong>x</strong> — <em>'dict'</em> </li>
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<p><strong>Returns</strong></p>
<p><em>Transformer</em>: self</p>
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