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<div class="title">perceptron.hpp</div> </div>
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<a href="perceptron_8hpp.html">Go to the documentation of this file.</a><div class="fragment"><div class="line"><a name="l00001"></a><span class="lineno"> 1</span> </div><div class="line"><a name="l00012"></a><span class="lineno"> 12</span> <span class="preprocessor">#ifndef MLPACK_METHODS_PERCEPTRON_PERCEPTRON_HPP</span></div><div class="line"><a name="l00013"></a><span class="lineno"> 13</span> <span class="preprocessor">#define MLPACK_METHODS_PERCEPTRON_PERCEPTRON_HPP</span></div><div class="line"><a name="l00014"></a><span class="lineno"> 14</span> </div><div class="line"><a name="l00015"></a><span class="lineno"> 15</span> <span class="preprocessor">#include <<a class="code" href="prereqs_8hpp.html">mlpack/prereqs.hpp</a>></span></div><div class="line"><a name="l00016"></a><span class="lineno"> 16</span> </div><div class="line"><a name="l00017"></a><span class="lineno"> 17</span> <span class="preprocessor">#include "<a class="code" href="perceptron_2initialization__methods_2zero__init_8hpp.html">initialization_methods/zero_init.hpp</a>"</span></div><div class="line"><a name="l00018"></a><span class="lineno"> 18</span> <span class="preprocessor">#include "<a class="code" href="perceptron_2initialization__methods_2random__init_8hpp.html">initialization_methods/random_init.hpp</a>"</span></div><div class="line"><a name="l00019"></a><span class="lineno"> 19</span> <span class="preprocessor">#include "<a class="code" href="simple__weight__update_8hpp.html">learning_policies/simple_weight_update.hpp</a>"</span></div><div class="line"><a name="l00020"></a><span class="lineno"> 20</span> </div><div class="line"><a name="l00021"></a><span class="lineno"> 21</span> <span class="keyword">namespace </span><a class="code" href="namespacemlpack.html">mlpack</a> {</div><div class="line"><a name="l00022"></a><span class="lineno"> 22</span> <span class="keyword">namespace </span>perceptron {</div><div class="line"><a name="l00023"></a><span class="lineno"> 23</span> </div><div class="line"><a name="l00033"></a><span class="lineno"> 33</span> <span class="keyword">template</span><<span class="keyword">typename</span> LearnPolicy = SimpleWeightUpdate,</div><div class="line"><a name="l00034"></a><span class="lineno"> 34</span>  <span class="keyword">typename</span> WeightInitializationPolicy = ZeroInitialization,</div><div class="line"><a name="l00035"></a><span class="lineno"> 35</span>  <span class="keyword">typename</span> MatType = arma::mat></div><div class="line"><a name="l00036"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html"> 36</a></span> <span class="keyword">class </span><a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html">Perceptron</a></div><div class="line"><a name="l00037"></a><span class="lineno"> 37</span> {</div><div class="line"><a name="l00038"></a><span class="lineno"> 38</span>  <span class="keyword">public</span>:</div><div class="line"><a name="l00049"></a><span class="lineno"> 49</span>  <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aa6904022dacff89588d005d2a96e4384">Perceptron</a>(<span class="keyword">const</span> <span class="keywordtype">size_t</span> numClasses = 0,</div><div class="line"><a name="l00050"></a><span class="lineno"> 50</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> dimensionality = 0,</div><div class="line"><a name="l00051"></a><span class="lineno"> 51</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a90dd2a9867c1207586549026b6d6d928">maxIterations</a> = 1000);</div><div class="line"><a name="l00052"></a><span class="lineno"> 52</span> </div><div class="line"><a name="l00066"></a><span class="lineno"> 66</span>  <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aa6904022dacff89588d005d2a96e4384">Perceptron</a>(<span class="keyword">const</span> MatType& data,</div><div class="line"><a name="l00067"></a><span class="lineno"> 67</span>  <span class="keyword">const</span> arma::Row<size_t>& labels,</div><div class="line"><a name="l00068"></a><span class="lineno"> 68</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> numClasses,</div><div class="line"><a name="l00069"></a><span class="lineno"> 69</span>  <span class="keyword">const</span> <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a90dd2a9867c1207586549026b6d6d928">maxIterations</a> = 1000);</div><div class="line"><a name="l00070"></a><span class="lineno"> 70</span> </div><div class="line"><a name="l00081"></a><span class="lineno"> 81</span>  <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aa6904022dacff89588d005d2a96e4384">Perceptron</a>(<span class="keyword">const</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html">Perceptron</a>& other,</div><div class="line"><a name="l00082"></a><span class="lineno"> 82</span>  <span class="keyword">const</span> MatType& data,</div><div class="line"><a name="l00083"></a><span class="lineno"> 83</span>  <span class="keyword">const</span> arma::Row<size_t>& labels,</div><div class="line"><a name="l00084"></a><span class="lineno"> 84</span>  <span class="keyword">const</span> arma::rowvec& instanceWeights);</div><div class="line"><a name="l00085"></a><span class="lineno"> 85</span> </div><div class="line"><a name="l00101"></a><span class="lineno"> 101</span>  <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aba83d0d0e47093f10b508955194e64ec">Train</a>(<span class="keyword">const</span> MatType& data,</div><div class="line"><a name="l00102"></a><span class="lineno"> 102</span>  <span class="keyword">const</span> arma::Row<size_t>& labels,</div><div class="line"><a name="l00103"></a><span class="lineno"> 103</span>  <span class="keyword">const</span> arma::rowvec& instanceWeights = arma::rowvec());</div><div class="line"><a name="l00104"></a><span class="lineno"> 104</span> </div><div class="line"><a name="l00113"></a><span class="lineno"> 113</span>  <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a19e5eecfc78e1dff4b2a60f61a0a62fb">Classify</a>(<span class="keyword">const</span> MatType& test, arma::Row<size_t>& predictedLabels);</div><div class="line"><a name="l00114"></a><span class="lineno"> 114</span> </div><div class="line"><a name="l00118"></a><span class="lineno"> 118</span>  <span class="keyword">template</span><<span class="keyword">typename</span> Archive></div><div class="line"><a name="l00119"></a><span class="lineno"> 119</span>  <span class="keywordtype">void</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a296d4dc7e0044422eb9f458537900c9a">Serialize</a>(Archive& ar, <span class="keyword">const</span> <span class="keywordtype">unsigned</span> <span class="keywordtype">int</span> <span class="comment">/* version */</span>);</div><div class="line"><a name="l00120"></a><span class="lineno"> 120</span> </div><div class="line"><a name="l00122"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#a56878ce65d2d01ab95abae9b4feb74d3"> 122</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a56878ce65d2d01ab95abae9b4feb74d3">MaxIterations</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a90dd2a9867c1207586549026b6d6d928">maxIterations</a>; }</div><div class="line"><a name="l00124"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#a86ef3db5d812168a7b5081c3010e7c3b"> 124</a></span>  <span class="keywordtype">size_t</span>& <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a86ef3db5d812168a7b5081c3010e7c3b">MaxIterations</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a90dd2a9867c1207586549026b6d6d928">maxIterations</a>; }</div><div class="line"><a name="l00125"></a><span class="lineno"> 125</span> </div><div class="line"><a name="l00127"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#a349680e2922f81c396f901a623871ca2"> 127</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a349680e2922f81c396f901a623871ca2">NumClasses</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aab9a1b3af9ee9cda8b57a6110964bb98">weights</a>.n_cols; }</div><div class="line"><a name="l00128"></a><span class="lineno"> 128</span> </div><div class="line"><a name="l00130"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#ab3a7c1622eff3e40d3adc8b2c38ca223"> 130</a></span>  <span class="keyword">const</span> arma::mat& <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#ab3a7c1622eff3e40d3adc8b2c38ca223">Weights</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aab9a1b3af9ee9cda8b57a6110964bb98">weights</a>; }</div><div class="line"><a name="l00132"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#aa029ebd3451fb4725a3d973156c3547e"> 132</a></span>  arma::mat& <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aa029ebd3451fb4725a3d973156c3547e">Weights</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aab9a1b3af9ee9cda8b57a6110964bb98">weights</a>; }</div><div class="line"><a name="l00133"></a><span class="lineno"> 133</span> </div><div class="line"><a name="l00135"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#a14c295c238ed1b60c606db90a5117284"> 135</a></span>  <span class="keyword">const</span> arma::vec& <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a14c295c238ed1b60c606db90a5117284">Biases</a>()<span class="keyword"> const </span>{ <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a37ab09fd3be5bd42e4c94667d7f78ea6">biases</a>; }</div><div class="line"><a name="l00137"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#a3ca35081283f1ab26ae7a2ec8fe1ec1f"> 137</a></span>  arma::vec& <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a3ca35081283f1ab26ae7a2ec8fe1ec1f">Biases</a>() { <span class="keywordflow">return</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a37ab09fd3be5bd42e4c94667d7f78ea6">biases</a>; }</div><div class="line"><a name="l00138"></a><span class="lineno"> 138</span> </div><div class="line"><a name="l00139"></a><span class="lineno"> 139</span> <span class="keyword">private</span>:</div><div class="line"><a name="l00141"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#a90dd2a9867c1207586549026b6d6d928"> 141</a></span>  <span class="keywordtype">size_t</span> <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a90dd2a9867c1207586549026b6d6d928">maxIterations</a>;</div><div class="line"><a name="l00142"></a><span class="lineno"> 142</span> </div><div class="line"><a name="l00149"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#aab9a1b3af9ee9cda8b57a6110964bb98"> 149</a></span>  arma::mat <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#aab9a1b3af9ee9cda8b57a6110964bb98">weights</a>;</div><div class="line"><a name="l00150"></a><span class="lineno"> 150</span> </div><div class="line"><a name="l00152"></a><span class="lineno"><a class="line" href="classmlpack_1_1perceptron_1_1Perceptron.html#a37ab09fd3be5bd42e4c94667d7f78ea6"> 152</a></span>  arma::vec <a class="code" href="classmlpack_1_1perceptron_1_1Perceptron.html#a37ab09fd3be5bd42e4c94667d7f78ea6">biases</a>;</div><div class="line"><a name="l00153"></a><span class="lineno"> 153</span> };</div><div class="line"><a name="l00154"></a><span class="lineno"> 154</span> </div><div class="line"><a name="l00155"></a><span class="lineno"> 155</span> } <span class="comment">// namespace perceptron</span></div><div class="line"><a name="l00156"></a><span class="lineno"> 156</span> } <span class="comment">// namespace mlpack</span></div><div class="line"><a name="l00157"></a><span class="lineno"> 157</span> </div><div class="line"><a name="l00158"></a><span class="lineno"> 158</span> <span class="preprocessor">#include "perceptron_impl.hpp"</span></div><div class="line"><a name="l00159"></a><span class="lineno"> 159</span> </div><div class="line"><a name="l00160"></a><span class="lineno"> 160</span> <span class="preprocessor">#endif</span></div><div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_aab9a1b3af9ee9cda8b57a6110964bb98"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#aab9a1b3af9ee9cda8b57a6110964bb98">mlpack::perceptron::Perceptron::weights</a></div><div class="ttdeci">arma::mat weights</div><div class="ttdoc">Stores the weights for each of the input class labels. </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00149">perceptron.hpp:149</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a37ab09fd3be5bd42e4c94667d7f78ea6"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a37ab09fd3be5bd42e4c94667d7f78ea6">mlpack::perceptron::Perceptron::biases</a></div><div class="ttdeci">arma::vec biases</div><div class="ttdoc">The biases for each class. </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00152">perceptron.hpp:152</a></div></div>
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<div class="ttc" id="namespacemlpack_html"><div class="ttname"><a href="namespacemlpack.html">mlpack</a></div><div class="ttdoc">Linear algebra utility functions, generally performed on matrices or vectors. </div><div class="ttdef"><b>Definition:</b> <a href="binarize_8hpp_source.html#l00018">binarize.hpp:18</a></div></div>
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<div class="ttc" id="prereqs_8hpp_html"><div class="ttname"><a href="prereqs_8hpp.html">prereqs.hpp</a></div><div class="ttdoc">The core includes that mlpack expects; standard C++ includes and Armadillo. </div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a14c295c238ed1b60c606db90a5117284"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a14c295c238ed1b60c606db90a5117284">mlpack::perceptron::Perceptron::Biases</a></div><div class="ttdeci">const arma::vec & Biases() const </div><div class="ttdoc">Get the biases. </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00135">perceptron.hpp:135</a></div></div>
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<div class="ttc" id="perceptron_2initialization__methods_2zero__init_8hpp_html"><div class="ttname"><a href="perceptron_2initialization__methods_2zero__init_8hpp.html">zero_init.hpp</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a349680e2922f81c396f901a623871ca2"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a349680e2922f81c396f901a623871ca2">mlpack::perceptron::Perceptron::NumClasses</a></div><div class="ttdeci">size_t NumClasses() const </div><div class="ttdoc">Get the number of classes this perceptron has been trained for. </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00127">perceptron.hpp:127</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_aa6904022dacff89588d005d2a96e4384"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#aa6904022dacff89588d005d2a96e4384">mlpack::perceptron::Perceptron::Perceptron</a></div><div class="ttdeci">Perceptron(const size_t numClasses=0, const size_t dimensionality=0, const size_t maxIterations=1000)</div><div class="ttdoc">Constructor: create the perceptron with the given number of classes and initialize the weight matrix...</div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a3ca35081283f1ab26ae7a2ec8fe1ec1f"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a3ca35081283f1ab26ae7a2ec8fe1ec1f">mlpack::perceptron::Perceptron::Biases</a></div><div class="ttdeci">arma::vec & Biases()</div><div class="ttdoc">Modify the biases. You had better know what you are doing! </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00137">perceptron.hpp:137</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_ab3a7c1622eff3e40d3adc8b2c38ca223"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#ab3a7c1622eff3e40d3adc8b2c38ca223">mlpack::perceptron::Perceptron::Weights</a></div><div class="ttdeci">const arma::mat & Weights() const </div><div class="ttdoc">Get the weight matrix. </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00130">perceptron.hpp:130</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a90dd2a9867c1207586549026b6d6d928"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a90dd2a9867c1207586549026b6d6d928">mlpack::perceptron::Perceptron::maxIterations</a></div><div class="ttdeci">size_t maxIterations</div><div class="ttdoc">The maximum number of iterations during training. </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00141">perceptron.hpp:141</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a86ef3db5d812168a7b5081c3010e7c3b"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a86ef3db5d812168a7b5081c3010e7c3b">mlpack::perceptron::Perceptron::MaxIterations</a></div><div class="ttdeci">size_t & MaxIterations()</div><div class="ttdoc">Modify the maximum number of iterations. </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00124">perceptron.hpp:124</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a56878ce65d2d01ab95abae9b4feb74d3"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a56878ce65d2d01ab95abae9b4feb74d3">mlpack::perceptron::Perceptron::MaxIterations</a></div><div class="ttdeci">size_t MaxIterations() const </div><div class="ttdoc">Get the maximum number of iterations. </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00122">perceptron.hpp:122</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a296d4dc7e0044422eb9f458537900c9a"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a296d4dc7e0044422eb9f458537900c9a">mlpack::perceptron::Perceptron::Serialize</a></div><div class="ttdeci">void Serialize(Archive &ar, const unsigned int)</div><div class="ttdoc">Serialize the perceptron. </div></div>
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<div class="ttc" id="perceptron_2initialization__methods_2random__init_8hpp_html"><div class="ttname"><a href="perceptron_2initialization__methods_2random__init_8hpp.html">random_init.hpp</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_aba83d0d0e47093f10b508955194e64ec"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#aba83d0d0e47093f10b508955194e64ec">mlpack::perceptron::Perceptron::Train</a></div><div class="ttdeci">void Train(const MatType &data, const arma::Row< size_t > &labels, const arma::rowvec &instanceWeights=arma::rowvec())</div><div class="ttdoc">Train the perceptron on the given data for up to the maximum number of iterations (specified in the c...</div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_a19e5eecfc78e1dff4b2a60f61a0a62fb"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#a19e5eecfc78e1dff4b2a60f61a0a62fb">mlpack::perceptron::Perceptron::Classify</a></div><div class="ttdeci">void Classify(const MatType &test, arma::Row< size_t > &predictedLabels)</div><div class="ttdoc">Classification function. </div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html_aa029ebd3451fb4725a3d973156c3547e"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html#aa029ebd3451fb4725a3d973156c3547e">mlpack::perceptron::Perceptron::Weights</a></div><div class="ttdeci">arma::mat & Weights()</div><div class="ttdoc">Modify the weight matrix. You had better know what you are doing! </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00132">perceptron.hpp:132</a></div></div>
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<div class="ttc" id="simple__weight__update_8hpp_html"><div class="ttname"><a href="simple__weight__update_8hpp.html">simple_weight_update.hpp</a></div></div>
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<div class="ttc" id="classmlpack_1_1perceptron_1_1Perceptron_html"><div class="ttname"><a href="classmlpack_1_1perceptron_1_1Perceptron.html">mlpack::perceptron::Perceptron</a></div><div class="ttdoc">This class implements a simple perceptron (i.e., a single layer neural network). </div><div class="ttdef"><b>Definition:</b> <a href="perceptron_8hpp_source.html#l00036">perceptron.hpp:36</a></div></div>
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