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<title>Algorithms_in_C++: machine_learning::neural_network::NeuralNetwork Class Reference</title>
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<div class="line"><span class="lineno"> 297</span> }</div>
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<div class="line"><span class="lineno"> 298</span> <span class="keywordflow">return</span> details;</div>
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<div class="line"><span class="lineno"> 299</span> }</div>
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<div class="ttc" id="acomposite__simpson__rule_8cpp_html_a6d8df83a6f26ce24a75d3b358b7f5b8a"><div class="ttname"><a href="../../d4/d18/composite__simpson__rule_8cpp.html#a6d8df83a6f26ce24a75d3b358b7f5b8a">numerical_methods::simpson_method::l</a></div><div class="ttdeci">double l(double x)</div><div class="ttdoc">Another test function.</div><div class="ttdef"><b>Definition:</b> composite_simpson_rule.cpp:119</div></div>
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<div class="ttc" id="acomposite__simpson__rule_8cpp_html_a6d8df83a6f26ce24a75d3b358b7f5b8a"><div class="ttname"><a href="../../d4/d18/composite__simpson__rule_8cpp.html#a6d8df83a6f26ce24a75d3b358b7f5b8a">numerical_methods::simpson_method::l</a></div><div class="ttdeci">double l(double x)</div><div class="ttdoc">Another test function.</div><div class="ttdef"><b>Definition</b> composite_simpson_rule.cpp:119</div></div>
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<div class="ttc" id="aemplace_back_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/container/vector/emplace_back.html">std::vector::emplace_back</a></div><div class="ttdeci">T emplace_back(T... args)</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_a5342906d42b80fc6b6b3ad17bf00fcb9"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#a5342906d42b80fc6b6b3ad17bf00fcb9">machine_learning::multiply</a></div><div class="ttdeci">std::vector< std::valarray< T > > multiply(const std::vector< std::valarray< T > > &A, const std::vector< std::valarray< T > > &B)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:460</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_ad0bdc88e5f1be47c46c0f0c8ebf754bb"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#ad0bdc88e5f1be47c46c0f0c8ebf754bb">machine_learning::apply_function</a></div><div class="ttdeci">std::vector< std::valarray< T > > apply_function(const std::vector< std::valarray< T > > &A, T(*func)(const T &))</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:329</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_a5342906d42b80fc6b6b3ad17bf00fcb9"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#a5342906d42b80fc6b6b3ad17bf00fcb9">machine_learning::multiply</a></div><div class="ttdeci">std::vector< std::valarray< T > > multiply(const std::vector< std::valarray< T > > &A, const std::vector< std::valarray< T > > &B)</div><div class="ttdef"><b>Definition</b> vector_ops.hpp:460</div></div>
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<div class="line"><span class="lineno"> 472</span> }</div>
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<div class="line"><span class="lineno"> 473</span> <span class="keywordflow">return</span> predicted_batch; <span class="comment">// Return predicted values</span></div>
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<div class="line"><span class="lineno"> 474</span> }</div>
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<div class="ttc" id="aclassmachine__learning_1_1neural__network_1_1_neural_network_html_a3b9eac1824d365dce715fb17c33cb96f"><div class="ttname"><a href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#a3b9eac1824d365dce715fb17c33cb96f">machine_learning::neural_network::NeuralNetwork::single_predict</a></div><div class="ttdeci">std::vector< std::valarray< double > > single_predict(const std::vector< std::valarray< double > > &X)</div><div class="ttdef"><b>Definition:</b> neural_network.cpp:451</div></div>
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<div class="line"><span class="lineno"> 627</span> <a class="code hl_classRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/basic_ostream.html">std::cout</a> << <span class="stringliteral">", Accuracy: "</span> << acc << <a class="code hl_functionRef" target="_blank" href="http://en.cppreference.com/w/cpp/io/manip/endl.html">std::endl</a>;</div>
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<div class="line"><span class="lineno"> 628</span> <span class="keywordflow">return</span>;</div>
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<div class="line"><span class="lineno"> 629</span> }</div>
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<div class="ttc" id="anamespacemachine__learning_html_a50480fccfb39de20ca47f1bf51ecb6ec"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#a50480fccfb39de20ca47f1bf51ecb6ec">machine_learning::argmax</a></div><div class="ttdeci">size_t argmax(const std::vector< std::valarray< T > > &A)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:307</div></div>
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<div class="line"><span class="lineno"> 644</span> this-><a class="code hl_function" href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#aec648ea4f40bd71123b5f907a681dd8e">evaluate</a>(<a class="code hl_variable" href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a>.first, <a class="code hl_variable" href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a>.second);</div>
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<div class="line"><span class="lineno"> 645</span> <span class="keywordflow">return</span>;</div>
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<div class="ttc" id="aclassmachine__learning_1_1neural__network_1_1_neural_network_html_a650c677fd6512665741ddd9b7983275d"><div class="ttname"><a href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#a650c677fd6512665741ddd9b7983275d">machine_learning::neural_network::NeuralNetwork::get_XY_from_csv</a></div><div class="ttdeci">std::pair< std::vector< std::vector< std::valarray< double > > >, std::vector< std::vector< std::valarray< double > > > > get_XY_from_csv(const std::string &file_name, const bool &last_label, const bool &normalize, const int &slip_lines=1)</div><div class="ttdef"><b>Definition:</b> neural_network.cpp:382</div></div>
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<div class="ttc" id="aclassmachine__learning_1_1neural__network_1_1_neural_network_html_aec648ea4f40bd71123b5f907a681dd8e"><div class="ttname"><a href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#aec648ea4f40bd71123b5f907a681dd8e">machine_learning::neural_network::NeuralNetwork::evaluate</a></div><div class="ttdeci">void evaluate(const std::vector< std::vector< std::valarray< double > > > &X, const std::vector< std::vector< std::valarray< double > > > &Y)</div><div class="ttdef"><b>Definition:</b> neural_network.cpp:606</div></div>
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<div class="ttc" id="ahash__search_8cpp_html_a6e1a77282bc65ad359d753d25df23243"><div class="ttname"><a href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a></div><div class="ttdeci">int data[MAX]</div><div class="ttdoc">test data</div><div class="ttdef"><b>Definition:</b> hash_search.cpp:24</div></div>
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<div class="ttc" id="aclassmachine__learning_1_1neural__network_1_1_neural_network_html_a650c677fd6512665741ddd9b7983275d"><div class="ttname"><a href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#a650c677fd6512665741ddd9b7983275d">machine_learning::neural_network::NeuralNetwork::get_XY_from_csv</a></div><div class="ttdeci">std::pair< std::vector< std::vector< std::valarray< double > > >, std::vector< std::vector< std::valarray< double > > > > get_XY_from_csv(const std::string &file_name, const bool &last_label, const bool &normalize, const int &slip_lines=1)</div><div class="ttdef"><b>Definition</b> neural_network.cpp:382</div></div>
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<div class="ttc" id="aclassmachine__learning_1_1neural__network_1_1_neural_network_html_aec648ea4f40bd71123b5f907a681dd8e"><div class="ttname"><a href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#aec648ea4f40bd71123b5f907a681dd8e">machine_learning::neural_network::NeuralNetwork::evaluate</a></div><div class="ttdeci">void evaluate(const std::vector< std::vector< std::valarray< double > > > &X, const std::vector< std::vector< std::valarray< double > > > &Y)</div><div class="ttdef"><b>Definition</b> neural_network.cpp:606</div></div>
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<div class="ttc" id="ahash__search_8cpp_html_a6e1a77282bc65ad359d753d25df23243"><div class="ttname"><a href="../../d1/df3/hash__search_8cpp.html#a6e1a77282bc65ad359d753d25df23243">data</a></div><div class="ttdeci">int data[MAX]</div><div class="ttdoc">test data</div><div class="ttdef"><b>Definition</b> hash_search.cpp:24</div></div>
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<div class="line"><span class="lineno"> 572</span> }</div>
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<div class="line"><span class="lineno"> 573</span> <span class="keywordflow">return</span>;</div>
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<div class="ttc" id="aclassmachine__learning_1_1neural__network_1_1_neural_network_html_a361a45f3c3d8347d79103bf182d0570b"><div class="ttname"><a href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#a361a45f3c3d8347d79103bf182d0570b">machine_learning::neural_network::NeuralNetwork::__detailed_single_prediction</a></div><div class="ttdeci">std::vector< std::vector< std::valarray< double > > > __detailed_single_prediction(const std::vector< std::valarray< double > > &X)</div><div class="ttdef"><b>Definition</b> neural_network.cpp:289</div></div>
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<div class="ttc" id="amin_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/algorithm/min.html">std::min</a></div><div class="ttdeci">T min(T... args)</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_aa4bbf61e65f8cd297255fa94b983d078"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#aa4bbf61e65f8cd297255fa94b983d078">machine_learning::get_shape</a></div><div class="ttdeci">std::pair< size_t, size_t > get_shape(const std::vector< std::valarray< T > > &A)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:247</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_ac1bdaa2a724b4ce6a6bb371a5dbe2e7e"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#ac1bdaa2a724b4ce6a6bb371a5dbe2e7e">machine_learning::zeroes_initialization</a></div><div class="ttdeci">void zeroes_initialization(std::vector< std::valarray< T > > &A, const std::pair< size_t, size_t > &shape)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:213</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_acafa3e62b686aebdbad81c4f89913f43"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#acafa3e62b686aebdbad81c4f89913f43">machine_learning::hadamard_product</a></div><div class="ttdeci">std::vector< std::valarray< T > > hadamard_product(const std::vector< std::valarray< T > > &A, const std::vector< std::valarray< T > > &B)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:494</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_af801bf30591ca6b2c38ff4fed0ded23f"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#af801bf30591ca6b2c38ff4fed0ded23f">machine_learning::equal_shuffle</a></div><div class="ttdeci">void equal_shuffle(std::vector< std::vector< std::valarray< T > > > &A, std::vector< std::vector< std::valarray< T > > > &B)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:136</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_a89fde571b38f9483576594f66572958a"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#a89fde571b38f9483576594f66572958a">machine_learning::transpose</a></div><div class="ttdeci">std::vector< std::valarray< T > > transpose(const std::vector< std::valarray< T > > &A)</div><div class="ttdef"><b>Definition</b> vector_ops.hpp:382</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_aa4bbf61e65f8cd297255fa94b983d078"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#aa4bbf61e65f8cd297255fa94b983d078">machine_learning::get_shape</a></div><div class="ttdeci">std::pair< size_t, size_t > get_shape(const std::vector< std::valarray< T > > &A)</div><div class="ttdef"><b>Definition</b> vector_ops.hpp:247</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_acafa3e62b686aebdbad81c4f89913f43"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#acafa3e62b686aebdbad81c4f89913f43">machine_learning::hadamard_product</a></div><div class="ttdeci">std::vector< std::valarray< T > > hadamard_product(const std::vector< std::valarray< T > > &A, const std::vector< std::valarray< T > > &B)</div><div class="ttdef"><b>Definition</b> vector_ops.hpp:494</div></div>
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<div class="ttc" id="anow_html"><div class="ttname"><a href="http://en.cppreference.com/w/cpp/chrono/high_resolution_clock/now.html">std::chrono::high_resolution_clock::now</a></div><div class="ttdeci">T now(T... args)</div></div>
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<div class="line"><span class="lineno"> 597</span> shuffle);</div>
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<div class="ttc" id="aclassmachine__learning_1_1neural__network_1_1_neural_network_html_a2be1b52bb9f57486f9a436f35c9089c0"><div class="ttname"><a href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#a2be1b52bb9f57486f9a436f35c9089c0">machine_learning::neural_network::NeuralNetwork::fit</a></div><div class="ttdeci">void fit(const std::vector< std::vector< std::valarray< double > > > &X_, const std::vector< std::vector< std::valarray< double > > > &Y_, const int &epochs=100, const double &learning_rate=0.01, const size_t &batch_size=32, const bool &shuffle=true)</div><div class="ttdef"><b>Definition:</b> neural_network.cpp:485</div></div>
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<div class="ttc" id="aclassmachine__learning_1_1neural__network_1_1_neural_network_html_a2be1b52bb9f57486f9a436f35c9089c0"><div class="ttname"><a href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html#a2be1b52bb9f57486f9a436f35c9089c0">machine_learning::neural_network::NeuralNetwork::fit</a></div><div class="ttdeci">void fit(const std::vector< std::vector< std::valarray< double > > > &X_, const std::vector< std::vector< std::valarray< double > > > &Y_, const int &epochs=100, const double &learning_rate=0.01, const size_t &batch_size=32, const bool &shuffle=true)</div><div class="ttdef"><b>Definition</b> neural_network.cpp:485</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_a912cf68863063a38d6e63545be5eb093"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#a912cf68863063a38d6e63545be5eb093">machine_learning::pop_front</a></div><div class="ttdeci">std::valarray< T > pop_front(const std::valarray< T > &A)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:102</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_ac332d152078e96311e43ac5e7183ea26"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#ac332d152078e96311e43ac5e7183ea26">machine_learning::minmax_scaler</a></div><div class="ttdeci">std::vector< std::vector< std::valarray< T > > > minmax_scaler(const std::vector< std::vector< std::valarray< T > > > &A, const T &low, const T &high)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:269</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_ae10178b082f0205c326550877d998e5d"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#ae10178b082f0205c326550877d998e5d">machine_learning::pop_back</a></div><div class="ttdeci">std::valarray< T > pop_back(const std::valarray< T > &A)</div><div class="ttdef"><b>Definition:</b> vector_ops.hpp:119</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_a496302e3371aa7b478cb7d5917904bdd"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#a496302e3371aa7b478cb7d5917904bdd">machine_learning::insert_element</a></div><div class="ttdeci">std::valarray< T > insert_element(const std::valarray< T > &A, const T &ele)</div><div class="ttdef"><b>Definition</b> vector_ops.hpp:85</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_a912cf68863063a38d6e63545be5eb093"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#a912cf68863063a38d6e63545be5eb093">machine_learning::pop_front</a></div><div class="ttdeci">std::valarray< T > pop_front(const std::valarray< T > &A)</div><div class="ttdef"><b>Definition</b> vector_ops.hpp:102</div></div>
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<div class="ttc" id="anamespacemachine__learning_html_ac332d152078e96311e43ac5e7183ea26"><div class="ttname"><a href="../../d8/d77/namespacemachine__learning.html#ac332d152078e96311e43ac5e7183ea26">machine_learning::minmax_scaler</a></div><div class="ttdeci">std::vector< std::vector< std::valarray< T > > > minmax_scaler(const std::vector< std::vector< std::valarray< T > > > &A, const T &low, const T &high)</div><div class="ttdef"><b>Definition</b> vector_ops.hpp:269</div></div>
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<li class="navelem"><a class="el" href="../../d8/d77/namespacemachine__learning.html">machine_learning</a></li><li class="navelem"><b>neural_network</b></li><li class="navelem"><a class="el" href="../../d4/df4/classmachine__learning_1_1neural__network_1_1_neural_network.html">NeuralNetwork</a></li>
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