<?xml version="1.0" encoding="ascii"?> <!DOCTYPE html PUBLIC "-//W3C//DTD XHTML 1.0 Transitional//EN" "DTD/xhtml1-transitional.dtd"> <html xmlns="http://www.w3.org/1999/xhtml" xml:lang="en" lang="en"> <head> <title>Bio.NeuralNetwork.Training.ExampleManager</title> <link rel="stylesheet" href="epydoc.css" type="text/css" /> <script type="text/javascript" src="epydoc.js"></script> </head> <body bgcolor="white" text="black" link="blue" vlink="#204080" alink="#204080"> <!-- ==================== NAVIGATION BAR ==================== --> <table class="navbar" border="0" width="100%" cellpadding="0" bgcolor="#a0c0ff" cellspacing="0"> <tr valign="middle"> <!-- Tree link --> <th> <a href="module-tree.html">Trees</a> </th> <!-- Index link --> <th> <a href="identifier-index.html">Indices</a> </th> <!-- Help link --> <th> <a href="help.html">Help</a> </th> <th class="navbar" width="100%"></th> </tr> </table> <table width="100%" cellpadding="0" cellspacing="0"> <tr valign="top"> <td width="100%"> <span class="breadcrumbs"> <a href="Bio-module.html">Package Bio</a> :: <a href="Bio.NeuralNetwork-module.html">Package NeuralNetwork</a> :: <a href="Bio.NeuralNetwork.Training-module.html">Module Training</a> :: Class ExampleManager </span> </td> <td> <table cellpadding="0" cellspacing="0"> <!-- hide/show private --> <tr><td align="right"><span class="options">[<a href="javascript:void(0);" class="privatelink" onclick="toggle_private();">hide private</a>]</span></td></tr> <tr><td align="right"><span class="options" >[<a href="frames.html" target="_top">frames</a >] | <a href="Bio.NeuralNetwork.Training.ExampleManager-class.html" target="_top">no frames</a>]</span></td></tr> </table> </td> </tr> </table> <!-- ==================== CLASS DESCRIPTION ==================== --> <h1 class="epydoc">Class ExampleManager</h1><p class="nomargin-top"><span class="codelink"><a href="Bio.NeuralNetwork.Training-pysrc.html#ExampleManager">source code</a></span></p> <p>Manage a grouping of Training Examples.</p> <p>This is meant to make it easy to split a bunch of training examples into three types of data:</p> <p>o Training Data -- These are the data used to do the actual training of the network.</p> <p>o Validation Data -- These data are used to validate the network while training. They provide an independent method to evaluate how the network is doing, and make sure the network gets trained independent of noise in the training data set.</p> <p>o Testing Data -- The data which are used to verify how well a network works. They should not be used at all in the training process, so they provide a completely independent method of testing how well a network performs.</p> <!-- ==================== INSTANCE METHODS ==================== --> <a name="section-InstanceMethods"></a> <table class="summary" border="1" cellpadding="3" cellspacing="0" width="100%" bgcolor="white"> <tr bgcolor="#70b0f0" class="table-header"> <td colspan="2" class="table-header"> <table border="0" cellpadding="0" cellspacing="0" width="100%"> <tr valign="top"> <td align="left"><span class="table-header">Instance Methods</span></td> <td align="right" valign="top" ><span class="options">[<a href="#section-InstanceMethods" class="privatelink" onclick="toggle_private();" >hide private</a>]</span></td> </tr> </table> </td> </tr> <tr> <td width="15%" align="right" valign="top" class="summary"> <span class="summary-type"> </span> </td><td class="summary"> <table width="100%" cellpadding="0" cellspacing="0" border="0"> <tr> <td><span class="summary-sig"><a href="Bio.NeuralNetwork.Training.ExampleManager-class.html#__init__" class="summary-sig-name">__init__</a>(<span class="summary-sig-arg">self</span>, <span class="summary-sig-arg">training_percent</span>=<span class="summary-sig-default">0.4</span>, <span class="summary-sig-arg">validation_percent</span>=<span class="summary-sig-default">0.4</span>)</span><br /> Initialize the manager with the training examples.</td> <td align="right" valign="top"> <span class="codelink"><a href="Bio.NeuralNetwork.Training-pysrc.html#ExampleManager.__init__">source code</a></span> </td> </tr> </table> </td> </tr> <tr> <td width="15%" align="right" valign="top" class="summary"> <span class="summary-type"> </span> </td><td class="summary"> <table width="100%" cellpadding="0" cellspacing="0" border="0"> <tr> <td><span class="summary-sig"><a href="Bio.NeuralNetwork.Training.ExampleManager-class.html#add_examples" class="summary-sig-name">add_examples</a>(<span class="summary-sig-arg">self</span>, <span class="summary-sig-arg">training_examples</span>)</span><br /> Add a set of training examples to the manager.</td> <td align="right" valign="top"> <span class="codelink"><a href="Bio.NeuralNetwork.Training-pysrc.html#ExampleManager.add_examples">source code</a></span> </td> </tr> </table> </td> </tr> </table> <!-- ==================== METHOD DETAILS ==================== --> <a name="section-MethodDetails"></a> <table class="details" border="1" cellpadding="3" cellspacing="0" width="100%" bgcolor="white"> <tr bgcolor="#70b0f0" class="table-header"> <td colspan="2" class="table-header"> <table border="0" cellpadding="0" cellspacing="0" width="100%"> <tr valign="top"> <td align="left"><span class="table-header">Method Details</span></td> <td align="right" valign="top" ><span class="options">[<a href="#section-MethodDetails" class="privatelink" onclick="toggle_private();" >hide private</a>]</span></td> </tr> </table> </td> </tr> </table> <a name="__init__"></a> <div> <table class="details" border="1" cellpadding="3" cellspacing="0" width="100%" bgcolor="white"> <tr><td> <table width="100%" cellpadding="0" cellspacing="0" border="0"> <tr valign="top"><td> <h3 class="epydoc"><span class="sig"><span class="sig-name">__init__</span>(<span class="sig-arg">self</span>, <span class="sig-arg">training_percent</span>=<span class="sig-default">0.4</span>, <span class="sig-arg">validation_percent</span>=<span class="sig-default">0.4</span>)</span> <br /><em class="fname">(Constructor)</em> </h3> </td><td align="right" valign="top" ><span class="codelink"><a href="Bio.NeuralNetwork.Training-pysrc.html#ExampleManager.__init__">source code</a></span> </td> </tr></table> <p>Initialize the manager with the training examples.</p> <p>Arguments:</p> <p>o training_percent - The percentage of the training examples that should be used for training the network.</p> <p>o validation_percent - Percent of training examples for validating a network during training.</p> <p>Attributes:</p> <p>o train_examples - A randomly chosen set of examples for training purposes.</p> <p>o valdiation_examples - Randomly chosesn set of examples for use in validation of a network during training.</p> <p>o test_examples - Examples for training purposes.</p> <dl class="fields"> </dl> </td></tr></table> </div> <a name="add_examples"></a> <div> <table class="details" border="1" cellpadding="3" cellspacing="0" width="100%" bgcolor="white"> <tr><td> <table width="100%" cellpadding="0" cellspacing="0" border="0"> <tr valign="top"><td> <h3 class="epydoc"><span class="sig"><span class="sig-name">add_examples</span>(<span class="sig-arg">self</span>, <span class="sig-arg">training_examples</span>)</span> </h3> </td><td align="right" valign="top" ><span class="codelink"><a href="Bio.NeuralNetwork.Training-pysrc.html#ExampleManager.add_examples">source code</a></span> </td> </tr></table> <p>Add a set of training examples to the manager.</p> <p>Arguments:</p> <p>o training_examples - A list of TrainingExamples to manage.</p> <dl class="fields"> </dl> </td></tr></table> </div> <br /> <!-- ==================== NAVIGATION BAR ==================== --> <table class="navbar" border="0" width="100%" cellpadding="0" bgcolor="#a0c0ff" cellspacing="0"> <tr valign="middle"> <!-- Tree link --> <th> <a href="module-tree.html">Trees</a> </th> <!-- Index link --> <th> <a href="identifier-index.html">Indices</a> </th> <!-- Help link --> <th> <a href="help.html">Help</a> </th> <th class="navbar" width="100%"></th> </tr> </table> <table border="0" cellpadding="0" cellspacing="0" width="100%%"> <tr> <td align="left" class="footer"> Generated by Epydoc 3.0.1 on Mon Sep 15 09:26:36 2008 </td> <td align="right" class="footer"> <a target="mainFrame" href="http://epydoc.sourceforge.net" >http://epydoc.sourceforge.net</a> </td> </tr> </table> <script type="text/javascript"> <!-- // Private objects are initially displayed (because if // javascript is turned off then we want them to be // visible); but by default, we want to hide them. 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