Regular Expressions 101

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An explanation of your regex will be automatically generated as you type.
Detailed match information will be displayed here automatically.
  • All Tokens
  • Common Tokens
  • General Tokens
  • Anchors
  • Meta Sequences
  • Quantifiers
  • Group Constructs
  • Character Classes
  • Flags/Modifiers
  • Substitution
  • A single character of: a, b or c
    [abc]
  • A character except: a, b or c
    [^abc]
  • A character in the range: a-z
    [a-z]
  • A character not in the range: a-z
    [^a-z]
  • A character in the range: a-z or A-Z
    [a-zA-Z]
  • Any single character
    .
  • Alternate - match either a or b
    a|b
  • Any whitespace character
    \s
  • Any non-whitespace character
    \S
  • Any digit
    \d
  • Any non-digit
    \D
  • Any word character
    \w
  • Any non-word character
    \W
  • Non-capturing group
    (?:...)
  • Capturing group
    (...)
  • Zero or one of a
    a?
  • Zero or more of a
    a*
  • One or more of a
    a+
  • Exactly 3 of a
    a{3}
  • 3 or more of a
    a{3,}
  • Between 3 and 6 of a
    a{3,6}
  • Start of string
    ^
  • End of string
    $
  • A word boundary
    \b
  • Non-word boundary
    \B

Regular Expression
No Match

/
/
g

Test String

Code Generator

Language

Generated Code

$re = '/<a class="download_link" href="(.*?)"/'; $str = ' <html> <head> <meta http-equiv="Content-Type" content="text/html; charset=UTF-8"> <title>Data Mining with Weka MOOC - Material</title> <meta Http-Equiv="Cache-Control" Content="no-cache"> <meta Http-Equiv="Pragma" Content="no-cache"> <meta Http-Equiv="Expires" Content="0"> <link href="../common/main.css" rel="stylesheet" type="text/css"> <link href="../common/uow.css" rel="stylesheet" type="text/css"> <script type="text/javascript" src="../common/jquery-1.7.2.min.js"></script> </head> <body> <script> (function(i,s,o,g,r,a,m){i[\'GoogleAnalyticsObject\']=r;i[r]=i[r]||function(){ (i[r].q=i[r].q||[]).push(arguments)},i[r].l=1*new Date();a=s.createElement(o), m=s.getElementsByTagName(o)[0];a.async=1;a.src=g;m.parentNode.insertBefore(a,m) })(window,document,\'script\',\'//www.google-analytics.com/analytics.js\',\'ga\'); ga(\'create\', \'UA-39393483-4\', \'waikato.ac.nz\'); ga(\'send\', \'pageview\'); </script><div id="gcb-header" role="banner"><div class="gcb-aux"> <p class="gcb-course-image"><a href="http://www.waikato.ac.nz/"><img src="../common/coa_red.gif" alt="University of Waikato" border="0"></a></p> <p class="gcb-title-header"> Data Mining with Weka MOOC - Material </p> </div></div> <div class="gcb-nav gcb-complex" id="gcb-nav-x"><div class="gcb-aux"><ul> <li class="active">Data Mining with Weka</li> <li><a href="../moredataminingwithweka/">More Data Mining with Weka</a></li> </ul></div></div> <div class="is-wrapper"><div class="gcb-aux"> <div class="gcb-col-11"> <p class="gcb-product-headers">All the material is licensed under <a href="https://creativecommons.org/licenses/by/3.0/" target="_blank">Creative Commons Attribution 3.0 Unported</a> (CC-BY 3.0) and you are free to use them under that license.</p> <p>Please note, the activities are only available when the course is running, as they are hosted in Google\'s AppEngine, incurring extra costs.</p> </div> <div class="gcb-col-11 gcb-aside"> <h2>Slides</h2> <table class="material_table"> <tr> <td colspan="2">Class</td> <td>GDrive</td> <td>Alternative</td> </tr> <tr> <td> </td> <td>Trailer</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xY2RlZGtpNVRjaUk" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/slides/Trailer-DataMiningWithWeka-2013.pdf" target="_blank">en</a></td> </tr> <tr> <td>1</td> <td>Getting started with Weka</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWVpPWWRFdW1nS1E" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/slides/Class1-DataMiningWithWeka-2013.pdf" target="_blank">en</a></td> </tr> <tr> <td>2</td> <td>Evaluation</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xdXpOUmgyaDdDR0U" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/slides/Class2-DataMiningWithWeka-2013.pdf" target="_blank">en</a></td> </tr> <tr> <td>3</td> <td>Simple classifiers</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeTVoSE1MVnZPME0" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/slides/Class3-DataMiningWithWeka-2013.pdf" target="_blank">en</a></td> </tr> <tr> <td>4</td> <td>More classifiers</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xM3Bqc2cwLVg0T1U" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/slides/Class4-DataMiningWithWeka-2013.pdf" target="_blank">en</a></td> </tr> <tr> <td>5</td> <td>Putting it all together</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUjhLaURQbWsxbjg" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/slides/Class5-DataMiningWithWeka-2013.pdf" target="_blank">en</a></td> </tr> </table> </div> <div class="gcb-col-11 gcb-aside"> <h2>Videos</h2> <table class="material_table"> <tr> <td colspan="2">Class</td> <td colspan="2">Lesson</td> <td><a href="http://www.youtube.com/user/WekaMOOC/videos" target="_blank">YouTube</a></td> <td><a href="http://i.youku.com/u/UMTI4NTE5OTA0NA==/videos" target="_blank">Youku</a></td> <td>GDrive</td> </tr> <tr> <td> </td> <td>Trailer</td> <td> </td> <td></td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=LcHw2ph6bss" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjAyMzAyNTYw.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjAyMzAzMTk2.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xajNOYm1PbURnZDg" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xaF9PaV9MR000bUE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNjZZOU9PM1BTZVE" target="_blank">zh</a> </td> </tr> <tr> <td>1</td> <td>Getting started with Weka</td> <td>1</td> <td>Introduction</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=Exe4Dc8FmiM" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA1NjcyNDg0.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA1Njc1Njky.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xaW9Ra2k3aEE5VDA" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZUVFZ0cwaWRwZmM" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWW5BT2RPREpkeFE" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Exploring the Explorer</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=nHm8otvMVTs" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA1NjgxOTAw.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA1Njc5MTEy.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xc24ydUdWSE1qTFk" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZGk3dXUzTGctaE0" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xa1dvRHBKbGVoWE0" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Exploring datasets</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=BO6XJSaFYzk" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA1NzA2NTky.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA1NzA2NTEy.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xY2dsdmI2aWhRVkE" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xYWZqd1ZOeGIwS0U" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNjZET2l0UEVLd2M" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Building a classifier</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=da-6IBnqzsg" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA2Nzk4OTcy.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA2Nzk4NTQw.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVm1wT0lXWXJibVU" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQkhqWG5WVFo1cmc" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xMk5kd2V2c25qZkE" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Using a filter</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=XySEe4uNsCY" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA2Nzk5NDA4.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA2Nzk5NjM2.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xU2ZmendySTRSdE0" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQVpVRkhlMmI2MFE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNDBHRnNUZEFuT0k" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Visualizing your data</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=U-1sTxmHE5U" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA2Nzk5NzI4.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA2Nzk5ODk2.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNkdmY1ozWnFGYlU" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNzZnSHRMSEdOcVE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xN3lURGRTUXNXaUk" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=owWhcmI5hx0" target="_blank">en</a></td> <td></td> <td></td> </tr> <tr> <td>2</td> <td>Evaluation</td> <td>1</td> <td>Be a classifier!</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=bUsPNNr6pvg" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA4NDgwNzEy.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA5NTcyOTY0.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xRDR3QjUxbnR3RUE" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNHpOVmVFaVRvRVU" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWDJxcjFTNmlSSTA" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Training and testing</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=FMiCOx95lAc" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA4NDgwNDY0.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA5NTc1OTY0.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQlNuTUhzQUsyYzQ" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xamhFcU5oRTV2YkE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xN3JUQUZoVGtiVEk" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Repeated training and testing</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=7lFie7V__Gs" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA4NDgwMjQ4.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA5NTcyODcy.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xN1g2YkhZUlRnYTQ" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVFdmN25VMHNyRVE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xdkRmcWNBVGtfbDQ" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Baseline accuracy</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=MrQhW4FyNW4" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA4NDc5OTg4.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA5NTcyNzAw.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbUZQdERKYTNub1k" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQmpaLWJBbTJpQ3M" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xclYxSGZhNUp2RnM" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Cross-validation</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=V0eL6MWxY-w" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA4NDc5NzEy.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA5NTcyMzg4.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xRWs2SUVFV3Vxb3c" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xdURFU0xkemwxQ3c" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUTdibG5CSmJORms" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Cross-validation results</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=dGF475wS5eY" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA4NDc5Mzg0.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjA5NTcyNTky.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUGtKY01KU2V4aFk" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQm9USWVVS09PakE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVlZvZWNDRHMyWFk" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=1WAXaaKT6U0" target="_blank">en</a></td> <td></td> <td></td> </tr> <tr> <td>3</td> <td>Simple classifiers</td> <td>1</td> <td>Simplicity first</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=uXo0ZCvtc7g" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjExMTg3NTgw.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjEyMzgzMTI0.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xMUdwNTdoWGFrWGs" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xR1pycTRMOW4zV0k" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbTJFXzVBd3BfLTA" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Overfitting</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=2QjFgfjjRwk" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjExMTg3NTg0.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjEyMzgzNDcy.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xX01FT3d6WjVBLUU" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xY0c4UVZ3MkQwV1k" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xTFF4eEhIQk9tMkU" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Using probabilities</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=0IRLIByhPhA" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjExMTg4NDgw.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjEyMzg0MjQ4.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xay1RVkVYS01OUkU" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUzRYWmRXREdQTzg" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xS3B3UkY4QVMtckk" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Decision trees</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=l7R9NHqvI0Y" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjExMTg3ODMy.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjEyMzgzNDI4.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZ09aTDdfZmlvX2s" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xYkdRdmQ2NmV1MmM" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUS16UjBkTTJBNm8" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Pruning decision trees</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=ncR_6UsuggY" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjExMTg4MTI4.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjEyMzgzNTcy.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xOTl6XzJFa2N3UkE" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xc05Db0Z3SldpZ2s" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVTBJelp4dmxFNVk" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Nearest neighbor</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=zjYUYJ2b4r8" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjExMTg3OTY0.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjEyMzgzNTM2.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbjhJVEx6UXEzbTg" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xOEJhN1FVZkUtcVU" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeUc2WXF4ZVBEd00" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=oMdyOQ20Boc" target="_blank">en</a></td> <td></td> <td></td> </tr> <tr> <td>4</td> <td>More classifiers</td> <td>1</td> <td>Classification boundaries</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=fMxfUKYkcVg" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU1NTQ0.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU2Nzc2.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZWV5YTI0UVdCMEk" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xU01xel9aakdWLWc" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVHdqNWdrMEhGS1U" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Linear regression</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=6tDnNyNZDF0" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU2OTQw.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU2OTU2.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUzBEWjhIcEc1ZkU" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSlVYb2N2NU5QWlU" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNDBsRVZKXzBTdjA" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Classification by regression</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=YIxoyiN8lxo" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU4NTMy.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU4NTE2.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZDMwUEliaVpZZ1k" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xcXVTM3JYZE9oNXM" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWVJ4RDZ2MGhHbWs" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Logistic regression</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=ThmZU3dTIDo" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU4NDgw.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU4NTY0.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xM0lpWmlXOC0zdHc" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xR1llUW1UVDgzZzA" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xdzhhekhYUkdaNjA" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Support vector machines</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=WVkD-jURBDg" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU5Mjg4.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU5MTUy.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZndNa3I0Tjl1OG8" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xRXVIZkEtZTNDb1E" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xRjROdlhRdHliSlE" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Ensemble learning</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=3GghLmJgbNY" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU5MzI4.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE1MzU5NDYw.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVXN6UFdhM2RJQmM" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xcFhtUnl0NU91MGM" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xanNGMnN2cURsR3c" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=uzPzrkbdtoA" target="_blank">en</a></td> <td></td> <td></td> </tr> <tr> <td>5</td> <td>Putting it all together</td> <td>1</td> <td>The data mining process</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=1Hg2JD2DYsI" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE4MDQxODY0.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE4MDQ5NTky.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xYzA1U29OSHQ1cnc" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeFZnemhwaDc4X3c" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeXhWM0tlUTVOeUU" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Pitfalls and pratfalls</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=lfg6-RHVDmo" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE4MDQ0MzEy.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE4MDUxMjQ0.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWUxVaXVaTENjUWM" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVXJzUXYyeTFiQ2M" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeVdHenNMaHRoQlk" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Data mining and ethics</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=dF9bEH9JTfw" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE4MDQyNTU2.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE4MDQ3OTE2.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xb0VDV0FSRmhGaGM" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xTHZuSFQ2cGstb2M" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbkVhUWYzeXpTWjg" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Summary</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=OcgW_Z_5Vac" target="_blank">en</a></td> <td> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE4MDQzOTUy.html" target="_blank">en</a> <a class="watch_link" href="http://v.youku.com/v_show/id_XNjE4MDQ4NjQ4.html" target="_blank">zh</a> </td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xM1dCVGp5V2xwekE" target="_blank">(no-captions)</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVWtrOGF3dF9FWDA" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWDNqdFlnNjhGN1U" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="watch_link" href="https://www.youtube.com/watch?v=pl2GXFxT15U" target="_blank">en</a></td> <td></td> <td></td> </tr> </table> </div> <div class="gcb-col-11 gcb-aside"> <h2>Subtitles</h2> <table class="material_table"> <tr> <td colspan="2">Class</td> <td colspan="2">Lesson</td> <td>GDrive</td> <td>Alternative</td> </tr> <tr> <td> </td> <td>Trailer</td> <td> </td> <td></td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xMXphRzZWUHFrOUE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbENvX0puM3l5RWM" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions-trailer-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions-trailer-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td>1</td> <td>Getting started with Weka</td> <td>1</td> <td>Introduction</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xazZLcHozQzRCQkE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xc1FmZGJiQUtpcEE" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-1-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-1-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Exploring the Explorer</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSmp6YzBVREtkLVU" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSmp6YzBVREtkLVU" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-2-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-2-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Exploring datasets</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQnhNY1o0QkFBVGs" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQlFqdDNTTVljam8" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-3-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-3-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Building a classifier</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSm5TaVBKa2RrT3c" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZUJBTVJsOGtlaFk" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-4-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-4-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Using a filter</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xMFZFVnpHUzgwd1E" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWEUwX09iUjB2QjA" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-5-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-5-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Visualizing your data</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVnpTR1dQbGpCek0" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xM01TX0Q4SC1CNGc" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-6-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions1-6-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSnlBX09DbERDY28" target="_blank">en</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions-class1-questions.srt" target="_blank">en</a> </td> </tr> <tr> <td>2</td> <td>Evaluation</td> <td>1</td> <td>Be a classifier!</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xRlhsbHFoOHA1NHM" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xTEhlUTlPNjhVREU" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-1-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-1-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Training and testing</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xaEZXMUlsYTRLdWM" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xa3lIZUpjZ0hTbk0" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-2-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-2-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Repeated training and testing</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xRThDcGt3ZHdRc1U" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVXF0SlB6U2JaNVk" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-3-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-3-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Baseline accuracy</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeXV2Q2tHR0o4Sjg" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xOXg3UV9VRkJnMVE" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-4-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-4-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Cross-validation</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xdlJQRzdORUFET1U" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeWhVZTdYRGNUcEE" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-5-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-5-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Cross-validation results</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVTY4NnB2WDhRU2M" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUURzSTJqdjc3Y2s" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-6-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions2-6-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUWRTRUdCcUtNenc" target="_blank">en</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions-class2-questions.srt" target="_blank">en</a> </td> </tr> <tr> <td>3</td> <td>Simple classifiers</td> <td>1</td> <td>Simplicity first</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xOTZEV1JKOVZRMzA" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZlB5YV8wM1NXdGM" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-1-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-1-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Overfitting</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWmMzMURaOGFGcnc" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSml2Yk95cW9vckk" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-2-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-2-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Using probabilities</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbDk4VHk1VkoxYXM" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xYk9KX1F3NVp6Mm8" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-3-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-3-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Decision trees</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQmNsRXBUOHNZQkk" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xelk5RmRybnBrbmM" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-4-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-4-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Pruning decision trees</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUWhXanE5T1NVVms" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xYzB1MjMwNXlzZk0" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-5-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-5-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Nearest neighbor</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xLW1haWVYVXZBdjA" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xR29GeDhXUWxRN28" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-6-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions3-6-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSHh2bktqbENKeEU" target="_blank">en</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions-class3-questions.srt" target="_blank">en</a> </td> </tr> <tr> <td>4</td> <td>More classifiers</td> <td>1</td> <td>Classification boundaries</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSDJfWHJiRnZFWGc" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xX1BKT3NMeG1DYjA" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-1-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-1-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Linear regression</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbjJoa2ZNOGI0cFE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xanQ1Tm5BTFRaN3M" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-2-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-2-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Classification by regression</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQi1kck85ZTBaNGs" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZTZJaExqVlE0TG8" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-3-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-3-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Logistic regression</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xLUF0ZlRueHJoaHc" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xT3p3RnhfRS1DVlU" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-4-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-4-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Support vector machines</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xaEFLdmRGUUF1bTA" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xOHpSbmFsX2luUTg" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-5-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-5-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Ensemble learning</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xM0hQZkpUTlRYLVU" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVDgtRWNqWUxVT0k" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-6-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions4-6-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xaTYzc0o3QWttR0k" target="_blank">en</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions-class4-questions.srt" target="_blank">en</a> </td> </tr> <tr> <td>5</td> <td>Putting it all together</td> <td>1</td> <td>The data mining process</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSVJVdmJFcmphZHM" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xVmJxNEpnVXZlTGM" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions5-1-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions5-1-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Pitfalls and pratfalls</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWmFnczlaS0s1cjg" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xYm1fOHIxUXhFRnc" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions5-2-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions5-2-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Data mining and ethics</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xaFJ0WXpHeVhDX0U" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xdXIxR1d1Y2dMakk" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions5-3-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions5-3-zh.srt" target="_blank">zh</a> </td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Summary</td> <td> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xN1NvSGtLZXdqOUE" target="_blank">en</a> <a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNXVtVV85YzB0QWM" target="_blank">zh</a> </td> <td> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions5-4-en.srt" target="_blank">en</a> <a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/subtitles/captions5-4-zh.srt" target="_blank">zh</a> </td> </tr> </table> </div> <div class="gcb-col-11 gcb-aside"> <h2>Transcripts</h2> <table class="material_table"> <tr> <td colspan="2">Class</td> <td colspan="2">Lesson</td> <td>GDrive</td> <td>Alternative</td> </tr> <tr> <td>1</td> <td>Getting started with Weka</td> <td>1</td> <td>Introduction</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xcW5rZlduUFNKbVE" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript1-1.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Exploring the Explorer</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xQU52bVFvbEpselU" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript1-2.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Exploring datasets</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSXRXbXJuQkJhSEk" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript1-3.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Building a classifier</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xcDEyTmJ5WU4tVXc" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript1-4.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Using a filter</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xX0x6UHNIUlppMkE" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript1-5.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Visualizing your data</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xazhERWJhQThESzQ" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript1-6.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xd293QW9pbFJPZnM" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript-Class1-Questions.txt" target="_blank">en</a></td> </tr> <tr> <td>2</td> <td>Evaluation</td> <td>1</td> <td>Be a classifier!</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeEk5OEVGMmJLVlk" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript2-1.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Training and testing</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZ2p3RW1hdTRaSkU" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript2-2.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Repeated training and testing</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbHNhVDhEbTNTRnM" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript2-3.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Baseline accuracy</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xdDcyR1p1Q09vejQ" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript2-4.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Cross-validation</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xY1dIYklLa1lXcWs" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript2-5.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Cross-validation results</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSldVV2V6RmxGakE" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript2-6.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZ3ljTm03aXVZc3M" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript-Class2-Questions.txt" target="_blank">en</a></td> </tr> <tr> <td>3</td> <td>Simple classifiers</td> <td>1</td> <td>Simplicity first</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xS0pTLTBaVk5CSlU" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript3-1.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Overfitting</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xcWM2Q3YxTy05aTA" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript3-2.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Using probabilities</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xY2VJcmNrLWhrdWM" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript3-3.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Decision trees</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xbUFhMGR2QTU2MEU" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript3-4.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Pruning decision trees</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNDNPTnhfS1RLYlk" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript3-5.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Nearest neighbor</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWENNRjMySHF1Y2c" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript3-6.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUGVQejhsYWh5cTg" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript-Class3-Questions.txt" target="_blank">en</a></td> </tr> <tr> <td>4</td> <td>More classifiers</td> <td>1</td> <td>Classification boundaries</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWVZjeWlpN005akk" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript4-1.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Linear regression</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xSTFWeEVsMjhzZEE" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript4-2.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Classification by regression</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZVZMcjBONlh3bHc" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript4-3.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Logistic regression</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xTUJKM016cXZKSTg" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript4-4.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>5</td> <td>Support vector machines</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xY3NpaVNFdm9pdDQ" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript4-5.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>6</td> <td>Ensemble learning</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xRHdVbmx4Zjk4dkk" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript4-6.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>Q</td> <td>Questions answered</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xeDNpWm1hMDdaaUE" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript-Class4-Questions.txt" target="_blank">en</a></td> </tr> <tr> <td>5</td> <td>Putting it all together</td> <td>1</td> <td>The data mining process</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xWFVQODV3T01oWEk" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript5-1.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>2</td> <td>Pitfalls and pratfalls</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xczVmMEFfWVptMDQ" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript5-2.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>3</td> <td>Data mining and ethics</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xUlp0U1JXRlFMNXc" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript5-3.txt" target="_blank">en</a></td> </tr> <tr> <td></td> <td></td> <td>4</td> <td>Summary</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xZTViNDlKdG9aOFE" target="_blank">en</a></td> <td><a class="download_link" href="http://www.cs.waikato.ac.nz/ml/weka/mooc/dataminingwithweka/transcripts/Transcript5-4.txt" target="_blank">en</a></td> </tr> </table> </div> <div class="gcb-col-11 gcb-aside"> <h2>Music</h2> <table class="material_table"> <tr> <td>Artist</td> <td>Title</td> <td>GDrive</td> </tr> <tr> <td>Woodside Clarinets</td> <td>Divertimento No. 2 Movement 1 - Allegro</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xYWE0VjlNaW82RDg" target="_blank">mp3</a></td> </tr> <tr> <td></td> <td>Divertimento No. 2 Movement 2 - Menuetto</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xRS1ubGoxRFJYcE0" target="_blank">mp3</a></td> </tr> <tr> <td></td> <td>Divertimento No. 2 Movement 3 - Larghetto</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xYk9hNFhTUkxuUzQ" target="_blank">mp3</a></td> </tr> <tr> <td></td> <td>Divertimento No. 2 Movement 4 - Menuetto</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xTXNGQ1hEOElBbG8" target="_blank">mp3</a></td> </tr> <tr> <td><a href="http://divatproductions.com/" target="_blank">Teresa Connors</a></td> <td>Opening</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xMmFlLVZIa2dZaVk" target="_blank">mp3</a></td> </tr> <tr> <td></td> <td>Incidental</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xNUxyNEI5MG9GWWc" target="_blank">mp3</a></td> </tr> <tr> <td></td> <td>Closing</td> <td><a class="download_link" href="https://drive.google.com/uc?export=download&amp;id=0B-f7ZbfsS9-xcFU2UzlkWU5IMDA" target="_blank">mp3</a></td> </tr> </table> </div> <div class="gcb-col-11 gcb-aside"><p class="gcb-product-headers"><i>Data Mining with Weka</i> is brought to you by the <a href="http://www.cs.waikato.ac.nz/" target="_blank">Department of Computer Science</a> at the <a href="http://www.waikato.ac.nz/" target="_blank">University of Waikato</a>, New Zealand. </p></div> </div></div> </body> </html> '; preg_match_all($re, $str, $matches, PREG_SET_ORDER, 0); // Print the entire match result var_dump($matches);

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