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update week 38
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‎doc/pub/week38/html/._week38-bs000.html‎

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('Material for the lab sessions',
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'code-example-for-cross-validation-and-k-fold-cross-validation')]}
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'material-for-the-lab-sessions')]}
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<body>
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<!-- navigation toc: --> <li><a href="._week38-bs034.html#understanding-what-happens" style="font-size: 80%;">Understanding what happens</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs035.html#summing-up" style="font-size: 80%;">Summing up</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs036.html#another-example-from-scikit-learn-s-repository" style="font-size: 80%;">Another Example from Scikit-Learn's Repository</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs045.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs047.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs048.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs037.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs038.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs039.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs040.html#more-examples-on-bootstrap-and-cross-validation-and-errors" style="font-size: 80%;">More examples on bootstrap and cross-validation and errors</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs041.html#the-same-example-but-now-with-cross-validation" style="font-size: 80%;">The same example but now with cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs042.html#material-for-the-lab-sessions" style="font-size: 80%;">Material for the lab sessions</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs043.html#plans-for-the-lab-sessions" style="font-size: 80%;">Plans for the lab sessions</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs044.html#lab-session-material-relevant-for-the-first-project" style="font-size: 80%;">Lab session: Material relevant for the first project</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs045.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs046.html#how-to-set-up-the-cross-validation-for-ridge-and-or-lasso" style="font-size: 80%;">How to set up the cross-validation for Ridge and/or Lasso</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs047.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs048.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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</ul>
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</li>
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<li><a href="._week38-bs008.html">9</a></li>
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<li><a href="._week38-bs009.html">10</a></li>
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<li><a href="">...</a></li>
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<li><a href="._week38-bs042.html">43</a></li>
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<li><a href="._week38-bs001.html">&raquo;</a></li>
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<!-- ------------------- end of main content --------------- -->

‎doc/pub/week38/html/._week38-bs001.html‎

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('Material for the lab sessions',
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'material-for-the-lab-sessions'),
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('Code Example for Cross-validation and $k$-fold '
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'code-example-for-cross-validation-and-k-fold-cross-validation')]}
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'material-for-the-lab-sessions')]}
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<body>
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<!-- navigation toc: --> <li><a href="._week38-bs034.html#understanding-what-happens" style="font-size: 80%;">Understanding what happens</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs035.html#summing-up" style="font-size: 80%;">Summing up</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs036.html#another-example-from-scikit-learn-s-repository" style="font-size: 80%;">Another Example from Scikit-Learn's Repository</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs045.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs047.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs048.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs037.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs038.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs039.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs040.html#more-examples-on-bootstrap-and-cross-validation-and-errors" style="font-size: 80%;">More examples on bootstrap and cross-validation and errors</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs041.html#the-same-example-but-now-with-cross-validation" style="font-size: 80%;">The same example but now with cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs042.html#material-for-the-lab-sessions" style="font-size: 80%;">Material for the lab sessions</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs043.html#plans-for-the-lab-sessions" style="font-size: 80%;">Plans for the lab sessions</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs044.html#lab-session-material-relevant-for-the-first-project" style="font-size: 80%;">Lab session: Material relevant for the first project</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs045.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs046.html#how-to-set-up-the-cross-validation-for-ridge-and-or-lasso" style="font-size: 80%;">How to set up the cross-validation for Ridge and/or Lasso</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs047.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs048.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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<ol>
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<li> Statistical interpretation of Ridge and Lasso regression</li>
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<li> Resampling techniques, Bootstrap and cross validation and bias-variance tradeoff (this may partly be discussed during the exercise sessions as well.</li>
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<li> See video on ADAgrad, RMSprop and ADAM (material from last week not covered during lecture) at <a href="https://youtu.be/" target="_self"><tt>https://youtu.be/</tt></a>
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<li> The material we did not cover last week, that is on more advanced methods for updating the learning rate, are covered by its own video. We will briefly discuss these topics at the beginning of the lecture and during the lab sessions. See video on ADAgrad, RMSprop and ADAM (material from last week not covered during lecture) at <a href="https://youtu.be/" target="_self"><tt>https://youtu.be/</tt></a>
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<!-- * <a href="https://youtu.be/omLmp_kkie0" target="_self">Video of Lecture</a> -->
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<!-- * <a href="https://github.com/CompPhysics/MachineLearning/blob/master/doc/HandWrittenNotes/2024/NotesSeptember9.pdf" target="_self">Whiteboard notes</a> --></li>
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</ol>
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<li><a href="._week38-bs009.html">10</a></li>
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<li><a href="._week38-bs010.html">11</a></li>
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<li><a href="">...</a></li>
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<li><a href="._week38-bs042.html">43</a></li>
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<li><a href="._week38-bs002.html">&raquo;</a></li>
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‎doc/pub/week38/html/._week38-bs002.html‎

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('Material for the lab sessions',
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'material-for-the-lab-sessions'),
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('Plans for the lab sessions',
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'plans-for-the-lab-sessions'),
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None,
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'lab-session-material-relevant-for-the-first-project'),
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('Various steps in cross-validation',
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None,
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'various-steps-in-cross-validation'),
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('How to set up the cross-validation for Ridge and/or Lasso',
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None,
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'how-to-set-up-the-cross-validation-for-ridge-and-or-lasso'),
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('Cross-validation in brief',
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None,
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'cross-validation-in-brief'),
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('Code Example for Cross-validation and $k$-fold '
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'Cross-validation',
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2,
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None,
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'code-example-for-cross-validation-and-k-fold-cross-validation')]}
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'material-for-the-lab-sessions')]}
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end of tocinfo -->
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<body>
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<!-- navigation toc: --> <li><a href="._week38-bs034.html#understanding-what-happens" style="font-size: 80%;">Understanding what happens</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs035.html#summing-up" style="font-size: 80%;">Summing up</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs036.html#another-example-from-scikit-learn-s-repository" style="font-size: 80%;">Another Example from Scikit-Learn's Repository</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs045.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs047.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs048.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs037.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs038.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs039.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs040.html#more-examples-on-bootstrap-and-cross-validation-and-errors" style="font-size: 80%;">More examples on bootstrap and cross-validation and errors</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs041.html#the-same-example-but-now-with-cross-validation" style="font-size: 80%;">The same example but now with cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs042.html#material-for-the-lab-sessions" style="font-size: 80%;">Material for the lab sessions</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs043.html#plans-for-the-lab-sessions" style="font-size: 80%;">Plans for the lab sessions</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs044.html#lab-session-material-relevant-for-the-first-project" style="font-size: 80%;">Lab session: Material relevant for the first project</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs045.html#various-steps-in-cross-validation" style="font-size: 80%;">Various steps in cross-validation</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs046.html#how-to-set-up-the-cross-validation-for-ridge-and-or-lasso" style="font-size: 80%;">How to set up the cross-validation for Ridge and/or Lasso</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs047.html#cross-validation-in-brief" style="font-size: 80%;">Cross-validation in brief</a></li>
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<!-- navigation toc: --> <li><a href="._week38-bs048.html#code-example-for-cross-validation-and-k-fold-cross-validation" style="font-size: 80%;">Code Example for Cross-validation and \( k \)-fold Cross-validation</a></li>
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</li>
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<li> <a href="https://www.youtube.com/watch?v=Xz0x-8-cgaQ" target="_self">Video on Bootstrapping</a></li>
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<li> <a href="https://www.youtube.com/watch?v=fSytzGwwBVw" target="_self">Video on cross validation</a></li>
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</ol>
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<p>For the lab session, the following video on cross validation (from 2024), could be helpful, see <a href="https://www.youtube.com/watch?v=T9jjWsmsd1o" target="_self"><tt>https://www.youtube.com/watch?v=T9jjWsmsd1o</tt></a></p>
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</div>
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<li><a href="">...</a></li>
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<li><a href="._week38-bs048.html">49</a></li>
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<li><a href="._week38-bs042.html">43</a></li>
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<li><a href="._week38-bs003.html">&raquo;</a></li>
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</ul>
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<!-- ------------------- end of main content --------------- -->

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