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README.html

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-        <p aria-level="2" class="caption" role="heading"><span class="caption-text">Computing with Python</span></p>
+        <p aria-level="2" class="caption" role="heading"><span class="caption-text">Basic Scientific Computing Skills</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_00/chap_00_notebook.html">Chapter 0: Python &amp; Jupyter Notebooks</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_01/chap_01_notebook.html">Chapter 1: Basic Python</a></li>
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 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_04/chap_04_notebook.html">Chapter 4: NumPy</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_05/chap_05_notebook.html">Chapter 5: Pandas</a></li>
 </ul>
-<p aria-level="2" class="caption" role="heading"><span class="caption-text">Computing Applications</span></p>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Advanced Topics &amp; Applications</span></p>
 <ul class="nav bd-sidenav">
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_06/chap_06_notebook.html">Chapter 6: Signal &amp; Noise</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_07/chap_07_notebook.html">Chapter 7: Image Processing &amp; Analysis</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_08/chap_08_notebook.html">Chapter 8: Mathematics</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_09/chap_09_notebook.html">Chapter 9: Simulations</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_10/chap_10_notebook.html">Chapter 10: Plotting with Seaborn</a></li>
-<li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_11/chap_11_notebook.html">Chapter 11: Nuclear Magnetic Resonance with NMRglue</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_11/chap_11_notebook.html">Chapter 11: Nuclear Magnetic Resonance with nmrglue and nmrsim</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_12/chap_12_notebook.html">Chapter 12: Machine Learning using Scikit-Learn</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_13/chap_13_notebook.html">Chapter 13: Command Line &amp; Spyder</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_14/chap_14_notebook.html">Chapter 14: Optimization and Root Finding</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_15/chap_15_notebook.html">Chapter 15: Cheminformatics with RDKit</a></li>
 <li class="toctree-l1"><a class="reference internal" href="notebooks/chapter_16/chap_16_notebook.html">Chapter 16: Bioinformatics with Biopython and Nglview</a></li>
 </ul>
-<p aria-level="2" class="caption" role="heading"><span class="caption-text">End Matter</span></p>
+<p aria-level="2" class="caption" role="heading"><span class="caption-text">Back Matter</span></p>
 <ul class="nav bd-sidenav">
-<li class="toctree-l1"><a class="reference internal" href="notebooks/appendix_00/appendix_00_notebook.html">Appendix 01: Ipython Widgets</a></li>
+<li class="toctree-l1"><a class="reference internal" href="notebooks/appendix_00/appendix_00_notebook.html">Appendix 0: Ipython Widgets</a></li>
 <li class="toctree-l1"><a class="reference internal" href="genindex.html">Index</a></li>
 </ul>