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.reveal i { font-style: normal; font-family: FontAwesome; font-size: 2em; } .reveal .slides { text-align: left; } .reveal.fade { opacity: 1; } .reveal .progress { position: static; } div.input_area { padding: 0.06em; } div.code_cell { background-color: transparent; } div.prompt { width: 11ex; padding: 0.4em; margin: 0px; font-family: monospace, sans-serif; font-size: 80%; text-align: right; } div.output_area pre { font-family: monospace, sans-serif; font-size: 80%; } div.output_prompt { /* 5px right shift to account for margin in parent container */ margin: 5px 5px 0 0; } .rendered_html p { text-align: inherit; } </style> <!-- Custom stylesheet, it must be in the same directory as the html file --> <link rel="stylesheet" href="custom.css"> </head> <body> <div class="reveal"> <div class="slides"> <div style=display:none> <div class="cell border-box-sizing code_cell rendered"> <div class="input"> <div class="prompt input_prompt">In [1]:</div> <div class="inner_cell"> <div class="input_area"> <div class=" highlight hl-ipython2"><pre><span class="kn">import</span> <span class="nn">numpy</span><span class="o">,</span> <span class="nn">scipy</span><span class="o">,</span> <span class="nn">matplotlib.pyplot</span> <span class="kn">as</span> <span class="nn">plt</span><span class="o">,</span> <span class="nn">pandas</span><span class="o">,</span> <span class="nn">librosa</span> </pre></div> </div> </div> </div> </div> </div><div style=display:none> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p><a href="index.html">← Back to Index</a></p> </div> </div> </div> </div></section> </section><section> <section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h1 id="Getting-Good-at-IPython">Getting Good at IPython<a class="anchor-link" href="#Getting-Good-at-IPython">¶</a></h1> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>You are looking at an <strong>IPython Notebook</strong>, an interactive Python shell inside of a web browser. With it, you can run individual Python commands and immediately view their output. It's basically the Matlab Desktop or Mathematica Notebook for Python.</p> <p>First, we recommend that you take the <em>User Interface Tour</em> in the Help Menu above.</p> </div> </div> </div> </aside></section> </section><section> <section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Cells">Cells<a class="anchor-link" href="#Cells">¶</a></h2> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>An IPython Notebook is comprised of <strong>cells</strong>. Cells are just small units of code or text. For example, the text that you are reading is inside a <em>Markdown</em> cell. (More on that later.)</p> <p><em>Code</em> cells allow you to edit, execute, and analyze small portions of Python code at a time. Here is a code cell:</p> </div> </div> </div> </aside></section><section> <div class="cell border-box-sizing code_cell rendered"> <div class="input"> <div class="prompt input_prompt">In [2]:</div> <div class="inner_cell"> <div class="input_area"> <div class=" highlight hl-ipython2"><pre><span class="mi">1</span><span class="o">+</span><span class="mi">2</span> </pre></div> </div> </div> </div> <div class="output_wrapper"> <div class="output"> <div class="output_area"><div class="prompt output_prompt">Out[2]:</div> <div class="output_text output_subarea output_execute_result"> <pre>3</pre> </div> </div> </div> </div> </div></section> </section><section> <section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Modes">Modes<a class="anchor-link" href="#Modes">¶</a></h2> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>The IPython Notebook has two different keyboard input modes.</p> <p>In <strong>Edit Mode</strong>, you type code/text into a cell. Edit Mode is indicated by a <em>green</em> cell border.</p> <p>To enter Edit Mode from Command Mode, press <code>Enter</code>. You can also double-click on a cell.</p> <p>To execute the code inside of a cell and move to the next cell, press <strong><code>Shift-Enter</code></strong>. (<code>Ctrl-Enter</code> will run the current cell without moving to the next cell. This is useful for rapidly tweaking the current cell.)</p> <p>In <strong>Command Mode</strong>, you can perform notebook level actions such as navigating among cells, selecting cells, moving cells, saving notebooks, displaying help. Command Mode is indicated by a <em>grey</em> cell border.</p> <p>To enter Command Mode from Edit Mode, press <strong><code>Esc</code></strong>. Other commands can also enter Command Mode, e.g. <code>Shift-Enter</code>.</p> <p>To display the Help Menu from Command Mode, press <strong><code>h</code></strong>. <em>Use it often</em>; <code>h</code> is your best friend.</p> </div> </div> </div> </aside></section> </section><section> <section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Saving">Saving<a class="anchor-link" href="#Saving">¶</a></h2> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>Your code goes directly into an IPython notebook. To save your changes, click on the "Save" icon in the menu bar, or type <strong><code>s</code></strong> in command mode.</p> <p>If this notebook is in a Git repo, use <code>git checkout -- <file></code> to revert a saved edit.</p> </div> </div> </div> </aside></section> </section><section> <section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Writing-Text-in-Markdown">Writing Text in Markdown<a class="anchor-link" href="#Writing-Text-in-Markdown">¶</a></h2> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>Markdown is simply a fancy way of formatting plain text. It is a markup language that is a superset of HTML. The Markdown specification is found here: <a href="http://daringfireball.net/projects/markdown/basics/">http://daringfireball.net/projects/markdown/basics/</a></p> </div> </div> </div> </aside><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>A cell may contain Python code or Markdown code. To convert any Python cell to a markdown cell, press <strong><code>m</code></strong>.</p> </div> </div> </div> </aside><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>For headings, we recommend that you use IPython's keyboard shortcuts. To change the text in a cell to a level-3 header, simply press <code>3</code>. For similar commands, press <strong><code>h</code></strong> to view the Help menu.</p> </div> </div> </div> </aside></section> </section><section> <section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Writing-Text-in-$\LaTeX$">Writing Text in $\LaTeX$<a class="anchor-link" href="#Writing-Text-in-$\LaTeX$">¶</a></h2> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>In a Markdown cell, you can also use $\LaTeX$ syntax. Example input:</p> </div> </div> </div> </aside></section><section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <pre><code>$$ \max_{||w||=1} \sum_{i=1}^{N} \big| \langle w, x_i - m \rangle \big|^2 $$</code></pre> </div> </div> </div><div style=display:none> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>Output:</p> </div> </div> </div> </div><div class="fragment" data-fragment-index="19"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> $$ \max_{||w||=1} \sum_{i=1}^{N} \big| \langle w, x_i - m \rangle \big|^2 $$ </div> </div> </div> </div></section> </section><section> <section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Default-Imports">Default Imports<a class="anchor-link" href="#Default-Imports">¶</a></h2> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>If you run IPython inside the <a href="https://vagrantcloud.com/stevetjoa/stanford-mir"><code>stanford-mir</code> Vagrant box</a> used for this workshop, every IPython notebook will automatically have the following packages imported:</p> </div> </div> </div> </aside></section><section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <pre><code>import numpy import scipy import pandas import matplotlib import matplotlib.pyplot as plt import librosa</code></pre> </div> </div> </div><div style=display:none> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>Example:</p> </div> </div> </div> </div></section><section> <div class="cell border-box-sizing code_cell rendered"> <div class="input"> <div class="prompt input_prompt">In [3]:</div> <div class="inner_cell"> <div class="input_area"> <div class=" highlight hl-ipython2"><pre><span class="n">plt</span><span class="o">.</span><span class="n">plot</span><span class="p">(</span><span class="n">scipy</span><span class="o">.</span><span class="n">hamming</span><span class="p">(</span><span class="mi">101</span><span class="p">))</span> </pre></div> </div> </div> </div> <div class="output_wrapper"> <div class="output"> <div class="output_area"><div class="prompt output_prompt">Out[3]:</div> <div class="output_text output_subarea output_execute_result"> <pre>[<matplotlib.lines.Line2D at 0x108759110>]</pre> </div> </div> <div class="output_area"><div class="prompt"></div> <div class="output_png output_subarea "> <img src="data:image/png;base64,iVBORw0KGgoAAAANSUhEUgAAAXgAAAEACAYAAAC57G0KAAAABHNCSVQICAgIfAhkiAAAAAlwSFlz AAALEgAACxIB0t1+/AAAIABJREFUeJzt3Xuc1mP+x/HXRwdnWnJoy2mJSkJWIjS2MOW4zjm3i6yc 1imdZyMKSxKJUqGD7aCSSipDinQ+T+qXlg5qE2kjGl2/P65pG6Nmppn7nuu+v9/38/GYx859z9c9 7/nu9Jnrvo7mnENERKJnj9ABREQkOVTgRUQiSgVeRCSiVOBFRCJKBV5EJKJU4EVEIqrIAm9mr5nZ WjObX8g13c1sqZnNNbNTExtRRERKojgt+L5A5q6+aGZNgeOcc9WBO4CeCcomIiKlUGSBd85NBr4t 5JJLgf55104DKpnZYYmJJyIiJZWIPviqwFf5Hq8EqiXgdUVEpBQSNchqBR5r/wMRkcDKJ+A1VgFH 5HtcLe+5XzEzFX0RkRJwzhVsRBdLIlrwo4CbAcysPvCdc27tzi50zunDOTp27Bg8Q6p8JPpe/Pij o39/x+mnO6pVc9x1l2PsWP98SV5v3TpHv36OK690VKrkuOYax4cfOrZtS/17kc4fuhc7PkqjyBa8 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class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Tab-Autocompletion">Tab Autocompletion<a class="anchor-link" href="#Tab-Autocompletion">¶</a></h2> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>Tab autocompletion works in Command Window and the Editor. After you type a few letters, press the <code>Tab</code> key and a popup will appear and show you all of the possible completions, including variable names and functions. This prevents you from mistyping the names of variables -- a big time saver!</p> <p>For example, type <code>scipy.</code> and then press <code>Tab</code>. You should see a list of members in the Python package <code>scipy</code>.</p> <p>Or type <code>scipy.sin</code>, then press <code>Tab</code> to view members that begin with <code>sin</code>.</p> </div> </div> </div> </aside></section><section> <div class="cell border-box-sizing code_cell rendered"> <div class="input"> <div class="prompt input_prompt">In [4]:</div> <div class="inner_cell"> <div class="input_area"> <div class=" highlight hl-ipython2"><pre><span class="c"># Press Tab at the end of the following line</span> <span class="n">scipy</span><span class="o">.</span><span class="n">sin</span> </pre></div> </div> </div> </div> <div class="output_wrapper"> <div class="output"> <div class="output_area"><div class="prompt output_prompt">Out[4]:</div> <div class="output_text output_subarea output_execute_result"> <pre><ufunc 'sin'></pre> </div> </div> </div> </div> </div></section> </section><section> <section> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Inline-Documentation">Inline Documentation<a class="anchor-link" href="#Inline-Documentation">¶</a></h2> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>To get help on a certain Python object, type <code>?</code> after the object name, and run the cell:</p> </div> </div> </div> </aside></section><section> <div class="cell border-box-sizing code_cell rendered"> <div class="input"> <div class="prompt input_prompt">In [5]:</div> <div class="inner_cell"> <div class="input_area"> <div class=" highlight hl-ipython2"><pre><span class="c"># Run this cell.</span> <span class="nb">int</span><span class="o">?</span> </pre></div> </div> </div> </div> </div><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>In addition, if you press <code>Shift-Tab</code> in a code cell, a help dialog will also appear. For example, in the cell above, place your cursor after <code>int</code>, and press <code>Shift-Tab</code>. Press <code>Shift-Tab</code> twice to expand the help dialog.</p> </div> </div> </div> </aside><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="More-Documentation:-NumPy,-SciPy,-Matplotlib">More Documentation: NumPy, SciPy, Matplotlib<a class="anchor-link" href="#More-Documentation:-NumPy,-SciPy,-Matplotlib">¶</a></h2> </div> </div> </div> </aside><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>In the top menu bar, click on Help, and you'll find a prepared set of documentation links for IPython, NumPy, SciPy, Matplotlib, and Pandas.</p> </div> </div> </div> </aside><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <h2 id="Experimenting">Experimenting<a class="anchor-link" href="#Experimenting">¶</a></h2> </div> </div> </div> </aside><aside class="notes"> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p>Code cells are meant to be interactive. We may present you with several options for experimentation, e.g. choices of variables, audio files, and algorithms. For example, if you see a cell like this, then try all of the possible options by uncommenting the desired line(s) of code. (To run the cell, select "Cell" and "Run" from the top menu, or press <code>Shift-Enter</code>.)</p> </div> </div> </div> </aside><aside class="notes"> <div class="cell border-box-sizing code_cell rendered"> <div class="input"> <div class="prompt input_prompt">In [6]:</div> <div class="inner_cell"> <div class="input_area"> <div class=" highlight hl-ipython2"><pre><span class="n">x</span> <span class="o">=</span> <span class="n">scipy</span><span class="o">.</span><span class="n">arange</span><span class="p">(</span><span class="mi">50</span><span class="p">)</span> <span class="c"># Try these too:</span> <span class="c"># x = scipy.randn(50)</span> <span class="c"># x = scipy.linspace(0, 1, 50, endpoint=False)</span> <span class="n">x</span> </pre></div> </div> </div> </div> <div class="output_wrapper"> <div class="output"> <div class="output_area"><div class="prompt output_prompt">Out[6]:</div> <div class="output_text output_subarea output_execute_result"> <pre>array([ 0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13, 14, 15, 16, 17, 18, 19, 20, 21, 22, 23, 24, 25, 26, 27, 28, 29, 30, 31, 32, 33, 34, 35, 36, 37, 38, 39, 40, 41, 42, 43, 44, 45, 46, 47, 48, 49])</pre> </div> </div> </div> </div> </div> </aside><div style=display:none> <div class="cell border-box-sizing text_cell rendered"> <div class="prompt input_prompt"> </div> <div class="inner_cell"> <div class="text_cell_render border-box-sizing rendered_html"> <p><a href="index.html">← Back to Index</a></p> </div> </div> </div> </div> </div> </div> <script src="reveal.js/lib/js/head.min.js"></script> <script src="reveal.js/js/reveal.js"></script> <script> // Full list of configuration options available here: https://github.com/hakimel/reveal.js#configuration Reveal.initialize({ controls: true, progress: true, history: true, theme: Reveal.getQueryHash().theme, // available themes are in /css/theme transition: Reveal.getQueryHash().transition || 'linear', // default/cube/page/concave/zoom/linear/none // Optional libraries used to extend on reveal.js dependencies: [ { src: "reveal.js/lib/js/classList.js", condition: function() { return !document.body.classList; } }, { src: "reveal.js/plugin/notes/notes.js", async: true, condition: function() { return !!document.body.classList; } } ] }); </script> <!-- Loading mathjax macro --> <!-- Load mathjax --> <script src="https://cdn.mathjax.org/mathjax/latest/MathJax.js?config=TeX-AMS_HTML"></script> <!-- MathJax configuration --> <script type="text/x-mathjax-config"> MathJax.Hub.Config({ tex2jax: { inlineMath: [ ['$','$'], ["\\(","\\)"] ], displayMath: [ ['$$','$$'], ["\\[","\\]"] ], processEscapes: true, processEnvironments: true }, // Center justify equations in code and markdown cells. 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