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README.md.html
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<!DOCTYPE html>
<html>
<head>
<meta charset="utf-8" />
<title>README</title>
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<body class='markdown-preview' data-use-github-style><h1 id="ai-studio-workshops">AI Studio Workshops</h1>
<p>This code supports workshops taught by members of the Quartz AI Studio for getting journalists learning machine learning.</p>
<h2 id="resources">Resources</h2>
<ul>
<li>Quartz AI Studio: <a href="https://qz.ai">https://qz.ai</a></li>
<li>fast.ai: <a href="https://fast.ai">https://fast.ai</a></li>
<li>practical deep learning: <a href="https://course.fast.ai/">https://course.fast.ai/</a></li>
</ul>
<h2 id="a-note-about-notebooks">A note about notebooks</h2>
<p>These workshops exist in Jupyter Notebooks (formerly IPython notebooks, which is why notebook files end in <code style="font-family: Menlo, Consolas, "DejaVu Sans Mono", monospace;">.ipynb</code>). Because we'll be doing machine learning, we also need a GPU, which is a fast parallel-processor that speeds up the math we use for training models. </p>
<p>At the time of this writing, the <a href="https://colab.research.google.com">Google Colaboratory</a> platform provides both a notebook enviroment <em>and</em> a GPU for free. So these notebooks are designed to work particularly well with Google Colab.</p>
<p>If you know how to spin up another platform – such as Amazon's EC2 – the notebooks should work there, too.</p>
<h2 id="getting-started-with-google-colab">Getting started, with Google Colab</h2>
<p>Here's how to get started with these workshops using Google Colaboatory.</p>
<ul>
<li>Go to <a href="https://colab.research.google.com">Google Colaboratory</a>.</li>
<li>In the top bar of the welcome window, pick "Github."</li>
<li>Enter <code style="font-family: Menlo, Consolas, "DejaVu Sans Mono", monospace;">quartz</code> on the long blue line and press Return.</li>
</ul>
<img width="600" alt="Choose Github" src="/Users/jkeefe/Code/quartz/aistudio-workshops/images/pick_github2.jpg">
<ul>
<li>From the list that appears, make sure <code style="font-family: Menlo, Consolas, "DejaVu Sans Mono", monospace;">aistudio-workshops</code> is the selected repository and then click on the notebook for the lesson you'd like.</li>
</ul>
<img width="600" alt="Pick the notebook matching the lesson" src="/Users/jkeefe/Code/quartz/aistudio-workshops/images/pick_notebook_v3.jpg">
<ul>
<li>For many (though not all) of these lessons, we'll want to turn on the GPU. From the "Runtime" menu, pick "Change runtime type."</li>
</ul>
<img width="400" alt="Pick change runtime type" src="/Users/jkeefe/Code/quartz/aistudio-workshops/images/change_runtime.jpg">
<ul>
<li>Then form the "Hardware accellerator" dropdown, pick "GPU."</li>
</ul>
<img width="400" alt="Pick GPU" src="/Users/jkeefe/Code/quartz/aistudio-workshops/images/pick_gpu.jpg">
<ul>
<li>You want to run the first code cell in the notebook, by tapping the "play" button on the cell that includes the code <code style="font-family: Menlo, Consolas, "DejaVu Sans Mono", monospace;">## ALL GOOGLE COLAB USERS RUN THIS CELL</code></li>
</ul>
<img width="700" alt="Play the first code cell of the notebook" src="/Users/jkeefe/Code/quartz/aistudio-workshops/images/play_first_cell.jpg">
<ul>
<li>You may get one or two warnings, which you can safely dismiss:</li>
</ul>
<img width="500" alt="Click through the first warning" src="/Users/jkeefe/Code/quartz/aistudio-workshops/images/non_google_warning.jpg">
<img width="500" alt="Click through the second warning" src="/Users/jkeefe/Code/quartz/aistudio-workshops/images/reset_runtimes.jpg">
<p>You're all set!</p></body>
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