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2 changes: 1 addition & 1 deletion _sources/labs/Lab 1 - Tutorial.ipynb
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"latex_metadata": {
"author": "Joaquin Vanschoren",
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2 changes: 1 addition & 1 deletion _sources/labs/Lab 2 - Tutorial.ipynb
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}
},
"source": [
"# Lab 2 Tutorial: Model Selection in scikit-learn"
"# Lab 2: Model Selection in scikit-learn"
]
},
{
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2 changes: 1 addition & 1 deletion _sources/labs/Lab 2b - Model Selection.ipynb
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"name": "python",
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"pygments_lexer": "ipython3",
"version": "3.10.9"
"version": "3.10.10"
}
},
"nbformat": 4,
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2 changes: 1 addition & 1 deletion _sources/labs/Lab 3 - Ensembles.ipynb
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.10.9"
"version": "3.10.10"
}
},
"nbformat": 4,
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2 changes: 1 addition & 1 deletion _sources/labs/Lab 4 - Pipelines.ipynb
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"name": "python",
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"pygments_lexer": "ipython3",
"version": "3.9.7"
"version": "3.10.10"
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"nbformat": 4,
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4 changes: 2 additions & 2 deletions _sources/labs/Lab 4 - Tutorial.ipynb
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}
},
"source": [
"# Lab 4 Tutorial: Data engineering pipelines"
"# Lab 4: Data engineering pipelines"
]
},
{
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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"version": "3.10.10"
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2 changes: 1 addition & 1 deletion _sources/labs/Lab 5 - Bayesian learning.ipynb
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"name": "python",
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"pygments_lexer": "ipython3",
"version": "3.9.7"
"version": "3.10.10"
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4 changes: 2 additions & 2 deletions _sources/labs/Lab 6 - Tutorial.ipynb
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}
},
"source": [
"# Lab 6 Tutorial: Deep Learning with TensorFlow\n",
"# Lab 6: Deep Learning with TensorFlow\n",
"**Using the Keras API**"
]
},
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
"version": "3.9.7"
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4 changes: 2 additions & 2 deletions _sources/labs/Lab 7 - Tutorial.ipynb
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}
},
"source": [
"# Lab 7 Tutorial: Deep Learning for text"
"# Lab 7: Deep Learning for text"
]
},
{
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"name": "python",
"nbconvert_exporter": "python",
"pygments_lexer": "ipython3",
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"version": "3.10.10"
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4 changes: 2 additions & 2 deletions _sources/notebooks/Tutorial 4 - Decision Trees.ipynb
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}
},
"source": [
"## Recap: Decision Trees\n",
"# Recap: Decision Trees\n",
"* Representation: Assume we can represent the concept we want to learn with a _decision tree_\n",
" * Repeatedly split the data based on one feature at a time\n",
" * Note: _Oblique trees_ can split on combinations of features\n",
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"name": "python",
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"pygments_lexer": "ipython3",
"version": "3.9.7"
"version": "3.10.10"
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"latex_metadata": {
"author": "Andreas C. M\\\"ller",
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10 changes: 4 additions & 6 deletions genindex.html
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<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial%204%20-%20Decision%20Trees.html">Recap: Decision Trees</a></li>


<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial%205%20-%20Nearest%20Neighbors.html">Recap: k-Nearest Neighbor</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%201%20-%20Tutorial.html">Lab 1: Machine Learning with Python</a></li>



<li class="toctree-l1"><a class="reference internal" href="labs/Lab%202%20-%20Tutorial.html">Lab 2 Tutorial: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%204%20-%20Tutorial.html">Lab 4 Tutorial: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%206%20-%20Tutorial.html">Lab 6 Tutorial: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%207%20-%20Tutorial.html">Lab 7 Tutorial: Deep Learning for text</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%202%20-%20Tutorial.html">Lab 2: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%204%20-%20Tutorial.html">Lab 4: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%206%20-%20Tutorial.html">Lab 6: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%207%20-%20Tutorial.html">Lab 7: Deep Learning for text</a></li>
</ul>

</div>
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10 changes: 4 additions & 6 deletions intro.html
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<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial%204%20-%20Decision%20Trees.html">Recap: Decision Trees</a></li>


<li class="toctree-l1"><a class="reference internal" href="notebooks/Tutorial%205%20-%20Nearest%20Neighbors.html">Recap: k-Nearest Neighbor</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%201%20-%20Tutorial.html">Lab 1: Machine Learning with Python</a></li>



<li class="toctree-l1"><a class="reference internal" href="labs/Lab%202%20-%20Tutorial.html">Lab 2 Tutorial: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%204%20-%20Tutorial.html">Lab 4 Tutorial: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%206%20-%20Tutorial.html">Lab 6 Tutorial: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%207%20-%20Tutorial.html">Lab 7 Tutorial: Deep Learning for text</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%202%20-%20Tutorial.html">Lab 2: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%204%20-%20Tutorial.html">Lab 4: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%206%20-%20Tutorial.html">Lab 6: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="labs/Lab%207%20-%20Tutorial.html">Lab 7: Deep Learning for text</a></li>
</ul>

</div>
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13 changes: 7 additions & 6 deletions labs/Lab 1 - Tutorial.html
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<link rel="shortcut icon" href="../_static/favicon.png"/>
<link rel="index" title="Index" href="../genindex.html" />
<link rel="search" title="Search" href="../search.html" />
<link rel="next" title="Lab 4 Tutorial: Data engineering pipelines" href="Lab%204%20-%20Tutorial.html" />
<link rel="next" title="Lab 2: Model Selection in scikit-learn" href="Lab%202%20-%20Tutorial.html" />
<link rel="prev" title="Recap: k-Nearest Neighbor" href="../notebooks/Tutorial%205%20-%20Nearest%20Neighbors.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
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<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4 Tutorial: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6 Tutorial: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7 Tutorial: Deep Learning for text</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%202%20-%20Tutorial.html">Lab 2: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7: Deep Learning for text</a></li>
</ul>

</div>
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</div>
</a>
<a class="right-next"
href="Lab%204%20-%20Tutorial.html"
href="Lab%202%20-%20Tutorial.html"
title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">Lab 4 Tutorial: Data engineering pipelines</p>
<p class="prev-next-title">Lab 2: Model Selection in scikit-learn</p>
</div>
<i class="fa-solid fa-angle-right"></i>
</a>
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20 changes: 10 additions & 10 deletions labs/Lab 2 - Tutorial.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />

<title>Lab 2 Tutorial: Model Selection in scikit-learn &#8212; ML Engineering</title>
<title>Lab 2: Model Selection in scikit-learn &#8212; ML Engineering</title>



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<link rel="shortcut icon" href="../_static/favicon.png"/>
<link rel="index" title="Index" href="../genindex.html" />
<link rel="search" title="Search" href="../search.html" />
<link rel="next" title="Lab 4 Tutorial: Data engineering pipelines" href="Lab%204%20-%20Tutorial.html" />
<link rel="next" title="Lab 4: Data engineering pipelines" href="Lab%204%20-%20Tutorial.html" />
<link rel="prev" title="Lab 1: Machine Learning with Python" href="Lab%201%20-%20Tutorial.html" />
<meta name="viewport" content="width=device-width, initial-scale=1"/>
<meta name="docsearch:language" content="en"/>
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<li class="toctree-l1 current active"><a class="current reference internal" href="#">Lab 2 Tutorial: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4 Tutorial: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6 Tutorial: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7 Tutorial: Deep Learning for text</a></li>
<li class="toctree-l1 current active"><a class="current reference internal" href="#">Lab 2: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7: Deep Learning for text</a></li>
</ul>

</div>
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<div id="jb-print-docs-body" class="onlyprint">
<h1>Lab 2 Tutorial: Model Selection in scikit-learn</h1>
<h1>Lab 2: Model Selection in scikit-learn</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
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<div id="searchbox"></div>
<article class="bd-article" role="main">

<section class="tex2jax_ignore mathjax_ignore" id="lab-2-tutorial-model-selection-in-scikit-learn">
<h1>Lab 2 Tutorial: Model Selection in scikit-learn<a class="headerlink" href="#lab-2-tutorial-model-selection-in-scikit-learn" title="Permalink to this heading">#</a></h1>
<section class="tex2jax_ignore mathjax_ignore" id="lab-2-model-selection-in-scikit-learn">
<h1>Lab 2: Model Selection in scikit-learn<a class="headerlink" href="#lab-2-model-selection-in-scikit-learn" title="Permalink to this heading">#</a></h1>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># General imports</span>
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title="next page">
<div class="prev-next-info">
<p class="prev-next-subtitle">next</p>
<p class="prev-next-title">Lab 4 Tutorial: Data engineering pipelines</p>
<p class="prev-next-title">Lab 4: Data engineering pipelines</p>
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</a>
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7 changes: 4 additions & 3 deletions labs/Lab 2b - Model Selection.html
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<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4 Tutorial: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6 Tutorial: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7 Tutorial: Deep Learning for text</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%202%20-%20Tutorial.html">Lab 2: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7: Deep Learning for text</a></li>
</ul>

</div>
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7 changes: 4 additions & 3 deletions labs/Lab 3 - Ensembles.html
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<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4 Tutorial: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6 Tutorial: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7 Tutorial: Deep Learning for text</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%202%20-%20Tutorial.html">Lab 2: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7: Deep Learning for text</a></li>
</ul>

</div>
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7 changes: 4 additions & 3 deletions labs/Lab 4 - Pipelines.html
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<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4 Tutorial: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6 Tutorial: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7 Tutorial: Deep Learning for text</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%202%20-%20Tutorial.html">Lab 2: Model Selection in scikit-learn</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%204%20-%20Tutorial.html">Lab 4: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7: Deep Learning for text</a></li>
</ul>

</div>
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25 changes: 13 additions & 12 deletions labs/Lab 4 - Tutorial.html
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<meta charset="utf-8" />
<meta name="viewport" content="width=device-width, initial-scale=1.0" /><meta name="generator" content="Docutils 0.18.1: http://docutils.sourceforge.net/" />

<title>Lab 4 Tutorial: Data engineering pipelines &#8212; ML Engineering</title>
<title>Lab 4: Data engineering pipelines &#8212; ML Engineering</title>



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<link rel="shortcut icon" href="../_static/favicon.png"/>
<link rel="index" title="Index" href="../genindex.html" />
<link rel="search" title="Search" href="../search.html" />
<link rel="next" title="Lab 6 Tutorial: Deep Learning with TensorFlow" href="Lab%206%20-%20Tutorial.html" />
<link rel="prev" title="Lab 1: Machine Learning with Python" href="Lab%201%20-%20Tutorial.html" />
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</head>
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<li class="toctree-l1 current active"><a class="current reference internal" href="#">Lab 4 Tutorial: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6 Tutorial: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7 Tutorial: Deep Learning for text</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%202%20-%20Tutorial.html">Lab 2: Model Selection in scikit-learn</a></li>
<li class="toctree-l1 current active"><a class="current reference internal" href="#">Lab 4: Data engineering pipelines</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%206%20-%20Tutorial.html">Lab 6: Deep Learning with TensorFlow</a></li>
<li class="toctree-l1"><a class="reference internal" href="Lab%207%20-%20Tutorial.html">Lab 7: Deep Learning for text</a></li>
</ul>

</div>
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<div id="jb-print-docs-body" class="onlyprint">
<h1>Lab 4 Tutorial: Data engineering pipelines</h1>
<h1>Lab 4: Data engineering pipelines</h1>
<!-- Table of contents -->
<div id="print-main-content">
<div id="jb-print-toc">
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<div id="searchbox"></div>
<article class="bd-article" role="main">

<section class="tex2jax_ignore mathjax_ignore" id="lab-4-tutorial-data-engineering-pipelines">
<h1>Lab 4 Tutorial: Data engineering pipelines<a class="headerlink" href="#lab-4-tutorial-data-engineering-pipelines" title="Permalink to this heading">#</a></h1>
<section class="tex2jax_ignore mathjax_ignore" id="lab-4-data-engineering-pipelines">
<h1>Lab 4: Data engineering pipelines<a class="headerlink" href="#lab-4-data-engineering-pipelines" title="Permalink to this heading">#</a></h1>
<div class="cell docutils container">
<div class="cell_input docutils container">
<div class="highlight-ipython3 notranslate"><div class="highlight"><pre><span></span><span class="c1"># Auto-setup when running on Google Colab</span>
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<!-- Previous / next buttons -->
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title="previous page">
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<p class="prev-next-title">Lab 1: Machine Learning with Python</p>
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<p class="prev-next-title">Lab 6 Tutorial: Deep Learning with TensorFlow</p>
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