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Morten Hjorth-Jensen
2022-10-04 17:50:07 +02:00
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225 changed files with 6376 additions and 4975 deletions
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@@ -7,8 +7,8 @@
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<title>Applied Data Analysis and Machine Learning &#8212; Applied Data Analysis and Machine Learning</title>
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@@ -52,7 +55,10 @@ const thebe_selector_output = ".output, .cell_output"
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@@ -91,7 +97,7 @@ const thebe_selector_output = ".output, .cell_output"
</a>
</li>
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<p class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
About the course
</span>
@@ -113,7 +119,7 @@ const thebe_selector_output = ".output, .cell_output"
</a>
</li>
</ul>
<p class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
Review of Statistics with Resampling Techniques and Linear Algebra
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@@ -130,7 +136,7 @@ const thebe_selector_output = ".output, .cell_output"
</a>
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<p class="caption" role="heading">
<p aria-level="2" class="caption" role="heading">
<span class="caption-text">
From Regression to Support Vector Machines
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@@ -167,7 +173,7 @@ const thebe_selector_output = ".output, .cell_output"
</a>
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<p class="caption" role="heading">
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<span class="caption-text">
Decision Trees, Ensemble Methods and Boosting
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@@ -184,7 +190,7 @@ const thebe_selector_output = ".output, .cell_output"
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<p class="caption" role="heading">
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Dimensionality Reduction
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@@ -201,7 +207,7 @@ const thebe_selector_output = ".output, .cell_output"
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Deep Learning Methods
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@@ -278,7 +284,7 @@ const thebe_selector_output = ".output, .cell_output"
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@@ -296,7 +302,7 @@ const thebe_selector_output = ".output, .cell_output"
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<i class="fas fa-list"></i> Contents
@@ -360,7 +366,74 @@ const thebe_selector_output = ".output, .cell_output"
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<h1>Applied Data Analysis and Machine Learning</h1>
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<h2> Contents </h2>
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<ul class="visible nav section-nav flex-column">
<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#introduction">
Introduction
</a>
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<li class="toc-h2 nav-item toc-entry">
<a class="reference internal nav-link" href="#learning-outcomes">
Learning outcomes
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Prerequisites and background
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<a class="reference internal nav-link" href="#the-course-has-two-central-parts">
The course has two central parts
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<a class="reference internal nav-link" href="#statistical-analysis-and-optimization-of-data">
Statistical analysis and optimization of data
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<a class="reference internal nav-link" href="#machine-learning">
Machine learning
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Required Technologies
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Python installers
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<a class="reference internal nav-link" href="#useful-python-libraries">
Useful Python libraries
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@@ -541,45 +614,35 @@ It provides composable transformations of Python+NumPy programs: differentiate,
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