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10 changes: 10 additions & 0 deletions docs/_data/menu-ml.yaml
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- text: Feature extraction, transformation, and selection
url: ml-features.html
- text: Decision trees for classification and regression
url: ml-decision-tree.html
- text: Ensembles
url: ml-ensembles.html
- text: Linear methods with elastic-net regularization
url: ml-linear-methods.html
- text: Multilayer perceptron classifier
url: ml-ann.html
75 changes: 75 additions & 0 deletions docs/_data/menu-mllib.yaml
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- text: Data types
url: mllib-data-types.html
- text: Basic statistics
url: mllib-statistics.html
subitems:
- text: Summary statistics
url: mllib-statistics.html#summary-statistics
- text: Correlations
url: mllib-statistics.html#correlations
- text: Stratified sampling
url: mllib-statistics.html#stratified-sampling
- text: Hypothesis testing
url: mllib-statistics.html#hypothesis-testing
- text: Random data generation
url: mllib-statistics.html#random-data-generation
- text: Classification and regression
url: mllib-classification-regression.html
subitems:
- text: Linear models (SVMs, logistic regression, linear regression)
url: mllib-linear-methods.html
- text: Naive Bayes
url: mllib-naive-bayes.html
- text: decision trees
url: mllib-decision-tree.html
- text: ensembles of trees (Random Forests and Gradient-Boosted Trees)
url: mllib-ensembles.html
- text: isotonic regression
url: mllib-isotonic-regression.html
- text: Collaborative filtering
url: mllib-collaborative-filtering.html
subitems:
- text: alternating least squares (ALS)
url: mllib-collaborative-filtering.html#collaborative-filtering
- text: Clustering
url: mllib-clustering.html
subitems:
- text: k-means
url: mllib-clustering.html#k-means
- text: Gaussian mixture
url: mllib-clustering.html#gaussian-mixture
- text: power iteration clustering (PIC)
url: mllib-clustering.html#power-iteration-clustering-pic
- text: latent Dirichlet allocation (LDA)
url: mllib-clustering.html#latent-dirichlet-allocation-lda
- text: streaming k-means
url: mllib-clustering.html#streaming-k-means
- text: Dimensionality reduction
url: mllib-dimensionality-reduction.html
subitems:
- text: singular value decomposition (SVD)
url: mllib-dimensionality-reduction.html#singular-value-decomposition-svd
- text: principal component analysis (PCA)
url: mllib-dimensionality-reduction.html#principal-component-analysis-pca
- text: Feature extraction and transformation
url: mllib-feature-extraction.html
- text: Frequent pattern mining
url: mllib-frequent-pattern-mining.html
subitems:
- text: FP-growth
url: mllib-frequent-pattern-mining.html#fp-growth
- text: association rules
url: mllib-frequent-pattern-mining.html#association-rules
- text: PrefixSpan
url: mllib-frequent-pattern-mining.html#prefix-span
- text: Evaluation metrics
url: mllib-evaluation-metrics.html
- text: PMML model export
url: mllib-pmml-model-export.html
- text: Optimization (developer)
url: mllib-optimization.html
subitems:
- text: stochastic gradient descent
url: mllib-optimization.html#stochastic-gradient-descent-sgd
- text: limited-memory BFGS (L-BFGS)
url: mllib-optimization.html#limited-memory-bfgs-l-bfgs
8 changes: 8 additions & 0 deletions docs/_includes/nav-left-wrapper-ml.html
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<div class="left-menu-wrapper">
<div class="left-menu">
<h3>spark.ml package</h3>
{% include nav-left.html nav=include.nav-ml %}
<h3>spark.mllib package</h3>
{% include nav-left.html nav=include.nav-mllib %}
</div>
</div>
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nit: new line at the end

17 changes: 17 additions & 0 deletions docs/_includes/nav-left.html
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{% assign navurl = page.url | remove: 'index.html' %}
<ul>
{% for item in include.nav %}
<li>
<a href="{{ item.url }}">
{% if navurl contains item.url %}
<b>{{ item.text }}</b>
{% else %}
{{ item.text }}
{% endif %}
</a>
</li>
{% if item.subitems and navurl contains item.url %}
{% include nav-left.html nav=item.subitems %}
{% endif %}
{% endfor %}
</ul>
24 changes: 16 additions & 8 deletions docs/_layouts/global.html
Original file line number Diff line number Diff line change
Expand Up @@ -124,16 +124,24 @@
</div>
</div>

<div class="container" id="content">
{% if page.displayTitle %}
<h1 class="title">{{ page.displayTitle }}</h1>
{% else %}
<h1 class="title">{{ page.title }}</h1>
{% endif %}
<div class="container-wrapper">

{{ content }}
{% if page.url contains "/ml" %}
{% include nav-left-wrapper-ml.html nav-mllib=site.data.menu-mllib nav-ml=site.data.menu-ml %}
{% endif %}

</div> <!-- /container -->

<div class="container" id="content">
{% if page.displayTitle %}
<h1 class="title">{{ page.displayTitle }}</h1>
{% else %}
<h1 class="title">{{ page.title }}</h1>
{% endif %}

{{ content }}

</div> <!-- /container -->
</div>

<script src="js/vendor/jquery-1.8.0.min.js"></script>
<script src="js/vendor/bootstrap.min.js"></script>
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37 changes: 37 additions & 0 deletions docs/css/main.css
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Expand Up @@ -39,8 +39,18 @@
margin-left: 10px;
}

body .container-wrapper {
position: absolute;
width: 100%;
display: flex;
}

body #content {
position: relative;

line-height: 1.6; /* Inspired by Github's wiki style */
background-color: white;
padding-left: 15px;
}

.title {
Expand Down Expand Up @@ -155,3 +165,30 @@ ul.nav li.dropdown ul.dropdown-menu li.dropdown-submenu ul.dropdown-menu {
* AnchorJS (anchor links when hovering over headers)
*/
a.anchorjs-link:hover { text-decoration: none; }


/**
* The left navigation bar.
*/
.left-menu-wrapper {
position: absolute;
height: 100%;

width: 256px;
margin-top: -20px;
padding-top: 20px;
background-color: #F0F8FC;
}

.left-menu {
position: fixed;
max-width: 350px;

padding-right: 10px;
width: 256px;
}

.left-menu h3 {
margin-left: 10px;
line-height: 30px;
}