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Some small changes to the main landing page.
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eibe committed Dec 10, 2019
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Expand Up @@ -42,8 +42,9 @@ <H2>The workbench for machine learning</h2>

</p>
<a href="https://waikato.github.io/weka-wiki/downloading_weka/" class="button">Download and install</a>
<a href="https://waikato.github.io/weka-wiki/documentation" class="button scrolly">Docs</a>
<a href="./courses.html" class="button scrolly">Courses</a>
<a href="./book.html" class="button scrolly">Book</a>
<a href="./book.html" class="button scrolly">Book</a>
</div>
</div>
</div>
Expand Down Expand Up @@ -75,37 +76,37 @@ <h1 name="GetStart" id="GetStart">Getting Started</h1>
<div class="container">
<header>
<h2 name="learn" id ="learn" >Machine Learning without Programming</h2>
<p>Weka can be used to build machine learning pipelines, train classifiers, and run evaluations without having to write a single line of code.</p>
<p>Weka can be used to build machine learning pipelines, train classifiers, and run evaluations without having to write a single line of code:</p>

</header>
<div class="row">
<div class="col-4 col-6-medium col-12-small">
<article class="box style2">
<a href="" class="image featured"><img src="https://waikato.github.io/weka-site/images/Explorer-1.png" alt=""/></a>
<h3><a href="">Open a Dataset</a></h3>
<p>First, we open the dataset that we would like to evaluate.</p>
<span class="image fit"><img src="https://waikato.github.io/weka-site/images/Explorer-1.png" alt=""/></span>
<h3>Open a dataset</h3>
<p>First, we open the <a href="https://waikato.github.io/weka-wiki/datasets/" target="_blank">dataset</a> that we would like to evaluate.</p>
</article>
</div>
<div class="col-4 col-6-medium col-12-small">
<article class="box style2">
<a href="" class="image featured"><img src="https://waikato.github.io/weka-site/images/Explorer-2.png" alt=""/></a>
<h3><a href="">Choose a classifier</a></h3>
<span class="image fit"><img src="https://waikato.github.io/weka-site/images/Explorer-2.png" alt=""/></span>
<h3>Choose a classifier</h3>
<p> Second, we select a learning algorithm to use, e.g., the J48 classifier, which learns decision trees.</p>
</article>
</div>
<div class="col-4 col-6-medium col-12-small">
<article class="box style2">
<a href="#" class="image featured"><img src="https://waikato.github.io/weka-site/images/Explorer-3.png" alt="" /></a>
<h3><a href="">Evaluate predictive accuracy</a></h3>
<span class="image fit"><img src="https://waikato.github.io/weka-site/images/Explorer-3.png" alt="" /></span>
<h3>Evaluate predictive accuracy</h3>
<p>Finally, we run a 10-fold cross-validation evaluation and obtain an estimate of predictive performance.</p>
</article>
</div>

<footer>
<p>And programmers can easily implement this pipeline in Java:</p>
<p>Note that programmers can also easily implement this pipeline using Weka's Java API:</p>
<p>
<iframe
src="https://carbon.now.sh/embed/?bg=rgba(171%2C%20184%2C%20195%2C%201)&t=seti&wt=sharp&l=text%2Fx-java&ds=true&dsyoff=20px&dsblur=68px&wc=true&wa=true&pv=0px&ph=0px&ln=false&fm=Hack&fs=18px&lh=139%25&si=false&es=4x&wm=false&code=DataSource%2520source%2520%253D%2520new%2520DataSource(%2522%252Fsome%252Fwhere%252Fdata.arff%2522)%253B%250AInstances%2520data%2520%253D%2520source.getDataSet()%253B%250A%250AJ48%2520tree%2520%253D%2520new%2520J48()%253B%2520%2520%2520%2520%2520%2520%2520%2520%2520%250Atree.buildClassifier(data)%253B%2520%2520%250A%2509%2509%2509%2509%2509%2509%2509%2520%2520%2520%250AEvaluation%2520eval%2520%253D%2520new%2520Evaluation(data)%253B%250Aeval.crossValidateModel(tree%252C%2520data%252C%252010%252C%2520new%2520Random(1))%253B"
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sandbox="allow-scripts allow-same-origin">
</iframe>
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