templates/Test/Test-supervise.html

{% extends "Test-layout.html" %}



{% block content %}
<h1 class="text-4xl font-bold text-gray-800 mb-6">Supervised Learning</h1>
<p class="text-gray-600 text-lg mb-8">Supervised learning is a type of machine learning where the model is trained on labeled data. This means the training dataset includes both the input and the correct output, and the model learns to map the input to the output.</p>
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    <div class="card p-6">
        <h2 class="text-2xl font-semibold text-gray-800 mb-4">Regression Algorithms</h2>
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            <a href="/linear-Quiz-Overview-Page" class="algorithm-box">Linear Regression</a>
            <a href="{{ url_for('polynomial_Test_quiz') }}" class="algorithm-box">Polynomial Regression</a>
            <a href="/ridge-regression-test" class="algorithm-box">Ridge Regression</a>
            <a href="/lasso-regression-test" class="algorithm-box">Lasso Regression</a>
            <a href="/svr-test" class="algorithm-box">Support Vector Regression (SVR)</a>
           <a href="/decision-tree-regression-test" class="algorithm-box">Decision Tree Regression</a>

            <a href="{{ url_for('random_forest', _anchor='random-forest-regression') }}" class="algorithm-box">Random Forest Regression</a>
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    </div>
    <div class="card p-6">
        <h2 class="text-2xl font-semibold text-gray-800 mb-4">Classification Algorithms</h2>
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            <a href="/logistic-regression-test" class="algorithm-box">Logistic Regression</a>
            <a href="/svm-c-test" class="algorithm-box">Support Vector Machines (SVM)</a>
            <a href="/decision-trees-c-test" class="algorithm-box">Decision Trees</a>
            <a href="/random-forest-c-test" class="algorithm-box">Random Forest</a>
            <a href="/gradient-descent-test" class="algorithm-box">Gradient Descent</a>
            <a href="/gradient-boosting-test" class="algorithm-box">Gradient Boosting</a>
            <a href="/xgboost-regression-test" class="algorithm-box">XGBoost-Regression</a>


            
            <a href="/lightgbm-test" class="algorithm-box">LightGBM</a>
            <a href="/knn-test" class="algorithm-box">K-Nearest Neighbors (KNN)</a>
            <a href="/naive-bayes-test" class="algorithm-box">Naive Bayes</a>
            <a href="/neural-networks-test" class="algorithm-box">Neural Networks (for classification tasks)</a>
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    </div>
</div>
{% endblock %}