{% extends "layout.html" %}
{% set title = 'scikit-optimize: sequential model-based optimization in Python' %}
{% block content %}
<div class="container-fluid sk-landing-bg py-3">
  <div class="container sk-landing-container">
    <div class="row">
      <div class="col-md-6 mb-3 mb-md-0">
        <h1 class="sk-landing-header text-dark text-monospace">scikit-optimize</h1>
        <h4 class="sk-landing-subheader text-dark font-italic mb-3">Sequential model-based optimization in Python</h4>
        <a class="btn sk-landing-btn mb-1" href="{{ pathto('getting_started') }}" role="button">Getting Started</a>
        <a class="btn sk-landing-btn mb-1" href="whats_new/v{{ version }}.html" role="button">What's New in {{ release }}</a>
        <a class="btn sk-landing-btn mb-1" href="https://github.com/holgern/scikit-optimize" role="button">GitHub</a>
      </div>
      <div class="col-md-6 d-flex">
        <ul class="sk-landing-header-body">
          <li>Sequential model-based optimization</li>
          <li>Built on NumPy, SciPy, and Scikit-Learn</li>
          <li>Open source, commercially usable - BSD license</li>
        </ul>
      </div>
    </div>
  </div>
</div>

<div class="container sk-landing-container pt-3 body" role="main">
  <div class="row no-gutters">
    <div class="col-md-4 mb-3 px-md-2 sk-px-xl-4">
      <div class="card h-100">
        <div class="card-body">
          <a href="auto_examples/sklearn-gridsearchcv-replacement.html"><h4 class="sk-card-title card-title">BayesSearchCV</h4></a>
          <p class="card-text">Scikit-learn hyperparameter search wrapper.</p>
          <p class="card-text"> Search for parameters of machine learning models that result in best cross-validation performance</br>
          <strong>Algorithms:</strong>
          <a href="modules/generated/skopt.BayesSearchCV.html">BayesSearchCV</a></p>
        </div>
        <div class="overflow-hidden mx-2 text-center flex-fill">
          <a href="auto_examples/sklearn-gridsearchcv-replacement.html"  aria-label="sklearn-gridsearchcv-replacement">
            <img src="_images/sphx_glr_sklearn-gridsearchcv-replacement_001.png" class="sk-index-img" alt="Scikit-learn hyperparameter search wrapper">
          </a>
        </div>
      </div>
    </div>
    <div class="col-md-4 mb-3 px-md-2 sk-px-xl-4">
      <div class="card h-100">
        <div class="card-body">
          <a href="auto_examples/hyperparameter-optimization.html"><h4 class="sk-card-title card-title">Tuning</h4></a>
          <p class="card-text">Tuning a scikit-learn estimator with skopt</p>
        </div>
        <div class="overflow-hidden mx-2 text-center flex-fill">
          <a href="auto_examples/hyperparameter-optimization.html"  aria-label="Tuning the hyper-parameters ">
          <img src="_images/sphx_glr_hyperparameter-optimization_001.png" class="sk-index-img" alt="Tuning the hyper-parameters">
          </a>
        </div>
      </div>
    </div>
    <div class="col-md-4 mb-3 px-md-2 sk-px-xl-4">
      <div class="card h-100">
        <div class="card-body">
          <a href="modules/plots.html"><h4 class="sk-card-title card-title">Visualizing</h4></a>
          <p class="card-text">Visualizing optimization results</p>
        </div>
        <div class="overflow-hidden mx-2 text-center flex-fill">
          <a href="auto_examples/plots/visualizing-results.html"  aria-label="Visualizing">
          <img src="_images/sphx_glr_visualizing-results_006.png" class="sk-index-img" alt="Visualizing">
          </a>
        </div>
      </div>
    </div>
    <div class="col-md-4 mb-3 px-md-2 sk-px-xl-4">
      <div class="card h-100">
        <div class="card-body">
          <a href="auto_examples/strategy-comparison.html"><h4 class="sk-card-title card-title">Comparing surrogate models</h4></a>
          <p class="card-text">Comparing surrogate models</p>
            <strong>Algorithms:</strong>
          <a href="modules/minimize_functions.html#skopt.dummy_minimize">dummy_minimize</a>, <a href="modules/minimize_functions.html#skopt.gp_minimize">gp_minimize</a>,
            <a href="modules/minimize_functions.html#skopt.forest_minimize">forest_minimize</a></p>
        </div>
        <div class="overflow-hidden mx-2 text-center flex-fill">
          <a href="auto_examples/strategy-comparison.html"  aria-label="Comparing surrogate models">
          <img src="_images/sphx_glr_strategy-comparison_002.png" class="sk-index-img" alt="Comparing surrogate models">
          </a>
        </div>
      </div>
    </div>
    <div class="col-md-4 mb-3 px-md-2 sk-px-xl-4">
      <div class="card h-100">
        <div class="card-body">
          <a href="auto_examples/bayesian-optimization.html"><h4 class="sk-card-title card-title">Bayesian optimization</h4></a>
          <p class="card-text">Bayesian optimization with skopt</p>
          <strong>Algorithms:</strong>
          <a href="modules/generated/skopt.gp_minimize.html">gp_minimize</a></p>
        </div>
        <div class="overflow-hidden mx-2 text-center flex-fill">
          <a href="auto_examples/bayesian-optimization.html"  aria-label="Bayesian optimization">
            <img src="_images/sphx_glr_bayesian-optimization_004.png" class="sk-index-img" alt="Bayesian optimization">
          </a>
        </div>
      </div>
    </div>
  </div>
</div>

<div class="container-fluid sk-landing-bg-more-info py-3">
  <div class="container sk-landing-container">
    <div class="row">
      <div class="col-md-4">
        <h4 class="sk-landing-call-header">News</h4>
        <ul class="sk-landing-call-list list-unstyled">
        <li><strong>On-going development:</strong>
        <a href="https://scikit-optimize.readthedocs.io/en/latest/whats_new.html"><strong>What's new</strong> (Changelog)</a>
        </li>
        <li><strong>Mar 2024.</strong> scikit-optimize 0.10.0  (<a href="whats_new/v0.10.html#version-0-10-0">Changelog</a>).
        <li><strong>Oct 2021.</strong> scikit-optimize 0.9.0  (<a href="whats_new/v0.9.html#version-0-9-0">Changelog</a>).
        </ul>
      </div>
      <div class="col-md-4">
        <h4 class="sk-landing-call-header">Community</h4>
        <ul class="sk-landing-call-list list-unstyled">
        <li><strong>Questions?</strong> See <a href="https://stackoverflow.com/questions/tagged/scikit-optimize">stackoverflow</a></li>
        </ul>

      </div>

    </div>
  </div>
</div>

{% endblock %}
