fix some further things in doc

Author: Maximilian Reißmann

docs/build/api-reference.html

@@ -175,4 +175,4 @@
     println("Model $i: $(model.compiled_function)")
     println("Fitness: $(model.fitness)")
     println("Complexity: $(expression_complexity(model))")
-end</code></pre><p>This API reference provides comprehensive coverage of all public interfaces in GeneExpressionProgramming.jl. For additional examples and use cases, refer to the <a href="./examples/">Examples</a>.</p><hr/><p><em>For the most up-to-date API documentation, always refer to the package source code and docstrings.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="examples/tensor-regression.html">« Tensor Regression</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Thursday 17 July 2025 10:54">Thursday 17 July 2025</span>. Using Julia version 1.11.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+end</code></pre><p>This API reference provides comprehensive coverage of all public interfaces in GeneExpressionProgramming.jl. For additional examples and use cases, refer to the <a href="./examples/">Examples</a>.</p><hr/><p><em>For the most up-to-date API documentation, always refer to the package source code and docstrings.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="examples/tensor-regression.html">« Tensor Regression</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Thursday 17 July 2025 11:12">Thursday 17 July 2025</span>. Using Julia version 1.11.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

docs/build/core-concepts.html

@@ -272,4 +272,4 @@
 end
 
 # Perform cross-validation
-cv_scores = cross_validate(x_train, y_train)</code></pre><h2 id="Best-Practices-Summary"><a class="docs-heading-anchor" href="#Best-Practices-Summary">Best Practices Summary</a><a id="Best-Practices-Summary-1"></a><a class="docs-heading-anchor-permalink" href="#Best-Practices-Summary" title="Permalink"></a></h2><ol><li><strong>Always use separate test data</strong> for unbiased performance evaluation</li><li><strong>Monitor convergence</strong> through fitness evolution plots</li><li><strong>Analyze residuals</strong> to identify systematic errors</li><li><strong>Use appropriate metrics</strong> for your specific problem type</li><li><strong>Consider cross-validation</strong> for robust performance estimates</li><li><strong>Visualize results</strong> to gain insights into model behavior</li><li><strong>Start with simple parameters</strong> and gradually increase complexity</li></ol><p>This basic example provides a solid foundation for understanding GeneExpressionProgramming.jl. The principles and techniques demonstrated here apply to more complex scenarios covered in the advanced examples.</p><hr/><p><em>Next: <a href="multi-objective.html">Multi-Objective Optimization</a></em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../core-concepts.html">« Core Concepts</a><a class="docs-footer-nextpage" href="multi-objective.html">Multi-Objective Optimization »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Thursday 17 July 2025 10:54">Thursday 17 July 2025</span>. Using Julia version 1.11.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+cv_scores = cross_validate(x_train, y_train)</code></pre><h2 id="Best-Practices-Summary"><a class="docs-heading-anchor" href="#Best-Practices-Summary">Best Practices Summary</a><a id="Best-Practices-Summary-1"></a><a class="docs-heading-anchor-permalink" href="#Best-Practices-Summary" title="Permalink"></a></h2><ol><li><strong>Always use separate test data</strong> for unbiased performance evaluation</li><li><strong>Monitor convergence</strong> through fitness evolution plots</li><li><strong>Analyze residuals</strong> to identify systematic errors</li><li><strong>Use appropriate metrics</strong> for your specific problem type</li><li><strong>Consider cross-validation</strong> for robust performance estimates</li><li><strong>Visualize results</strong> to gain insights into model behavior</li><li><strong>Start with simple parameters</strong> and gradually increase complexity</li></ol><p>This basic example provides a solid foundation for understanding GeneExpressionProgramming.jl. The principles and techniques demonstrated here apply to more complex scenarios covered in the advanced examples.</p><hr/><p><em>Next: <a href="multi-objective.html">Multi-Objective Optimization</a></em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../core-concepts.html">« Core Concepts</a><a class="docs-footer-nextpage" href="multi-objective.html">Multi-Objective Optimization »</a><div class="flexbox-break"></div><p class="footer-message">Powered by <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> and the <a href="https://julialang.org/">Julia Programming Language</a>.</p></nav></div><div class="modal" id="documenter-settings"><div class="modal-background"></div><div class="modal-card"><header class="modal-card-head"><p class="modal-card-title">Settings</p><button class="delete"></button></header><section class="modal-card-body"><p><label class="label">Theme</label><div class="select"><select id="documenter-themepicker"><option value="auto">Automatic (OS)</option><option value="documenter-light">documenter-light</option><option value="documenter-dark">documenter-dark</option><option value="catppuccin-latte">catppuccin-latte</option><option value="catppuccin-frappe">catppuccin-frappe</option><option value="catppuccin-macchiato">catppuccin-macchiato</option><option value="catppuccin-mocha">catppuccin-mocha</option></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.14.1 on <span class="colophon-date" title="Thursday 17 July 2025 11:12">Thursday 17 July 2025</span>. Using Julia version 1.11.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>