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diff --git a/dev/.documenter-siteinfo.json b/dev/.documenter-siteinfo.json
@@ -1 +1 @@
-{"documenter":{"julia_version":"1.10.4","generation_timestamp":"2024-06-10T01:25:55","documenter_version":"1.4.1"}}
+{"documenter":{"julia_version":"1.10.4","generation_timestamp":"2024-06-19T02:31:06","documenter_version":"1.4.1"}}
diff --git a/dev/about_mlj/index.html b/dev/about_mlj/index.html
@@ -54,4 +54,4 @@
       eprint={2012.15505},
       archivePrefix={arXiv},
       primaryClass={cs.LG}
-}</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../model_browser/">« Model Browser</a><a class="docs-footer-nextpage" href="../learning_mlj/">Learning MLJ »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 10 June 2024 01:25">Monday 10 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+}</code></pre></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../model_browser/">« Model Browser</a><a class="docs-footer-nextpage" href="../learning_mlj/">Learning MLJ »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Wednesday 19 June 2024 02:31">Wednesday 19 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/acceleration_and_parallelism/index.html b/dev/acceleration_and_parallelism/index.html
diff --git a/dev/adding_models_for_general_use/index.html b/dev/adding_models_for_general_use/index.html
diff --git a/dev/api/index.html b/dev/api/index.html
diff --git a/dev/benchmarking/index.html b/dev/benchmarking/index.html
diff --git a/dev/common_mlj_workflows/index.html b/dev/common_mlj_workflows/index.html
diff --git a/dev/composing_models/index.html b/dev/composing_models/index.html
diff --git a/dev/controlling_iterative_models/index.html b/dev/controlling_iterative_models/index.html
diff --git a/dev/correcting_class_imbalance/index.html b/dev/correcting_class_imbalance/index.html
@@ -20,4 +20,4 @@
 
 # now this behaves as a unified model that can be trained, validated, fine-tuned, etc.
 mach = machine(balanced_model, X, y)
-fit!(mach)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaAI/MLJBalancing.jl/blob/v0.1.5/src/balanced_model.jl#L72-L118">source</a></section></article></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../controlling_iterative_models/">« Controlling Iterative Models</a><a class="docs-footer-nextpage" href="../thresholding_probabilistic_predictors/">Thresholding Probabilistic Predictors »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Monday 10 June 2024 01:25">Monday 10 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+fit!(mach)</code></pre></div><a class="docs-sourcelink" target="_blank" href="https://github.com/JuliaAI/MLJBalancing.jl/blob/v0.1.5/src/balanced_model.jl#L72-L118">source</a></section></article></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../controlling_iterative_models/">« Controlling Iterative Models</a><a class="docs-footer-nextpage" href="../thresholding_probabilistic_predictors/">Thresholding Probabilistic Predictors »</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></select></div></p><hr/><p>This document was generated with <a href="https://github.com/JuliaDocs/Documenter.jl">Documenter.jl</a> version 1.4.1 on <span class="colophon-date" title="Wednesday 19 June 2024 02:31">Wednesday 19 June 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
diff --git a/dev/evaluating_model_performance/index.html b/dev/evaluating_model_performance/index.html
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		{"documenter":{"julia_version":"1.10.4","generation_timestamp":"2024-06-10T01:25:55","documenter_version":"1.4.1"}}
		{"documenter":{"julia_version":"1.10.4","generation_timestamp":"2024-06-19T02:31:06","documenter_version":"1.4.1"}}