build based on dc42998

Author: Documenter.jl

dev/.documenter-siteinfo.json

@@ -1 +1 @@
-{"documenter":{"julia_version":"1.10.9","generation_timestamp":"2025-06-21T00:33:22","documenter_version":"1.13.0"}}
+{"documenter":{"julia_version":"1.10.9","generation_timestamp":"2025-06-26T01:16:31","documenter_version":"1.13.0"}}

dev/about/index.html

@@ -86,7 +86,7 @@
 fit!(mach, verbosity = 0);
 fitted_params(mach).best_model</code></pre><pre class="documenter-example-output"><code class="nohighlight hljs ansi">NeuralNetworkClassifier(
   builder = MLP(
-        hidden = (9, 9, 49), 
+        hidden = (9, 29, 33), 
         σ = NNlib.relu), 
   finaliser = NNlib.softmax, 
   optimiser = Adam(eta=0.01, beta=(0.9, 0.999), epsilon=1.0e-8), 
@@ -103,4 +103,4 @@
     mlp = [x[:model].builder for x in history],
     measurement = [x[:measurement][1] for x in history],
 )
-first(sort!(history_df, [order(:measurement)]), 10)</code></pre><div><div style = "float: left;"><span>10×2 DataFrame</span></div><div style = "clear: both;"></div></div><div class = "data-frame" style = "overflow-x: scroll;"><table class = "data-frame" style = "margin-bottom: 6px;"><thead><tr class = "header"><th class = "rowNumber" style = "font-weight: bold; text-align: right;">Row</th><th style = "text-align: left;">mlp</th><th style = "text-align: left;">measurement</th></tr><tr class = "subheader headerLastRow"><th class = "rowNumber" style = "font-weight: bold; text-align: right;"></th><th title = "MLJFlux.MLP{3}" style = "text-align: left;">MLP…</th><th title = "Float64" style = "text-align: left;">Float64</th></tr></thead><tbody><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">MLP(hidden = (9, 9, 49), …)</td><td style = "text-align: right;">0.0742578</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">MLP(hidden = (21, 13, 17), …)</td><td style = "text-align: right;">0.08508</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">MLP(hidden = (53, 21, 49), …)</td><td style = "text-align: right;">0.0884685</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">MLP(hidden = (25, 45, 49), …)</td><td style = "text-align: right;">0.0894714</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">5</td><td style = "text-align: left;">MLP(hidden = (53, 49, 37), …)</td><td style = "text-align: right;">0.092422</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">6</td><td style = "text-align: left;">MLP(hidden = (29, 37, 17), …)</td><td style = "text-align: right;">0.0940768</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">7</td><td style = "text-align: left;">MLP(hidden = (33, 17, 61), …)</td><td style = "text-align: right;">0.100397</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">8</td><td style = "text-align: left;">MLP(hidden = (29, 37, 13), …)</td><td style = "text-align: right;">0.100471</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">9</td><td style = "text-align: left;">MLP(hidden = (57, 21, 21), …)</td><td style = "text-align: right;">0.108832</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">10</td><td style = "text-align: left;">MLP(hidden = (61, 17, 25), …)</td><td style = "text-align: right;">0.109672</td></tr></tbody></table></div><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../live_training/notebook/">« Live Training</a><a class="docs-footer-nextpage" href="../../../extended_examples/MNIST/notebook/">MNIST Images »</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 1.13.0 on <span class="colophon-date" title="Saturday 21 June 2025 00:33">Saturday 21 June 2025</span>. Using Julia version 1.10.9.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+first(sort!(history_df, [order(:measurement)]), 10)</code></pre><div><div style = "float: left;"><span>10×2 DataFrame</span></div><div style = "clear: both;"></div></div><div class = "data-frame" style = "overflow-x: scroll;"><table class = "data-frame" style = "margin-bottom: 6px;"><thead><tr class = "header"><th class = "rowNumber" style = "font-weight: bold; text-align: right;">Row</th><th style = "text-align: left;">mlp</th><th style = "text-align: left;">measurement</th></tr><tr class = "subheader headerLastRow"><th class = "rowNumber" style = "font-weight: bold; text-align: right;"></th><th title = "MLJFlux.MLP{3}" style = "text-align: left;">MLP…</th><th title = "Float64" style = "text-align: left;">Float64</th></tr></thead><tbody><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">MLP(hidden = (9, 29, 33), …)</td><td style = "text-align: right;">0.0750173</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">MLP(hidden = (61, 17, 45), …)</td><td style = "text-align: right;">0.0825228</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">MLP(hidden = (53, 57, 5), …)</td><td style = "text-align: right;">0.0866461</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">MLP(hidden = (45, 25, 9), …)</td><td style = "text-align: right;">0.0887003</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">5</td><td style = "text-align: left;">MLP(hidden = (29, 45, 17), …)</td><td style = "text-align: right;">0.0895679</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">6</td><td style = "text-align: left;">MLP(hidden = (53, 49, 37), …)</td><td style = "text-align: right;">0.092422</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">7</td><td style = "text-align: left;">MLP(hidden = (33, 25, 21), …)</td><td style = "text-align: right;">0.0928019</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">8</td><td style = "text-align: left;">MLP(hidden = (57, 57, 45), …)</td><td style = "text-align: right;">0.0973877</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">9</td><td style = "text-align: left;">MLP(hidden = (25, 45, 29), …)</td><td style = "text-align: right;">0.0988069</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">10</td><td style = "text-align: left;">MLP(hidden = (45, 41, 61), …)</td><td style = "text-align: right;">0.0998508</td></tr></tbody></table></div><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../live_training/notebook/">« Live Training</a><a class="docs-footer-nextpage" href="../../../extended_examples/MNIST/notebook/">MNIST Images »</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 1.13.0 on <span class="colophon-date" title="Thursday 26 June 2025 01:16">Thursday 26 June 2025</span>. Using Julia version 1.10.9.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>

dev/common_workflows/architecture_search/README/index.html

@@ -54,4 +54,4 @@
     mlp = [x[:model] for x in history],
     measurement = [x[:measurement][1] for x in history],
 )
-sort!(history_df, [order(:measurement)])</code></pre><div><div style = "float: left;"><span>4×2 DataFrame</span></div><div style = "clear: both;"></div></div><div class = "data-frame" style = "overflow-x: scroll;"><table class = "data-frame" style = "margin-bottom: 6px;"><thead><tr class = "header"><th class = "rowNumber" style = "font-weight: bold; text-align: right;">Row</th><th style = "text-align: left;">mlp</th><th style = "text-align: left;">measurement</th></tr><tr class = "subheader headerLastRow"><th class = "rowNumber" style = "font-weight: bold; text-align: right;"></th><th title = "MLJModelInterface.Probabilistic" style = "text-align: left;">Probabil…</th><th title = "Float64" style = "text-align: left;">Float64</th></tr></thead><tbody><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">BayesianLDA(method = gevd, …)</td><td style = "text-align: right;">0.0610826</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">NeuralNetworkClassifier(builder = MLP(hidden = (5, 4), …), …)</td><td style = "text-align: right;">0.0857014</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">RandomForestClassifier(max_depth = -1, …)</td><td style = "text-align: right;">0.112135</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">ProbabilisticTunedModel(model = XGBoostClassifier(test = 1, …), …)</td><td style = "text-align: right;">0.221056</td></tr></tbody></table></div><p>This is Occam&#39;s razor in practice.</p><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../composition/notebook/">« Model Composition</a><a class="docs-footer-nextpage" href="../../early_stopping/notebook/">Early Stopping »</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 1.13.0 on <span class="colophon-date" title="Saturday 21 June 2025 00:33">Saturday 21 June 2025</span>. Using Julia version 1.10.9.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
+sort!(history_df, [order(:measurement)])</code></pre><div><div style = "float: left;"><span>4×2 DataFrame</span></div><div style = "clear: both;"></div></div><div class = "data-frame" style = "overflow-x: scroll;"><table class = "data-frame" style = "margin-bottom: 6px;"><thead><tr class = "header"><th class = "rowNumber" style = "font-weight: bold; text-align: right;">Row</th><th style = "text-align: left;">mlp</th><th style = "text-align: left;">measurement</th></tr><tr class = "subheader headerLastRow"><th class = "rowNumber" style = "font-weight: bold; text-align: right;"></th><th title = "MLJModelInterface.Probabilistic" style = "text-align: left;">Probabil…</th><th title = "Float64" style = "text-align: left;">Float64</th></tr></thead><tbody><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">BayesianLDA(method = gevd, …)</td><td style = "text-align: right;">0.0610826</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">NeuralNetworkClassifier(builder = MLP(hidden = (5, 4), …), …)</td><td style = "text-align: right;">0.0857014</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">RandomForestClassifier(max_depth = -1, …)</td><td style = "text-align: right;">0.11762</td></tr><tr><td class = "rowNumber" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">ProbabilisticTunedModel(model = XGBoostClassifier(test = 1, …), …)</td><td style = "text-align: right;">0.221056</td></tr></tbody></table></div><p>This is Occam&#39;s razor in practice.</p><hr/><p><em>This page was generated using <a href="https://github.com/fredrikekre/Literate.jl">Literate.jl</a>.</em></p></article><nav class="docs-footer"><a class="docs-footer-prevpage" href="../../composition/notebook/">« Model Composition</a><a class="docs-footer-nextpage" href="../../early_stopping/notebook/">Early Stopping »</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 1.13.0 on <span class="colophon-date" title="Thursday 26 June 2025 01:16">Thursday 26 June 2025</span>. Using Julia version 1.10.9.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>