build based on 3b44781

Author: Documenter.jl

dev/.documenter-siteinfo.json

@@ -1 +1 @@
-{"documenter":{"julia_version":"1.10.10","generation_timestamp":"2025-12-27T05:58:34","documenter_version":"1.16.1"}}
+{"documenter":{"julia_version":"1.10.10","generation_timestamp":"2025-12-27T22:20:58","documenter_version":"1.16.1"}}

dev/about/index.html

@@ -87,7 +87,7 @@
 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 = (33, 21, 25), 
+        hidden = (25, 49, 25), 
         σ = NNlib.relu), 
   finaliser = NNlib.softmax, 
   optimiser = Adam(eta=0.01, beta=(0.9, 0.999), epsilon=1.0e-8), 
@@ -96,12 +96,12 @@
   batch_size = 8, 
   lambda = 0.0, 
   alpha = 0.0, 
-  rng = StableRNGs.LehmerRNG(state=0x6bff13e76b3f8d2fe629ddb79386a8eb), 
+  rng = StableRNGs.LehmerRNG(state=0xfba6939e7546a6d47e8f301821c8712b), 
   optimiser_changes_trigger_retraining = false, 
   acceleration = CPU1{Nothing}(nothing), 
   embedding_dims = Dict{Symbol, Real}())</code></pre><h3 id="Analyzing-the-Search-Results"><a class="docs-heading-anchor" href="#Analyzing-the-Search-Results">Analyzing the Search Results</a><a id="Analyzing-the-Search-Results-1"></a><a class="docs-heading-anchor-permalink" href="#Analyzing-the-Search-Results" title="Permalink"></a></h3><p>Let&#39;s analyze the search results by converting the history array to a dataframe and viewing it:</p><pre><code class="language-julia hljs">history = report(mach).history;
 history_df = DataFrame(
     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 = "columnLabelRow"><th class = "stubheadLabel" 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 = "columnLabelRow"><th class = "stubheadLabel" 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 class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">MLP(hidden = (33, 21, 25), …)</td><td style = "text-align: right;">0.0641595</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">MLP(hidden = (57, 9, 53), …)</td><td style = "text-align: right;">0.0646917</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">MLP(hidden = (57, 9, 53), …)</td><td style = "text-align: right;">0.0646917</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">MLP(hidden = (13, 17, 29), …)</td><td style = "text-align: right;">0.0654999</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">5</td><td style = "text-align: left;">MLP(hidden = (57, 49, 37), …)</td><td style = "text-align: right;">0.0660564</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">6</td><td style = "text-align: left;">MLP(hidden = (57, 41, 57), …)</td><td style = "text-align: right;">0.0700428</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">7</td><td style = "text-align: left;">MLP(hidden = (49, 13, 25), …)</td><td style = "text-align: right;">0.07006</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">8</td><td style = "text-align: left;">MLP(hidden = (25, 53, 29), …)</td><td style = "text-align: right;">0.0709592</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">9</td><td style = "text-align: left;">MLP(hidden = (61, 33, 21), …)</td><td style = "text-align: right;">0.0718307</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">10</td><td style = "text-align: left;">MLP(hidden = (17, 9, 57), …)</td><td style = "text-align: right;">0.0725477</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 1.16.1 on <span class="colophon-date" title="Saturday 27 December 2025 05:58">Saturday 27 December 2025</span>. Using Julia version 1.10.10.</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 = "columnLabelRow"><th class = "stubheadLabel" 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 = "columnLabelRow"><th class = "stubheadLabel" 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 class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">1</td><td style = "text-align: left;">MLP(hidden = (25, 49, 25), …)</td><td style = "text-align: right;">0.0671238</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">2</td><td style = "text-align: left;">MLP(hidden = (13, 21, 41), …)</td><td style = "text-align: right;">0.0672162</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">3</td><td style = "text-align: left;">MLP(hidden = (41, 33, 25), …)</td><td style = "text-align: right;">0.0679543</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">4</td><td style = "text-align: left;">MLP(hidden = (9, 9, 37), …)</td><td style = "text-align: right;">0.0683672</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">5</td><td style = "text-align: left;">MLP(hidden = (29, 25, 53), …)</td><td style = "text-align: right;">0.0707227</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">6</td><td style = "text-align: left;">MLP(hidden = (45, 29, 29), …)</td><td style = "text-align: right;">0.0716759</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">7</td><td style = "text-align: left;">MLP(hidden = (49, 41, 49), …)</td><td style = "text-align: right;">0.0717713</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">8</td><td style = "text-align: left;">MLP(hidden = (61, 33, 21), …)</td><td style = "text-align: right;">0.0718307</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">9</td><td style = "text-align: left;">MLP(hidden = (33, 49, 13), …)</td><td style = "text-align: right;">0.0721751</td></tr><tr class = "dataRow"><td class = "rowLabel" style = "font-weight: bold; text-align: right;">10</td><td style = "text-align: left;">MLP(hidden = (61, 29, 9), …)</td><td style = "text-align: right;">0.0739025</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 1.16.1 on <span class="colophon-date" title="Saturday 27 December 2025 22:20">Saturday 27 December 2025</span>. Using Julia version 1.10.10.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>