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Documenter.jl committed Sep 10, 2024
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{"documenter":{"julia_version":"1.10.4","generation_timestamp":"2024-08-22T22:01:56","documenter_version":"1.6.0"}}
{"documenter":{"julia_version":"1.10.5","generation_timestamp":"2024-09-10T15:00:01","documenter_version":"1.7.0"}}
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using AutoMLPipeline.SKPreprocessors
using AutoMLPipeline.Utils`</code></pre><p>CSV and DataFrames will be needed in the succeeding examples and should be installed:</p><pre><code class="language-julia hljs">using Pkg
Pkg.add(&quot;CSV&quot;)
Pkg.add(&quot;DataFrames&quot;)</code></pre><h2 id="Tutorial-Outline"><a class="docs-heading-anchor" href="#Tutorial-Outline">Tutorial Outline</a><a id="Tutorial-Outline-1"></a><a class="docs-heading-anchor-permalink" href="#Tutorial-Outline" title="Permalink"></a></h2><ul><li><a href="tutorial/pipeline/#PipelineUsage">Pipeline</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="tutorial/pipeline/#Dataset">Dataset</a></li><li><a href="tutorial/pipeline/#AutoMLPipeline-Modules-and-Instances">AutoMLPipeline Modules and Instances</a></li><li><a href="tutorial/pipeline/#Processing-Categorical-Features">Processing Categorical Features</a></li><li><a href="tutorial/pipeline/#Processing-Numerical-Features">Processing Numerical Features</a></li><li><a href="tutorial/pipeline/#Concatenating-Extracted-Categorical-and-Numerical-Features">Concatenating Extracted Categorical and Numerical Features</a></li><li><a href="tutorial/pipeline/#Performance-Evaluation-of-the-Pipeline">Performance Evaluation of the Pipeline</a></li><li><a href="tutorial/pipeline/#Learners-as-Filters">Learners as Filters</a></li><li><a href="tutorial/pipeline/#Advanced-Expressions-using-Selector-Pipeline">Advanced Expressions using Selector Pipeline</a></li></ul></li></ul></li><li><a href="tutorial/preprocessing/#Preprocessing">Preprocessing</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="tutorial/preprocessing/#CatNumDiscriminator-for-Detecting-Categorical-Numeric-Features">CatNumDiscriminator for Detecting Categorical Numeric Features</a></li><li><a href="tutorial/preprocessing/#Concatenating-Hot-Bits-with-PCA-of-Numeric-Columns">Concatenating Hot-Bits with PCA of Numeric Columns</a></li><li><a href="tutorial/preprocessing/#Performance-Evaluation">Performance Evaluation</a></li></ul></li></ul></li><li><a href="tutorial/learning/#Training-and-Validation">Training and Validation</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="tutorial/learning/#Evaluate-Learners-with-Same-Pipeline">Evaluate Learners with Same Pipeline</a></li></ul></li></ul></li><li><a href="tutorial/extending/#Extending-AutoMLPipeline">Extending AutoMLPipeline</a></li></ul><h2 id="Manual-Outline"><a class="docs-heading-anchor" href="#Manual-Outline">Manual Outline</a><a id="Manual-Outline-1"></a><a class="docs-heading-anchor-permalink" href="#Manual-Outline" title="Permalink"></a></h2><ul><li><a href="man/pipeline/#Pipeline">Pipeline</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="man/pipeline/#Pipeline-Structure">Pipeline Structure</a></li><li><a href="man/pipeline/#ComboPipeline-Structure">ComboPipeline Structure</a></li><li><a href="man/pipeline/#Selector-Pipeline-Structure">Selector Pipeline Structure</a></li><li><a href="man/pipeline/#Macro-Functions">Macro Functions</a></li></ul></li></ul></li><li><a href="man/preprocessors/#Preprocessors">Preprocessors</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="man/preprocessors/#SKPreprocessor-Structure">SKPreprocessor Structure</a></li></ul></li></ul></li><li><a href="man/learners/#Learners">Learners</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="man/learners/#SKLearner-Structure">SKLearner Structure</a></li></ul></li></ul></li><li><a href="man/metaensembles/#Ensemble-Methods">Ensemble Methods</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="man/metaensembles/#StackEnsemble">StackEnsemble</a></li><li><a href="man/metaensembles/#VoteEnsemble">VoteEnsemble</a></li><li><a href="man/metaensembles/#bestlearner">BestLearner</a></li></ul></li></ul></li></ul><h2 id="ML-Library"><a class="docs-heading-anchor" href="#ML-Library">ML Library</a><a id="ML-Library-1"></a><a class="docs-heading-anchor-permalink" href="#ML-Library" title="Permalink"></a></h2><ul><li class="no-marker"><ul><li><a href="lib/typesfunctions/#Index">Index</a></li><li><a href="lib/typesfunctions/#Descriptions">Descriptions</a></li></ul></li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="tutorial/pipeline/">Pipeline »</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 1.6.0 on <span class="colophon-date" title="Thursday 22 August 2024 22:01">Thursday 22 August 2024</span>. Using Julia version 1.10.4.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
Pkg.add(&quot;DataFrames&quot;)</code></pre><h2 id="Tutorial-Outline"><a class="docs-heading-anchor" href="#Tutorial-Outline">Tutorial Outline</a><a id="Tutorial-Outline-1"></a><a class="docs-heading-anchor-permalink" href="#Tutorial-Outline" title="Permalink"></a></h2><ul><li><a href="tutorial/pipeline/#PipelineUsage">Pipeline</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="tutorial/pipeline/#Dataset">Dataset</a></li><li><a href="tutorial/pipeline/#AutoMLPipeline-Modules-and-Instances">AutoMLPipeline Modules and Instances</a></li><li><a href="tutorial/pipeline/#Processing-Categorical-Features">Processing Categorical Features</a></li><li><a href="tutorial/pipeline/#Processing-Numerical-Features">Processing Numerical Features</a></li><li><a href="tutorial/pipeline/#Concatenating-Extracted-Categorical-and-Numerical-Features">Concatenating Extracted Categorical and Numerical Features</a></li><li><a href="tutorial/pipeline/#Performance-Evaluation-of-the-Pipeline">Performance Evaluation of the Pipeline</a></li><li><a href="tutorial/pipeline/#Learners-as-Filters">Learners as Filters</a></li><li><a href="tutorial/pipeline/#Advanced-Expressions-using-Selector-Pipeline">Advanced Expressions using Selector Pipeline</a></li></ul></li></ul></li><li><a href="tutorial/preprocessing/#Preprocessing">Preprocessing</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="tutorial/preprocessing/#CatNumDiscriminator-for-Detecting-Categorical-Numeric-Features">CatNumDiscriminator for Detecting Categorical Numeric Features</a></li><li><a href="tutorial/preprocessing/#Concatenating-Hot-Bits-with-PCA-of-Numeric-Columns">Concatenating Hot-Bits with PCA of Numeric Columns</a></li><li><a href="tutorial/preprocessing/#Performance-Evaluation">Performance Evaluation</a></li></ul></li></ul></li><li><a href="tutorial/learning/#Training-and-Validation">Training and Validation</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="tutorial/learning/#Evaluate-Learners-with-Same-Pipeline">Evaluate Learners with Same Pipeline</a></li></ul></li></ul></li><li><a href="tutorial/extending/#Extending-AutoMLPipeline">Extending AutoMLPipeline</a></li></ul><h2 id="Manual-Outline"><a class="docs-heading-anchor" href="#Manual-Outline">Manual Outline</a><a id="Manual-Outline-1"></a><a class="docs-heading-anchor-permalink" href="#Manual-Outline" title="Permalink"></a></h2><ul><li><a href="man/pipeline/#Pipeline">Pipeline</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="man/pipeline/#Pipeline-Structure">Pipeline Structure</a></li><li><a href="man/pipeline/#ComboPipeline-Structure">ComboPipeline Structure</a></li><li><a href="man/pipeline/#Selector-Pipeline-Structure">Selector Pipeline Structure</a></li><li><a href="man/pipeline/#Macro-Functions">Macro Functions</a></li></ul></li></ul></li><li><a href="man/preprocessors/#Preprocessors">Preprocessors</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="man/preprocessors/#SKPreprocessor-Structure">SKPreprocessor Structure</a></li></ul></li></ul></li><li><a href="man/learners/#Learners">Learners</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="man/learners/#SKLearner-Structure">SKLearner Structure</a></li></ul></li></ul></li><li><a href="man/metaensembles/#Ensemble-Methods">Ensemble Methods</a></li><li class="no-marker"><ul><li class="no-marker"><ul><li><a href="man/metaensembles/#StackEnsemble">StackEnsemble</a></li><li><a href="man/metaensembles/#VoteEnsemble">VoteEnsemble</a></li><li><a href="man/metaensembles/#bestlearner">BestLearner</a></li></ul></li></ul></li></ul><h2 id="ML-Library"><a class="docs-heading-anchor" href="#ML-Library">ML Library</a><a id="ML-Library-1"></a><a class="docs-heading-anchor-permalink" href="#ML-Library" title="Permalink"></a></h2><ul><li class="no-marker"><ul><li><a href="lib/typesfunctions/#Index">Index</a></li><li><a href="lib/typesfunctions/#Descriptions">Descriptions</a></li></ul></li></ul></article><nav class="docs-footer"><a class="docs-footer-nextpage" href="tutorial/pipeline/">Pipeline »</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 1.7.0 on <span class="colophon-date" title="Tuesday 10 September 2024 15:00">Tuesday 10 September 2024</span>. Using Julia version 1.10.5.</p></section><footer class="modal-card-foot"></footer></div></div></div></body></html>
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