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daslu committed Sep 18, 2024
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3 changes: 2 additions & 1 deletion docs/index.html
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Expand Up @@ -288,7 +288,8 @@ <h1 data-number="1"><span class="header-section-number">1</span> Preface</h1>
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a> <span class="at">:git/tag</span> <span class="st">"2-alpha6"</span></span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a> <span class="at">:git/sha</span> <span class="st">"c7a7240"</span>}</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<p>Note we are using git coordinates at the moment, in order to expose a few relevant features of the current underlying libraries, which are unreleased yet.</p>
<p><strong>Status:</strong> Most of the <a href="./noj_book.underlying_libraries.html">underlying libraries</a> are stable. The experimental parts are marked as such. For some of the libraries, we use a branch for an upcoming release. The main current goal is to provide a clear picture of the direction the stack is going towards, expecting most of it to stabilize around October 2024.</p>
<p><strong>Status:</strong> Most of the <a href="./noj_book.underlying_libraries.html">underlying libraries</a> are stable. The experimental parts are marked as such. For some of the libraries, we use a branch for an upcoming release. The main current goal is to provide a clear picture of the direction the stack is going towards, expecting most of it to stabilize soon.</p>
<p><strong>Near term plan - till the end of October 2024</strong> * Work on stabilizing the upcoming releases of the underlying libraries. * Keep documenting core ideas of the underlying librares and ways to combine them in typical workflows. * Keep making the docs generate automatic tests using <a href="https://scicloj.github.io/clay/#test-generation">kindly/check</a>.</p>
<section id="existing-chapters-in-this-book" class="level2" data-number="1.1">
<h2 data-number="1.1" class="anchored" data-anchor-id="existing-chapters-in-this-book"><span class="header-section-number">1.1</span> Existing chapters in this book:</h2>
<ul>
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272 changes: 137 additions & 135 deletions docs/noj_book.automl.html
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64 changes: 32 additions & 32 deletions docs/noj_book.interactions_ols.html
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Expand Up @@ -378,24 +378,24 @@ <h2 data-number="8.1" class="anchored" data-anchor-id="additive-model"><span cla
<tbody>
<tr class="odd">
<td>:sales</td>
<td style="text-align: right;">7.55981655</td>
<td style="text-align: right;">3.36789621</td>
<td style="text-align: right;">6.43263220E-12</td>
<td style="text-align: right;">0.44549973</td>
<td style="text-align: right;">6.86719675</td>
<td style="text-align: right;">3.18088388</td>
<td style="text-align: right;">2.43049580E-10</td>
<td style="text-align: right;">0.46319976</td>
</tr>
<tr class="even">
<td>:youtube</td>
<td style="text-align: right;">26.52613246</td>
<td style="text-align: right;">0.04631401</td>
<td style="text-align: right;">26.35671251</td>
<td style="text-align: right;">0.04669554</td>
<td style="text-align: right;">0.00000000E+00</td>
<td style="text-align: right;">0.00174598</td>
<td style="text-align: right;">0.00177168</td>
</tr>
<tr class="odd">
<td>:facebook</td>
<td style="text-align: right;">18.30240257</td>
<td style="text-align: right;">0.18780113</td>
<td style="text-align: right;">18.09196597</td>
<td style="text-align: right;">0.18932568</td>
<td style="text-align: right;">0.00000000E+00</td>
<td style="text-align: right;">0.01026101</td>
<td style="text-align: right;">0.01046463</td>
</tr>
</tbody>
</table>
Expand All @@ -406,14 +406,14 @@ <h2 data-number="8.1" class="anchored" data-anchor-id="additive-model"><span cla
<div class="sourceCode" id="cb8"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb8-1"><a href="#cb8-1" aria-hidden="true" tabindex="-1"></a>(<span class="kw">-&gt;</span> evaluations flatten <span class="kw">first</span> <span class="at">:test-transform</span> <span class="at">:metric</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="printedClojure">
<div class="sourceCode" id="cb9"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fl">1.8099427897410054</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb9"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb9-1"><a href="#cb9-1" aria-hidden="true" tabindex="-1"></a><span class="fl">1.7317173303241642</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p><span class="math inline">\(R^2\)</span></p>
<div class="sourceClojure">
<div class="sourceCode" id="cb10"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb10-1"><a href="#cb10-1" aria-hidden="true" tabindex="-1"></a>(<span class="kw">-&gt;</span> evaluations flatten <span class="kw">first</span> <span class="at">:test-transform</span> <span class="at">:other-metrices</span> <span class="kw">first</span> <span class="at">:metric</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="printedClojure">
<div class="sourceCode" id="cb11"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.9029194967783648</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb11"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb11-1"><a href="#cb11-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.9163376341056388</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
</section>
<section id="interaction-effects" class="level2" data-number="8.2">
Expand Down Expand Up @@ -444,10 +444,10 @@ <h2 data-number="8.2" class="anchored" data-anchor-id="interaction-effects"><spa
<p>_unnamed [4 5]:</p>
<table class="table">
<colgroup>
<col style="width: 27%">
<col style="width: 28%">
<col style="width: 19%">
<col style="width: 17%">
<col style="width: 17%">
<col style="width: 16%">
<col style="width: 17%">
</colgroup>
<thead>
Expand All @@ -462,31 +462,31 @@ <h2 data-number="8.2" class="anchored" data-anchor-id="interaction-effects"><spa
<tbody>
<tr class="odd">
<td>:sales</td>
<td style="text-align: right;">21.10801252</td>
<td style="text-align: right;">8.30687162</td>
<td style="text-align: right;">0.00000000</td>
<td style="text-align: right;">0.39354115</td>
<td style="text-align: right;">24.50466654</td>
<td style="text-align: right;">7.54319957</td>
<td style="text-align: right;">0.0000000</td>
<td style="text-align: right;">0.30782706</td>
</tr>
<tr class="even">
<td>:youtube</td>
<td style="text-align: right;">9.66767797</td>
<td style="text-align: right;">0.01846977</td>
<td style="text-align: right;">0.00000000</td>
<td style="text-align: right;">0.00191047</td>
<td style="text-align: right;">13.53420578</td>
<td style="text-align: right;">0.02123244</td>
<td style="text-align: right;">0.0000000</td>
<td style="text-align: right;">0.00156880</td>
</tr>
<tr class="odd">
<td>:facebook</td>
<td style="text-align: right;">1.41780951</td>
<td style="text-align: right;">0.01730603</td>
<td style="text-align: right;">0.15865741</td>
<td style="text-align: right;">0.01220618</td>
<td style="text-align: right;">4.43385792</td>
<td style="text-align: right;">0.04147090</td>
<td style="text-align: right;">0.0000196</td>
<td style="text-align: right;">0.00935323</td>
</tr>
<tr class="even">
<td>:youtube*facebook</td>
<td style="text-align: right;">16.75921373</td>
<td style="text-align: right;">0.00093545</td>
<td style="text-align: right;">0.00000000</td>
<td style="text-align: right;">0.00005582</td>
<td style="text-align: right;">18.57505074</td>
<td style="text-align: right;">0.00085682</td>
<td style="text-align: right;">0.0000000</td>
<td style="text-align: right;">0.00004613</td>
</tr>
</tbody>
</table>
Expand All @@ -497,14 +497,14 @@ <h2 data-number="8.2" class="anchored" data-anchor-id="interaction-effects"><spa
<div class="sourceCode" id="cb15"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb15-1"><a href="#cb15-1" aria-hidden="true" tabindex="-1"></a>(<span class="kw">-&gt;</span> evaluations flatten <span class="kw">first</span> <span class="at">:test-transform</span> <span class="at">:metric</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="printedClojure">
<div class="sourceCode" id="cb16"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fl">1.0086632883477964</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb16"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb16-1"><a href="#cb16-1" aria-hidden="true" tabindex="-1"></a><span class="fl">1.3122729270606561</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p><span class="math inline">\(R^2\)</span></p>
<div class="sourceClojure">
<div class="sourceCode" id="cb17"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb17-1"><a href="#cb17-1" aria-hidden="true" tabindex="-1"></a>(<span class="kw">-&gt;</span> evaluations flatten <span class="kw">first</span> <span class="at">:test-transform</span> <span class="at">:other-metrices</span> <span class="kw">first</span> <span class="at">:metric</span>)</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<div class="printedClojure">
<div class="sourceCode" id="cb18"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.9698489441122488</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<div class="sourceCode" id="cb18"><pre class="sourceCode clojure code-with-copy"><code class="sourceCode clojure"><span id="cb18-1"><a href="#cb18-1" aria-hidden="true" tabindex="-1"></a><span class="fl">0.9521743826158947</span></span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<p><span class="math inline">\(RMSE\)</span> and <span class="math inline">\(R^2\)</span> of the intercation model are sligtly better.</p>
<p>These results suggest that the model with the interaction term is better than the model that contains only main effects. So, for this specific data, we should go for the model with the interaction model.</p>
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3 changes: 2 additions & 1 deletion docs/noj_book.ml_basic.html
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Expand Up @@ -289,7 +289,8 @@ <h1 class="title"><span class="chapter-number">5</span>&nbsp; <span class="chapt
<span id="cb1-2"><a href="#cb1-2" aria-hidden="true" tabindex="-1"></a> (<span class="at">:require</span> [tablecloth.api <span class="at">:as</span> tc]</span>
<span id="cb1-3"><a href="#cb1-3" aria-hidden="true" tabindex="-1"></a> [scicloj.metamorph.ml.toydata <span class="at">:as</span> data]</span>
<span id="cb1-4"><a href="#cb1-4" aria-hidden="true" tabindex="-1"></a> [tech.v3.dataset <span class="at">:as</span> ds]</span>
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a> [scicloj.metamorph.ml <span class="at">:as</span> ml]))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
<span id="cb1-5"><a href="#cb1-5" aria-hidden="true" tabindex="-1"></a> [scicloj.metamorph.ml <span class="at">:as</span> ml]</span>
<span id="cb1-6"><a href="#cb1-6" aria-hidden="true" tabindex="-1"></a> [scicloj.kindly.v4.api <span class="at">:as</span> kindly]))</span></code><button title="Copy to Clipboard" class="code-copy-button"><i class="bi"></i></button></pre></div>
</div>
<section id="inspect-data" class="level2" data-number="5.1">
<h2 data-number="5.1" class="anchored" data-anchor-id="inspect-data"><span class="header-section-number">5.1</span> Inspect data</h2>
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2 changes: 1 addition & 1 deletion docs/noj_book.visualizing_correlation_matrices.html
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