http://ricefriedegg.com:80/mediawiki/index.php?action=history&feed=atom&title=Hyperparameter_optimization 2026-04-09T16:50:11Z Revision history for this page on the wiki MediaWiki 1.41.0 http://ricefriedegg.com:80/mediawiki/index.php?title=Hyperparameter_optimization&diff=776&oldid=prev 2024-05-18T21:06:29Z

<p><span dir="auto"><span class="autocomment">Other techniques</span></span></p> <table style="background-color: #fff; color: #202122;" data-mw="interface"> <col class="diff-marker" /> <col class="diff-content" /> <col class="diff-marker" /> <col class="diff-content" /> <tr class="diff-title" lang="en"> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">← Older revision</td> <td colspan="2" style="background-color: #fff; color: #202122; text-align: center;">Revision as of 21:06, 18 May 2024</td> </tr><tr><td colspan="2" class="diff-lineno" id="mw-diff-left-l8">Line 8:</td> <td colspan="2" class="diff-lineno">Line 8:</td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>= Other techniques =</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>= Other techniques =</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Other techniques include</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>Other techniques include</div></td></tr> <tr><td class="diff-marker" data-marker="−"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #ffe49c; vertical-align: top; white-space: pre-wrap;"><div>* Random search</div></td><td class="diff-marker" data-marker="+"></td><td style="color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #a3d3ff; vertical-align: top; white-space: pre-wrap;"><div>* Random search<ins style="font-weight: bold; text-decoration: none;">: faster but no guarantee</ins></div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Bayesian optimizaiton</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Bayesian optimizaiton</div></td></tr> <tr><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Hyperband</div></td><td class="diff-marker"></td><td style="background-color: #f8f9fa; color: #202122; font-size: 88%; border-style: solid; border-width: 1px 1px 1px 4px; border-radius: 0.33em; border-color: #eaecf0; vertical-align: top; white-space: pre-wrap;"><div>* Hyperband</div></td></tr> <!-- diff cache key my_wiki:diff:1.41:old-775:rev-776:php=table --> </table>

Rice http://ricefriedegg.com:80/mediawiki/index.php?title=Hyperparameter_optimization&diff=775&oldid=prev 2024-05-18T21:06:12Z

<p>Created page with &quot;<a href="/mediawiki/index.php/Category:Machine_Learning" title="Category:Machine Learning">Category:Machine Learning</a> Aspects of an ML model is controlled by <a href="/mediawiki/index.php?title=Hyperparameter&amp;action=edit&amp;redlink=1" class="new" title="Hyperparameter (page does not exist)">hyperparameters</a>. &#039;&#039;&#039;Hyperparameter optimization&#039;&#039;&#039; is an iterative process that attempts to find the best hyperparameters for a given model. = Grid search = &#039;&#039;&#039;Grid search&#039;&#039;&#039; (aka. grid search cross validation) computes all possible combinations of hyperparameters based on your input (possible values for each hyperparameter). The model is then trained and validated, and the best performance resul...&quot;</p> <p><b>New page</b></p><div>[[Category:Machine Learning]]<br /> <br /> Aspects of an ML model is controlled by [[hyperparameter]]s. &#039;&#039;&#039;Hyperparameter optimization&#039;&#039;&#039; is an iterative process that attempts to find the best hyperparameters for a given model.<br /> <br /> = Grid search =<br /> &#039;&#039;&#039;Grid search&#039;&#039;&#039; (aka. grid search cross validation) computes all possible combinations of hyperparameters based on your input (possible values for each hyperparameter). The model is then trained and validated, and the best performance result is taken.<br /> <br /> = Other techniques =<br /> Other techniques include<br /> * Random search<br /> * Bayesian optimizaiton<br /> * Hyperband</div>

Rice