Software Open Access

P4ML source code release - May 2018

Yao, Ke-Thia; Ratnakar, Varun; Brekelma, Rob; Garijo, Daniel; Luo, Fanghao; Huang, I-hui; Szekely, Pedro


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    <subfield code="a">&lt;p&gt;First release of the P4ML system (ISI TA2). The system supports:&lt;/p&gt;

&lt;ul&gt;
	&lt;li&gt;Generation of pipelines by using the D3M primitive catalog&lt;/li&gt;
	&lt;li&gt;Automated dataset featurization and profiling to create appropriate pipelines&lt;/li&gt;
	&lt;li&gt;Automated hyperparameter tuning of pipelines&lt;/li&gt;
	&lt;li&gt;Ensembling of best results.&lt;/li&gt;
	&lt;li&gt;Multiprocessing&lt;/li&gt;
	&lt;li&gt;Generation of best solution within a time budget.&lt;/li&gt;
&lt;/ul&gt;

&lt;p&gt;Source code repository: https://github.com/usc-isi-i2/dsbox-ta2&lt;/p&gt;</subfield>
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