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


JSON-LD (schema.org) Export

{
  "description": "<p>First release of the P4ML system (ISI TA2). The system supports:</p>\n\n<ul>\n\t<li>Generation of pipelines by using the D3M primitive catalog</li>\n\t<li>Automated dataset featurization and profiling to create appropriate pipelines</li>\n\t<li>Automated hyperparameter tuning of pipelines</li>\n\t<li>Ensembling of best results.</li>\n\t<li>Multiprocessing</li>\n\t<li>Generation of best solution within a time budget.</li>\n</ul>\n\n<p>Source code repository: https://github.com/usc-isi-i2/dsbox-ta2</p>", 
  "license": "https://creativecommons.org/licenses/by/4.0/legalcode", 
  "creator": [
    {
      "affiliation": "Information Sciences Institute", 
      "@type": "Person", 
      "name": "Yao, Ke-Thia"
    }, 
    {
      "affiliation": "Information Sciences Institute", 
      "@type": "Person", 
      "name": "Ratnakar, Varun"
    }, 
    {
      "affiliation": "Information Sciences Institute", 
      "@type": "Person", 
      "name": "Brekelma, Rob"
    }, 
    {
      "affiliation": "Information Sciences Institute", 
      "@type": "Person", 
      "name": "Garijo, Daniel"
    }, 
    {
      "affiliation": "Information Sciences Institute", 
      "@type": "Person", 
      "name": "Luo, Fanghao"
    }, 
    {
      "affiliation": "Information Sciences Institute", 
      "@type": "Person", 
      "name": "Huang, I-hui"
    }, 
    {
      "affiliation": "Information Sciences Institute", 
      "@type": "Person", 
      "name": "Szekely, Pedro"
    }
  ], 
  "url": "https://zenodo.org/record/1251321", 
  "datePublished": "2018-05-22", 
  "version": "0.0.1-beta", 
  "keywords": [
    "automl; machine learning;"
  ], 
  "@context": "https://schema.org/", 
  "identifier": "https://doi.org/10.5281/zenodo.1251321", 
  "@id": "https://doi.org/10.5281/zenodo.1251321", 
  "@type": "SoftwareSourceCode", 
  "name": "P4ML source code release - May 2018"
}
94
9
views
downloads
All versions This version
Views 9494
Downloads 99
Data volume 39.4 MB39.4 MB
Unique views 8484
Unique downloads 99

Share

Cite as