P4ml

May 9, 2022

First release of the P4ML system (ISI TA2). The system supports:

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

Source code repository: https://github.com/usc-isi-i2/dsbox-ta2

Yolanda Gil
Yolanda Gil
Senior Director for Major Strategic AI and Data Science Initiatives

I have broad research interests in AI and data science. As Principal Scientist I lead the Interactive Knowledge Capture research group, which is part of AI@ISI.