Mosaic is a Python library for pipeline optimization. This library implements Monte-Carlo Tree Search algorithm in order to find optimal pipeline.
Requirements
- Python >= 3.5.6
- pygraphviz: necessary to generate dot image files (optional)
conda install graphviz
pip install pygraphviz
Install via Github:
pip install git+https://github.com/herilalaina/mosaicA simple example of using mosaic to configure machine
learning pipeline made with PCA and SVM classifier.
python examples/machine_learning.pyIf you are using mosaic in a academic presentation, we would appreciate citation
@inproceedings{ijcai2019-457,
title = {Automated Machine Learning with Monte-Carlo Tree Search},
author = {Rakotoarison, Herilalaina and Schoenauer, Marc and Sebag, Michèle},
booktitle = {Proceedings of the Twenty-Eighth International Joint Conference on
Artificial Intelligence, {IJCAI-19}},
publisher = {International Joint Conferences on Artificial Intelligence Organization},
pages = {3296--3303},
year = {2019},
month = {7},
doi = {10.24963/ijcai.2019/457},
url = {https://doi.org/10.24963/ijcai.2019/457},
}