=================
LGBM-Synergy
=================
LightGBM

Model Architecture
--------------------
LGBM uses the LightGBM gradient boosting framework to predict synergy from gene expression of cancer cell lines and drug features. It is an efficient tree based learning algorithm.

Model Type
---------------
Regression

Feature Representation
-------------------------

   * Cancer features: 

      * Gene Expression

   * Drug features: 

       * Drug Mordred



URLs
--------------------
- `LightGBM documentation <https://lightgbm.readthedocs.io/en/stable/>`__
- `IMPROVE GitHub <https://github.com/JDACS4C-IMPROVE/LGBM-Synergy>`__