healthcareai v0.1.7-beta
levithatcher
released this
02 Nov 03:58
·
786 commits
to master
since this release
This release encompasses basic healthcare ML functionality:
- Model comparison between random forest and logistic regression algorithms
- Model deployment to SQL Server, providing top-three most important features
- Imputation (column mean for numeric and column mode for categorical)
- Hyperparameter tuning, using mtry and number of trees for random forest
- Plots
- ROC
- Random forest feature ranking
- Model performance evaluated via AU_ROC and AU_PR
First release after setting up the following infrastructure:
- AppveyorCI
- Sphinx
- Nose unit testing
- Docker