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EY Data Challenge 2022 Level 1 : Local Frog Discovery Tool

Notebook

  1. training_notebook.ipynb is the jupyter notebook that contains the source code for training a Species Distribution Model (SDM).
  2. prediction_notebook.ipynb contains the source code for test prediction

To pull this repo & install the dependencies Using Conda

git clone https://github.com/chong915/2022DSC.git
conda env create -n <env_name> -f 2022DSC/environment.yaml
conda activate <env_name>

To execute train.py from CLI

train.py is the source code for training the SDM model. MLflow is also used for managing the trained models.

python 2022DSC/train.py <n_iter> <cv>
  1. n_iter (Default - 10) : Number of parameters settings that are sample in randomized search cross validation
  2. cv (Default - 5) : Determines how many folds of cross validation

To view MLFlow UI

mlflow ui

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