Bankruptcy in Poland
In this project, you’ll work with financial data from the Emerging Markets Information Service. You’ll look at financial indicators from Poland and Taiwan and build a model that predicts bankruptcy.
We’ll explore data collected by a team of Polish economists studying bankruptcy. Your goal is to build a model that can predict whether a company will go bankrupt or not.
We were able to:
- Navigate a file system from the Linux command line
- Load and save files using Python
- Address imbalanced data using resampling techniques
- Evaluate a model using classification metrics like precision and recall
This project consists of 5 Notebooks:
- Working with JSON files
- Imbalanced Data
- Ensemble Models: Random Forest
- Gradient Boosting Trees
- Bankruptcy in Taiwan
You can find the whole project blog here