timofeiryko / turing-ml-capstone

My capstone project from Turing College, based on Home Credit Kaggle Dataset

Home Credit Dataset EDA and repayment prediction

This is my capstone project from Turing College, based on Home Credit Kaggle Dataset. The goal of this project is to explore this data and build some ML models, which can be used for risk evaluation as service. Here is a brief desciption of the files:

• EDA.ipynb - Task formulation, my workflow and Exploratory Data Analysis of the dataset
  • My own packaged EDAwesome is used for this task
  • Custom visualizations are created using seaborn and matplotlib
• ML_downsampled.ipynb - Machine Learning models
  • Bayesian hyperparameter tuning with Optuna
  • Simple NLP with SpaCy, tokens clusterization techniques
• status_prediction_api.py - FastAPI app for status prediction
• data_preparation.py - data preparation for the app
• models directory - contains trained models

There are some other notebooks with different ML experiments.