Predicting Customer Churn
Pipeline
├── LICENSE
├── Makefile <- Makefile with commands like `make data` or `make train`
├── README.md <- The top-level README for developers using this project.
├── data
│ ├── external <- Data from third party sources.
│ ├── interim <- Intermediate data that has been transformed.
│ ├── processed <- The final, canonical data sets for modeling.
│ └── raw <- The original, immutable data dump.
│
├── docs <- A default Sphinx project; see sphinx-doc.org for details
│
├── models <- Trained and serialized models, model predictions, or model summaries
│
├── notebooks <- Jupyter notebooks. Naming convention is a number (for ordering),
│ the creator's initials, and a short `-` delimited description, e.g.
│ `1.0-jqp-initial-data-exploration`.
│
├── references <- Data dictionaries, manuals, and all other explanatory materials.
│
├── reports <- Generated analysis as HTML, PDF, LaTeX, etc.
│ ├── figures <- Generated graphics and figures to be used in reporting
│ ├── templates <- EDA and Data Drift reports as html
│ ├── Dockerfile <- Dockerfile for monitoring data drift
│ ├── Dockerfile_eda <- Dockerfile for EDA
│
├── requirements.txt <- The requirements file for reproducing the analysis environment, e.g.
│ generated with `pip freeze > requirements.txt`
│
├── setup.py <- makes project pip installable (pip install -e .) so src can be imported
├── src <- Source code for use in this project.
│ ├── __init__.py <- Makes src a Python module
│ │
│ ├── data <- Scripts to download or generate data
│ │ ├── load_data.py
│ │ ├── eda.py
│ │ ├── preprocess.py
│ │ ├── split_data.py
│ │
│ ├── features <- Scripts to turn raw data into features for modeling
│ │ └── build_features.py
│ │
│ ├── models <- Scripts to train models and then use trained models to make
│ │ │ predictions
│ │ ├── optimization.py
│ │ ├── train_model.py
│ │ ├── model_selection.py
│ │ ├── model_monitor.py
│ │
│ └── visualization <- Scripts to create exploratory and results oriented visualizations
│ └── visualize.py
│
├── tox.ini <- tox file with settings for running tox; see tox.readthedocs.io
├── tests <- tests for python
├── webapp <- folder for hosting model in production
├── dvc.yaml <- DVC pipeline stages file
├── Jenkinsfile <- Jenkins Pipeline file
├── requirements.txt <- requirements for running this project
├── params.yaml <- parameters configuration for this project
└── deployment <- yaml files required for creating deployment in kubernetes