oguzhankir/ML_engineer_case

Folder Structure

• notebooks: Contains Jupyter Notebooks used for data analysis and model development.

  • encoders: Stores encoders used for preprocessing.
  • models: Stores trained models.
  • config.json: Configuration file for training data.
  • model_development.ipynb: Notebook for model development.
  • data_analysis.ipynb: Notebook for data analysis.

• src: Source code for the project.

  • ml_engineer_case: Main module.
    • api: Contains API routers and request DTOs.
      • router: Router implementations.
        • __init__.py: Initialization file.
        • ml_model.py: API endpoint for the machine learning model.
      • __init__.py: Initialization file.
      • requests_dto.py: Data transfer objects for API requests.
    • artifacts: Stores artifacts generated during model development.
      • data: Data used for training and testing.
      • encoders: Encoders used for preprocessing.
      • models: Trained models.
      • config.json: Configuration file for model training.
    • operators: Contains modules for various operations.
      • __init__.py: Initialization file.
      • encode.py: Encoding operations.
      • feature_selection.py: Feature selection operations.
      • hyperparameters_search.py: Hyperparameter search operations.
      • inference.py: Inference operations.
      • model_manager.py: Model management operations.
      • preprocess.py: Preprocessing operations.
    • services: Contains service implementations.
      • __init__.py: Initialization file.
      • ml_model.py: Machine learning model service.
    • utils: Contains utility modules.
      • __init__.py: Initialization file.
      • exceptions.py: Custom exceptions.
      • logger.py: Logging utility.
      • utils.py: General utility functions.
    • __init__.py: Initialization file.

• tests: Contains unit tests.

  • test_inference.py: Unit tests for inference operations.

• .gitignore: Git ignore file.

• docker-compose.yml: Docker Compose configuration.

• Dockerfile: Dockerfile for building the application.

• main.py: Main entry point for the application.

• readme.md: This file.

• requirements.txt: Python dependencies.

Usage

To run the project, use the following command:

sudo docker compose down --remove-orphans && sudo docker compose up --build