Machine Learning Model deployment

Contents

• Flask template for Machine Learning model deployment
  • Installation
    • Requirements
    • Before using
    • Configuration
  • Run the service
    • On Docker
    • On local Python environment
  • Usage of the API
    • Check the API’s health status
    • Is model ready?
    • Get information about service
    • Get information about the model
    • Compute predictions
    • Predict probabilities
    • Get features of the Model with features importances
    • Get SHAP explanations
• Code Documentation
  • Base Model
  • Scikit-learn Model
  • Service