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End-to-end Machine Learning Lifecycle

2022/03/22

End-to-end lifecycle

End-to-end ML Lifecycle

  • MLOps - Data EngineeringMLOps - Data Engineering
    Data Engineering

    Data Ingestion

    Includ synthetic data generations, or data enrichment
    Details

    Data Sources Identifications
    Space Estimation
    ...
  • MLOps - Model EngineeringMLOps - Model Engineering
    Model Engineering

    Model training

    Include feature engineering, and the hyperparameter tuning
    https://netflixtechblog.com/machine-learning-platform-meetup-ddec090f3c17
    Detai...
  • MLOps - Model DeploymentMLOps - Model Deployment
    Model Deployment


    Model Serving
    Model Performance Monitoring

    https://engineering.linkedin.com/blog/2021/model-health-assurance-at-linkedin


    Model Performance Logging






    ...