python_mlflow example

Python MLflow(management machine learning life-cycle) example tutorial code

Info & reference

Blog post (Description) - https://lsjsj92.tistory.com/623 refer : https://github.com/lsjsj92/python_mlflow_example

Description

• mlflow-env dir
  • MLflow Project & Package example with MLProject, conta.yaml
• main.py
  • Main file on this process
  • start with is_keras argument
    • 1 : use tensorflow(keras)
    • 0 : use scikit learn
  • Execute titanic modeling
  • Execute MLflow logging
• titanic.py
  • Main of Titniac process
  • data load -> preprocess -> ML/DL modeling -> return model
• model.py
  • Machine Learning or Deep Learning Modeling part
  • Machine Learning : use scikit-learn library or lightgbm
  • Deep Learning : use tensorflow library ( keras )
• preprocess.py
  • Preprocess part
  • Preprocess titanic data
• config.py
  • Config part
• dataio.py
  • Data io part
  • Get data