MLflow Resources

Basic Content

• MLflow FAQ
• Slide Decks
  • MLflow Model Serving - Data + AI Summit 2021 - 2021-05-27
  • Databricks MLflow Object Relationships - 2022-01-02
  • MLflow and MLeap - 2019-12-03

Github Repositories

• https://github.com/mlflow/mlflow-export-import
  • MLflow tools to export and import MLflow runs, experiments or registered models from one tracking server to another.
• https://github.com/amesar/mlflow-examples  
  • Examples of many different ML frameworks (Scikit-learn, SparkML, Keras/TensorFlow, etc.) and Scala examples.
• https://github.com/amesar/mlflow-tools  
  • Tools and utilities.
• https://github.com/amesar/mlflow-tensorflow-serving
  • Creates a TensorFlow Serving Docker container with an embedded MLflow Keras TensorFlow model.
• https://github.com/amesar/mlflow-pluggable-scoring-server
  • Exploratory POC to plug in custom request or response payloads for MLflow serving.
• https://github.com/amesar/mleap-sampler
  • All things MLeap (with MLflow too)- Scala and Python.
• https://github.com/amesar/mlflow-spark-summit-2019  
  • Code for Spark Summit tutorial. Dated.