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Lean Machine Learning Ops | DevConf 2023

1. Prerequisettes: What you will need

  • Docker Download and install Docker
  • IDE, preferably JetBrains PyCharm or Visual Studio Code
  • A GitHub account. Login into your github account and fork the dev-conf-2023-lean-mlops repository
  • and of course Git

Important: Windows users

2. Clone forked repo and mount into docker container

  • Install PyEnv
    • MacOs brew update
    • Window
  • Install Poetry

The story

DS model for credit approval

  • training data
  • clean/prep raw data
  • feature sets
    • feats0
    • feats1
  • models
    • baseline
    • regression
    • automl

https://www.sicara.fr/blog-technique/dvc-pipeline-runs-mlflow DVC for data versioning and pipelines MLflow for experiments tracking, model registry and serving DuckDB for data processing