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