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Weights & Biases + MLflow

Repo using Weights & Biases for tracking experiments and MLflow for separating environments for executing steps in pipeline

Setup

  1. Create account at Weights & Biases
  2. Install requirements pip install -r requirements.txt
  3. Login to Weights & Biases from terminal wandb login

How to use this repo

After making sure setup is finished:

  • execute to run full pipeline:
cd <REPO_ROOT>
mlflow run .
  • login to W&B in browser and browse your project (name is set in config.yaml under main.project_name)

All necessary pipeline configuration options can be found in config.yaml.
Options specific to model are stored in src/train_model/model_config.json

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