AI & NLP Day

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/2_train_model/model_config.json