Tooling

Outline of the used toolset

Python

• einsum, itertools, functools
• dataclasses, attrs
• typing, pydantic, mypy
• typer, arparse
• hydra, omegaconf, configparser

ML

• Hugging Face
• WandB, Comet.ml, Neptune.ai

MLOps

• mlflow
• kubeflow, kserve
• Alt: Apache Airflow

Exploration

• Jupyter
• Gradio

Serving

• Kubernetes
• Docker