A production-ready CLI tool that scaffolds AI/ML projects interactively
Project description
๐ mzl-init
A production-ready AI/ML project scaffolding CLI โ like Vite, but for Machine Learning.
Installation
pip install -e .
Usage
Interactive mode (recommended)
mzl-init my_project
Launches an arrow-key prompt to select:
- Project type (Tabular ML / Deep Learning / NLP / Computer Vision / LLM App)
- Framework (PyTorch / TensorFlow / Scikit-learn)
- Optional features: FastAPI, Docker, MLflow, DVC, Hydra
Non-interactive mode (CI/CD)
mzl-init init my_project --type tabular --framework sklearn --docker --mlflow
Check your environment
mzl-init doctor
Version
mzl-init --version
Generated Structure
my_project/
โโโ configs/ # YAML configuration files
โโโ data/raw|processed|external
โโโ docs/
โโโ models/ # Trained artifacts
โโโ notebooks/
โโโ reports/
โโโ scripts/
โโโ src/
โ โโโ data/loader.py
โ โโโ features/build_features.py
โ โโโ models/model.py โ framework-specific
โ โโโ training/train.py โ MLflow-aware
โ โโโ evaluation/evaluate.py
โ โโโ inference/predict.py
โ โโโ utils/logger.py
โโโ tests/
โโโ deployment/api|docker|cloud
โโโ .env
โโโ .gitignore
โโโ main.py
โโโ requirements.txt
โโโ pyproject.toml
License
MIT
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