Solo UnicornData Science Config
A CLAUDE.md for data science workflows with experiment tracking
What you can have running in the first 7 days
What is Data Science Config?
CLAUDE.md for data science workflows. Jupyter conventions, experiment tracking, model evaluation protocols, data versioning, and reproducibility requirements.
3 min
Intermediate
What's Included
- CLAUDE.md
- conventions/notebook-structure.md
- conventions/experiment-tracking.md
- conventions/data-versioning.md
- templates/experiment-log.md
- templates/model-card.md
- README.md
Preview
# CLAUDE.md — Data Science Config
## Notebook Conventions
- One notebook per experiment, named: YYYY-MM-DD-experiment-name.ipynb
- First cell: imports and config (no magic numbers in code cells)
- Last cell: summary of results and next steps
- Clear all outputs before committing
## Experiment Tracking
- Log every run: parameters, metrics, artifacts
- Use MLflow or Weights & Biases for tracking
- Never overwrite previous experiment results
- Tag experiments: exploratory, validation, production
## Reproducibility Requirements
- Pin all package versions in requirements.txt
- Set random seeds: numpy, torch, sklearn
- Document data source, version, and access date
- Include data preprocessing steps in pipeline (not notebook)Installation Guide
Get up and running in under 5 minutes.
# Copy the config to your project root
cp data-science-config/CLAUDE.md ./CLAUDE.md
# Start a new session to load it
claudeSkill Pack. Pay once for the asset. Upgrade to implementation only when you want higher-touch help.
Community acceleration
Bring your workflow into the Solo Unicorn community for sharper feedback, operator critique, and more visibility once the system is live.
Upgrade path
- Start with this package and validate the workflow.
- Add specialized skills or bundles once the core system is stable.
- Use the community to sharpen positioning, demos, and feedback loops.
Need this adapted to your business?
Buy the asset first if you can run it yourself. If this workflow is business-critical or needs custom implementation, move into a sprint or fractional CIO advisory instead of guessing.
Discuss implementation →Tags
Related Products
Content Creator Config
A CLAUDE.md tuned for writing, editing, and publishing workflows
Customer Success Config
A CLAUDE.md for proactive, retention-focused customer management
DevOps/SRE Config
A CLAUDE.md for DevOps teams with incident and change management
E-commerce Config
A CLAUDE.md tuned for product catalogs, orders, and conversion