Python Data Science Stack

Python Data Science Stack

A complete local data science environment in one docker compose up. Jupyter Lab, Postgres, Redis, and pgAdmin are all pre-wired so you can go from zero to querying data in minutes.

What's Included

• Python 3.13 Jupyter Lab with NumPy, Pandas, Matplotlib, scikit-learn, SciPy, and SQLAlchemy pre-installed
• Postgres 16 for structured data storage
• Redis 7 for caching and fast key-value storage
• pgAdmin 4 for visual database management
• Persistent volumes for notebooks, Postgres data, and Redis snapshots

Developer Experience

• Notebooks auto-save to a host-mounted ./notebooks/ directory
• SQLAlchemy connection string pre-configured in a starter notebook
• pgAdmin server entry pre-registered — no manual setup
• Restart-safe: data and notebooks persist across docker compose down

What You Get

• docker-compose.yml — all four services wired together
• .env.example — credentials template
• notebooks/starter.ipynb — connects to Postgres via SQLAlchemy out of the box
• README.md — service URLs, credentials, and usage notes

Service URLs

• Jupyter Lab: http://localhost:8888
• pgAdmin: http://localhost:5050
• Postgres: localhost:5432
• Redis: localhost:6379