/data-science-advent-calendar-2025

πŸŽ„ 24 days of Data Science tips and mini-tutorials β€” a learning Advent Calendar featuring daily insights in Python, pandas, NumPy, Matplotlib, and Seaborn.

πŸŽ„ Data Science Advent Calendar 2025

24 days of Data Science tips, code snippets, and visual insights β€” one per day, from December 1st to 24th. Each day opens a new mini-tutorial in Python featuring pandas, NumPy, Matplotlib, Seaborn, and general data science best practices.


🧭 What this is

This project is a learning advent calendar built with html. Each β€œday” contains a short, focused tip β€” a concept explained with code, examples, and references. It’s designed to be read in small doses: learn something new in under 5 minutes.

Example topics:

  • 🐼 Efficient pandas tricks
  • πŸ“Š Visualization design in matplotlib & seaborn
  • ⚑ Performance tuning & memory management
  • 🧠 Practical data science patterns

πŸ“‚ Structure


data-science-advent-calendar-2025/
β”œβ”€β”€ docs/
β”‚   β”œβ”€β”€ index.html               # Main calendar page
β”‚   └── tips/                    # One file per day (day1.html, day2.html, ...)
β”‚   └── img/                     # Images
└── README.md                    # You are here


πŸ’‘ How to use

  • Browse each day interactively in your browser.
  • Copy and run code examples in your own Jupyter notebooks.
  • Share favorite tips or open pull requests with improvements.
  • Perfect for short daily learning breaks during December!

🀝 Contributing

Contributions are welcome β€” new tips, corrections, or layout tweaks! Fork the repository and submit a pull request. To keep consistency:

  • Write content in English.
  • Use concise code examples (under 20 lines).
  • Keep tone friendly, technical, and accurate.

✨ Credits

Created and maintained by Ibon MartΓ­nez (@imarranz). Inspired by the joy of learning and sharing knowledge β€” one small tip at a time.