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Learning program

A guided path for students.

The program is being built for students at different starting points. It will combine online resources, shared practice, and support from peers.

Roadmap

From first notebook to first project.

Move at your own pace. Each stage gives you something concrete to practice and a useful outcome to share.

  1. 01

    Start with the basics

    Set up Python, learn how notebooks work, understand files and folders, and get comfortable asking for help.

    Outcome You can run a notebook and explain what each step does.

  2. 02

    Work with data

    Practice loading, cleaning, filtering, and describing a small dataset with Python and pandas.

    Outcome You can turn a raw table into a clear first observation.

  3. 03

    Learn the research habit

    Read an accessible paper, identify its question and evidence, and keep notes that someone else can follow.

    Outcome You can summarize a study without losing its important limitations.

  4. 04

    Build a small project

    Choose a question, find or collect appropriate data, make a simple analysis, and share what you learned.

    Outcome You have a small, explainable project to discuss with the committee.

Suggested starting points

Learn from clear, practical material.

How to use this roadmap

Choose one stage

Start where you are. You do not need to complete everything in order.

Practice in public

Bring questions, partial work, and mistakes to group sessions.

Share your progress

A short explanation of what you tried is already a useful contribution.