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Literate Programming Notebooks · Awesome GitHub Repositories

1 repo

Awesome GitHub RepositoriesLiterate Programming Notebooks

Interactive documents combining executable code with narrative text for reproducible learning.

Distinguishing note: Focuses on the educational aspect of notebooks rather than general data analysis tools.

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  • fastai/fastbook

    fastai/fastbook

    24,587View on GitHub↗

    This project is an interactive educational textbook and comprehensive machine learning resource designed for deep learning education. It provides a structured curriculum that combines narrative prose with executable code, utilizing literate programming to create reproducible learning experiences within a collection of Jupyter Notebooks. The repository distinguishes itself by teaching machine learning through applied research and modular design. It demonstrates a callback-driven training loop, a declarative data-block pipeline, and a layered abstraction API that allows users to transition betw

    Uses interactive documents that combine executable code blocks with narrative text to create reproducible learning experiences.

    Jupyter Notebookbookdata-sciencedeep-learning
    24,587View on GitHub↗