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UC Berkeley Data 8

UC Berkeley Foundations of Data Science Course

Data 8

The UC Berkeley Foundations of Data Science course combines three perspectives: inferential thinking, computational thinking, and real-world relevance. Given data arising from some real-world phenomenon, how does one analyze that data so as to understand that phenomenon? The course teaches critical concepts and skills in computer programming and statistical inference, in conjunction with hands-on analysis of real-world datasets, including economic data, document collections, geographical data, and social networks. It delves into social issues surrounding data analysis such as privacy and design.

This organization houses the textbook, assignments, exams and websites for Data 8 as well as the datascience package. Some early versions of connector courses taught in Spring 2016 are also here. If you are interested in setting up your own version of the Data 8 course, check out the Zero to Data 8 Guide.

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  1. datascience Public

    A Python library for introductory data science

    Jupyter Notebook 665 305

  2. textbook Public

    The textbook Computational and Inferential Thinking: The Foundations of Data Science

    Jupyter Notebook 828 284

  3. zero-to-data-8 Public

    A quick guide to deploying your own Data 8 course

    Jupyter Notebook 27 12

  4. materials-sp22 Public

    Data 8 Public Materials for Spring 2022.

    Jupyter Notebook 27 97

  5. sp25 Public

    HTML 1 1

  6. materials-sp25 Public

    Jupyter Notebook 1

Repositories

Showing 10 of 103 repositories
  • sp25 Public
    HTML 1 MIT 1 0 0 Updated Apr 2, 2025
  • Jupyter Notebook 0 1 0 0 Updated Apr 1, 2025
  • exams Public

    Archive of exams from Data 8

    Jupyter Notebook 1 BSD-3-Clause 7 0 0 Updated Mar 21, 2025
  • topic-guide.data Public

    Contains all files for Topic Guide to reduce file storage size

    Python 0 MIT 0 0 0 Updated Mar 18, 2025
  • materials-sp22 Public

    Data 8 Public Materials for Spring 2022.

    Jupyter Notebook 27 97 1 0 Updated Mar 6, 2025
  • fa24 Public

    Data 8 Website for Fall 2024

    HTML 2 MIT 1 0 0 Updated Jan 31, 2025
  • Jupyter Notebook 0 1 0 0 Updated Jan 29, 2025
  • materials-x22 Public

    Notebooks(Otterized) for Data 8x

    Jupyter Notebook 0 8 0 0 Updated Jan 21, 2025
  • HTML 14 BSD-3-Clause 14 4 1 Updated Jan 15, 2025
  • Jupyter Notebook 1 5 2 0 Updated Jan 14, 2025

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