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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 datascience Public

    A Python library for introductory data science

    Jupyter Notebook 629 295

  2. textbook textbook Public

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

    Jupyter Notebook 798 283

  3. zero-to-data-8 zero-to-data-8 Public

    A quick guide to deploying your own Data 8 course

    Jupyter Notebook 26 14

  4. materials-sp22 materials-sp22 Public

    Data 8 Public Materials for Spring 2022.

    Jupyter Notebook 17 79

Repositories

Showing 10 of 100 repositories
  • materials-fa24 Public

    Data 8 Public Materials for Fall 2024

    data-8/materials-fa24’s past year of commit activity
    Jupyter Notebook 3 0 0 0 Updated Nov 22, 2024
  • materials-sp22 Public

    Data 8 Public Materials for Spring 2022.

    data-8/materials-sp22’s past year of commit activity
    Jupyter Notebook 17 79 0 0 Updated Nov 21, 2024
  • fa24 Public

    Data 8 Website for Fall 2024

    data-8/fa24’s past year of commit activity
    HTML 1 MIT 0 0 0 Updated Nov 21, 2024
  • .github Public
    data-8/.github’s past year of commit activity
    0 BSD-3-Clause 0 0 0 Updated Nov 11, 2024
  • zero-to-data-8 Public

    A quick guide to deploying your own Data 8 course

    data-8/zero-to-data-8’s past year of commit activity
    Jupyter Notebook 26 MIT 14 4 0 Updated Nov 8, 2024
  • mcb-88-connector Public

    A repo to hold course materials for the MCB 88 connector course.

    data-8/mcb-88-connector’s past year of commit activity
    Jupyter Notebook 2 BSD-3-Clause 6 0 2 Updated Nov 7, 2024
  • tutoring-sp17 Public

    Tutoring Materials for Data 8!

    data-8/tutoring-sp17’s past year of commit activity
    Jupyter Notebook 6 BSD-3-Clause 31 0 0 Updated Nov 7, 2024
  • data-8/data-8.github.io’s past year of commit activity
    HTML 14 BSD-3-Clause 14 4 1 Updated Nov 5, 2024
  • exams Public

    Archives of old exams from Data 8

    data-8/exams’s past year of commit activity
    Jupyter Notebook 1 BSD-3-Clause 6 0 0 Updated Nov 5, 2024
  • jsm2018 Public

    Materials from JSM 2018 Talk

    data-8/jsm2018’s past year of commit activity
    Jupyter Notebook 1 BSD-3-Clause 0 0 0 Updated Nov 5, 2024