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Interactive Statistics Notebooks

TEMPLATE

Colab link to the basic template with sections to fill and a tiny code sample

What?

As a part of an Advanced Statistics Course at Innopolis University students suggested to implement Jupyter Notebook with interactive visual representation of several {which exactly?} distributions, statistics, statistical tests distributions and so on {what else?}

Why?

To provide a set of tools to help building intuition and visual recognition of most popular of mentioned topics

How?

The course consists of several {these} topics. Every topic is presented as a Jupyter Notebook. Every notebook has the following template {link to a template}:

  1. Introduction

    1.1 What is the distribution

    1.2 Where it can be used/met

    1.3 Known caveats/corener stones, etc.

  2. Data loading/synthesis/generation

    2.1 Synthetical data sampling

    2.2 Real world data if exists

    2.3 Data exploration (interactive charts)

  3. Applications

    3.1 A sample task statement

    3.2 Data collection

    3.3 Hypothesis statement

    3.4 Statistical tests

    3.5 Visualization

    3.6 Conclusion

  4. Conclusion

    4.1 Where is this statistic/test/distribution is used

    4.2 What are the crititcal caveats/corner stones/limits of application

    4.3 What are the similar/opposite examples of statistics/tests/distribuitons if exist

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Contributors

hamzakpt avatar lozhn avatar

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