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AB testing framework using frequentist statistics. Includes all necessary assets to conduct testing and visualize results for transparency and explainability.

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DataRaul/AB_testing_framework_frequentist

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AB_testing_framework_frequentist

This is an AB testing framework using the frequentist approach. Features included:

  • Dataset Generator: usually we would just plug our data directly for AB testing
  • Visualization of distributions: probability, z-scores and more
  • Statistical Significance Calculator

Methodology

I have included a step by step guide into the code with comments. And decided to not create modules so that it would read top to bottom

Intended purpose

Serves as a "skeleton" framework for AB testing. All the built functions can be seen as assets that can even be distributed in production using modules

Assets Preview:

AB proportions distribution

AB test resulting power

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AB testing framework using frequentist statistics. Includes all necessary assets to conduct testing and visualize results for transparency and explainability.

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