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Udacity Project 3 - AnalyzeABTestResults

For this project, you will be working to understand the results of an A/B test run by an e-commerce website. The company has developed a new web page in order to try and increase the number of users who "convert," meaning the number of users who decide to pay for the company's product. Your goal is to work through this notebook to help the company understand if they should implement this new page, keep the old page, or perhaps run the experiment longer to make their decision.

The Project details as specified in Udacity's project details page.

Data

  • ab_data.csv
  • countries.csv

What did I learn?

  • Learnt to clean data
  • Understood the null and alternate hypothesis.
  • Perform Sampling distribution from the null
  • Plot the histogram to understand the sampling distribution.
  • Calculate the p-value.
  • Perform bootstrap testing.
  • As the predicted variable was categorical, logistic regression was used to help reach the conclusion.

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