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statistics-for-data-science

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This repository contains the project for the course Statistics and Probability 1 from the Faculty of Engineering and Basic Sciences. The main focus of the project is the application of probability distributions such as normal, exponential, gamma, Poisson, and binomial distributions to solve real-world problems.

  • Updated Oct 4, 2024
  • Jupyter Notebook

This project uses statistical hypothesis testing to examine the link between cholesterol and fasting blood sugar levels with heart disease. One-sample t-tests and binomial tests are applied to assess whether these health metrics significantly differ from expected values, focusing on their association with heart disease.

  • Updated Sep 15, 2024
  • Jupyter Notebook

The Poisson Distribution models the number of events that occur within a specified time frame, such as years. Since the volume of incoming calls fluctuates from year to year, this distribution aids in determining whether the call data aligns with a Poisson process or if external factors are affecting the call volume.

  • Updated Sep 9, 2024
  • Jupyter Notebook
MScDataAnalyticsFirstSemesterAssignmentTwo

Summary of Assignment Two from the first semester of the MSc in Data Analytics program. This repository contains the CA2 assignment guidelines from the college and my submission. To see all original commits and progress, please visit the original repository using the link below.

  • Updated Jun 30, 2024

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