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A Streamlit app. Explore common probability distributions and generate random samples.

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Random Samples

A Streamlit app. Explore common probability distributions and generate random samples from said distributions.

random samples app screenshot

Proposal

Demonstrate Streamlit functionality and ease-of-use with simulations of random sampling from a few probability distributions. The user can select parameters and see the sample distribution update in real time along with statistics such as sample mean, stdev, etc.

To-Dos

  • Add visualization functionality for more distributions (discrete and continuous)
  • Enhance informativeness and interactivity of visuals, in particular adding more detail to the random sample chart(s)
  • Include additional stats tools such as parameter estimation simulation(s), hypothesis testing, etc.

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A Streamlit app. Explore common probability distributions and generate random samples.

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