Outline of the Notebook

1. Preliminary Knowledge: Statistics - Interactive Notebook

• Overview of statistical concepts with interactive Python demonstrations.

1. What Is a Random Variable?

2. What Is a Parametric Distribution?

3. Bernoulli Distribution

4. Binomial Distribution

5. Poisson Distribution

6. Gaussian (Normal) Distribution-Distribution)

7. Student’s t‑Distribution

8. Central Limit Theorem in Hypothesis Testing

8.1. Sampling Distribution and the CLT

8.2. Central Limit Theorem in Hypothesis Testing

8.3. One‑Sample z‑Test for a Mean

8.4. One‑Sample z‑Test for a Proportion