Assignment no. 4. Practical Assignments on Statistical / Algorithmic Data Modeling

Objective:

To develop skills in statistical data modeling, hypothesis testing, classification and regression

algorithms, model evaluation techniques, and hands-on exercises with the scikit-learn library.

4.1: Hypothesis Testing and Probability Distributions

1. Hypothesis Testing:

o Perform a hypothesis test to determine if the mean of a sample differs significantly from a known population mean

2. Probability Distributions:

o Visualize the probability distribution of a dataset using histograms and probability density functions (PDFs).