Welcome to Foundation of Data Science Laboratory
Welcome to Foundation of Data Science Laboratory
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).