Linear Regression

# Linear Regression: A Comprehensive Guide to Supervised Learning's Foundational Algorithm Imagine predicting the price of a house based on its size, location, and number of bedrooms. Or forecasting sales figures based on advertising spend. These are just a couple of the countless real-world scenarios where **Linear Regression**, a cornerstone of **Supervised Learning** and **Data Science**, shines. It's a powerful and interpretable algorithm that forms the basis for many more complex models.