Application of Linear Regression in Machine Learning
By Pratham Kaonkar Subject : Machine learning and cognitive intelligence using python Application of Linear Regression in Machine Learning Linear regression is a foundational concept in machine learning that provides valuable insights for solving real-world problems, especially those involving predictions and trends based on data. It establishes a relationship between independent and dependent variables, enabling the model to make predictions based on past data patterns. By understanding this concept, we can make more informed decisions and create data-driven strategies across various fields. Understanding Linear Regression In its essence, linear regression is a statistical technique that models the relationship between two variables by fitting a linear equation to observed data. The equation is generally represented as: Linear regression seeks to find the best fit line by minimizing the error (difference) between the actual and predicted values. The "least squares" method ...