Learn about linear regression models and advanced regularization techniques in this comprehensive tech tutorial from the Data Science Conference Europe 2023. Explore the fundamental concepts of linear regression, including its simplicity, implementation, and interpretability, while addressing common challenges like overfitting. Master regularization methods, specifically Lasso and Ridge regression, through both theoretical explanations and hands-on demonstrations in R. Discover how these techniques effectively improve model reliability, enhance prediction accuracy, and create more robust statistical outcomes. Gain practical insights from expert Milica Maricic as she guides you through the implementation and benefits of regularization in linear regression modeling, equipping you with essential skills for real-world data science applications.