Unveiling the Power of Baseline Models in Machine Learning
Unveiling the Power of Baseline Models in Machine Learning W hile complex architectures and cutting-edge techniques rightfully captivate the imagination in machine learning, the foundation of any successful model lies in the humble baseline. Machine learning In the vast landscape of machine learning (ML), where complex algorithms and sophisticated architectures often steal the spotlight, it’s easy to overlook the humble yet crucial baseline models. These unassuming models serve as the foundation upon which more advanced solutions are built. In this article, we’ll delve into the world of baseline models, demystify their purpose, and explore why they are essential in ML development pipelines. What Is a Baseline Model? Let’s start with a clear definition, a baseline model is a simple model that provides reasonable results on a task and does not require much expertise and time to build. Let’s dissect this definition: Simplicity: Baseline models are intentionally straightforward. Starting
