Data science is a compelling field that utilizes the power of data to extract valuable insights. It's a collaborative discipline that integrates mathematics, computer science, and domain understanding. Data scientists utilize diverse methods to interpret data, identifying hidden trends. This information can then be applied to make informed decision

Machine learning systems have achieved remarkable triumphs in recent years, but their decision-making processes often remain a mystery. This lack of transparency, often referred to as the "black box" problem, poses challenges for trust, implementation, and analysis. Explainability in machine learning aims to shed light on these opaque mechanisms, p