Machine learning (ML) represents a transformative approach in the science world, fundamentally altering how scientific research is conducted, data is analyzed, and discoveries are made. At its core, machine learning involves the use of algorithms and statistical models that enable computers to perform tasks without explicit instructions, relying on patterns and inference instead. This paradigm