Financial institutions are adopting machine learning (ML) to enhance operations and provide innovative financial services. ML algorithms can analyze vast amounts of financial data to uncover patterns, forecast market trends, and minimize risk. This paradigm shift is fueling a new era in finance, with uses ranging from personalized financial advice