Deep learning, an innovative branch of machine learning, stands as a revolutionary force in data analysis and technological advancement. Its roots can be traced back to the 1950s, marking the dawn of artificial intelligence. This field has evolved remarkably, shifting from the early “cybernetics” focus on logic and programming to the “connectionism” phase that embraced learning from data. Today, deep learning epitomizes this evolution, representing a synthesis of computational power and human-like learning capabilities.