In today's tech-driven world, the terms "Data Science" and "Machine Learning" are frequently used interchangeably, leading to confusion for many. However, they represent distinct domains with unique focuses and methodologies. Understanding their differences is crucial for anyone venturing into the realm of data-driven decision-making and artificial intelligence.