Data Science is a broad field focused on extracting insights from data, while Machine Learning is a subset of AI that develops systems to make predictions or decisions based on data. Data Science covers activities like data cleaning and analysis, while Machine Learning specifically builds models that improve over time. Learning both fields is essential for anyone entering data-driven decision-making and predictive analytics.