The path to AI proficiency varies depending on the individual’s prior knowledge, learning pace, and the complexity of AI concepts being studied. Generally, a dedicated learner can grasp basic AI and machine learning concepts within a few months of intensive study. However, reaching a professional mastery level in AI requires years of learning and practical experience, particularly in specialized fields such as deep learning and natural language processing.