Autonomous learning, a captivating facet of artificial intelligence (AI), empowers machines to acquire knowledge and refine their abilities without explicit programming. This paradigm shift transcends traditional AI development by enabling systems to learn from vast datasets, identifying patterns, extracting insights, and optimizing their behavior