Autonomous learning, a captivating facet of artificial intelligence (AI), empowers machines to acquire knowledge and refine their abilities without explicit programming. This paradigm shift redefines traditional AI development by enabling systems to learn from vast information reservoirs, identifying patterns, generating inferences, and evolving th