Discuss the role of machine learning in improving AI capabilities.
Machine learning is fundamental to advancing artificial intelligence capabilities. It allows systems to learn from data, identifying patterns and making predictions without being explicitly programmed. Through techniques such as supervised and unsupervised learning, AI can adapt to new information, improving its performance over time. This self-improving characteristic enhances the effectiveness of applications ranging from image recognition to automated decision-making, showcasing the transformative power of machine learning in various fields.