Machine learning algorithms continuously learn from user interactions and behavior patterns to improve the performance of smart thermostats. By observing temperature adjustments, occupancy patterns, and schedule changes, the smart thermostats can autonomously adjust the HVAC system to meet comfort needs more effectively, providing a personalized and efficient heating and cooling experience.