Training adaptation refers to the physiological and structural changes that occur in the body in response to consistent exercise stimuli, enhancing performance and efficiency. These adaptations are influenced by variables such as intensity, duration, frequency, and type of exercise, and are crucial for achieving specific fitness goals.