A handicap horse race is a race where horses are assigned different weights to carry, based on their past performances and perceived abilities. Stronger horses carry more weight, while less accomplished ones carry less. This system aims to equalize the chances of all horses, making the race more competitive and unpredictable. The skill in betting lies in predicting which horse can overcome its handicap.