The FMCW radar-based food intake monitoring-oriented dataset contains 70 meal sessions (4132 eating gestures and 893 drinking gestures) from 70 participants with a total duration of 1155 minutes. Four eating styles (fork & knife, chopsticks, spoon, hand) are included in this dataset.