The invention relates to a dialogue robot based on depth learning, and relates to the technical field of robots. The dialogue robot comprises a hollow base, the hollow base is provided with a straightgroove, the hollow base is provided with a storage battery, a supporting bearing, an electric push rod and a driving motor, the supporting bearing is provided with a U-shaped plate, the U-shaped plate is provided with a first gear ring, the electric push rod is provided with an L-shaped gear plate, the L-shaped gear plate is connected with the first gear ring, the driving motor is provided with athird gear ring, the third gear ring is provided with a second gear ring, the second gear ring and the U-shaped plate are provided with a rotating shaft, the rotating shaft is provided with rollers,the hollow base is provided with a sleeve, the sleeve is provided with a movable sliding cylinder, the sleeve is provided with an adjusting structure, the movable sliding cylinder is provided with a head, the head is provided with a switch, a display screen, a camera and a microphone, the head is provided with an installation cavity, the installation cavity is provided with an air inlet hole and an air outlet hole, the installation cavity is provided with a fan, and the bottom of the installation cavity is fixedly connected with a storage module, a loudspeaker, a teaching module, an installation cavity, a wireless module, a learning module and an intelligent control module. The dialogue robot is more convenient to move during use, and the use enthusiasm of children is improved.