Predicate x, y position with time

Hello I have a series of points (let say (x1, y1) at 6:00, (x2, y2) at 6:30, (x3, y3) at 7:00 till (xn, yn) at t=n.. and in next day also there are series of points (let say (x1, y1) at 6:00, (x2, y2) at 6:30, (x3, y3) at 7:00 till (xn, yn) at t=n, and let I have data for 10 day. I need to design a program in deep learning that can predicate next days such as in day 15 or 23 based on data that I have trained