In my study, diffusion models were explored as a novel approach to molecular trajectory prediction. I vectorized the features of each atom and concatenated them to represent each molecule as a two-dimensional image with three color channels. The images were trained using a diffusion model. The generated molecules from this model were compared to each step in the test set to assess their accuracy .