In the project, we leveraged SHIPS data and precipitation data to predict Rapid Intensification (RI) in 24 hours. A deep neural network was trained using SHIPS attributes to predict RI and a convolutional neural network was trained on precipitation data for RI prediction. The two models were combined as an ensembled model for RI prediction.