This is a computer vision project with the objective of classifying hand drawn sketches. We have deployed multiple deep learning CNN architectures such as simple CNN, Resnet and Mobilenet and achieved 92.11% precision (MAP@3) on all the 350 classes. This result also helped us secure a rank of 268 among 1316 teams in the kaggle competition.