The Aim of the project is to detect pneumonia in a given X-ray. We have demonstrated a model, which classifies into two cases(Binary Classification) - Pneumonia or Normal from the collection of X-ray images. The model we choose was by means of Transfer learning approach. We have trained our model with 6 different Pre-trained models and tuned the models to get the best accuracies.