itsekiri-tatashe/landmarks-of-9ja

Application that identifies natural & man-made landmarks in Nigeria # The Landmarks of 9ja Check it Out! ___ The aim of this project is to build an application that can classify eleven (11) popular natural & architectural landmarks that are in Nigeria. These landmarks include * Bowers Tower, Ibadan, Oyo State * * Gidan Rumfa, Kano, Kano State * * Gurara Falls, Gurara, Niger State * * Kajuru Castle, Kajuru, Kaduna State * * National Theatre, Surulere, Lagos State * * National Ecumenical Center, Abuja, Federal Capital Territory (FCT) * * National Mosque, Abuja, FCT * * Olumo Rock, Abeokuta, Ogun State * * Osun Osogbo Sacred Grove, Osogbo, Osun State * * Tafawa Balewa Square (TBS), Onikan, Lagos State * * Zuma Rock, Abuja, FCT * ___ The data was scraped using the Google Image Scraper tool to extract all the images from Google ___ * Extracted the data * Arranged and label the data * Performed various Data Preprocessing techniques such as converting images into tensors and feature normalization/scaling * Convolutional Neural Networks (CNN) using Data Augmentation and Transfer Learning / Pretrained Model to achieved best performance * **Tuned Inception V3** achieved best performance with **84% training accuracy** and **93.3% test accuracy** ___ ## Model Performamce Accuracy with Confusion Matrix was used to evaluate performance. * **Tuned Inception V3 with Data Augmentation** * Training Accuracy : 84% * Testing Accuracy : 93.3% * Confusion Matrix ___ ## Model Deployment The final model with the best score was deployed on a web application built with **Streamlit** ___