itsekiri-tatashe/landmarks-of-lagos

Application that identifies man-made landmarks in Lagos State, Nigeria # The Landmarks of Lagos Check it Out! ___ The aim of this project is to build an application that can classify seven (7) popular architectural landmarks that can be found in Lagos state, Nigeria. These landmarks include * Aro Meta Statue * * Cathedral Church of Christ, Marina * * Civic Center & Towers Lagos * * Lekki-Ikoyi Link Bridge * * National theatre lagos * * Necom house lagos * * Tafawa Balewa Square (TBS) * ___ 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 **99% training accuracy** and **97.2% test accuracy** ___ ## Model Performamce Accuracy with Confusion Matrix was used to evaluate performance. * **Tuned Inception V3 with Data Augmentation** * Training Accuracy : 99% * Testing Accuracy : 97.2% * Confusion Matrix ___ ## Model Deployment The final model with the best score was deployed on a web application built with **Streamlit** ___