V1.0
Today, I developed the 1st version of my artificial intelligence software that recognizes districts in Istanbul. I created the entire dataset with my own means and the software/algorithm was written entirely by me. The software currently only recognizes 3 districts. These are Taksim/Beyoğlu, Istanbul; Mecidiyeköy/Şişli, İstanbul and Kağıthane, İstanbul. Training accuracy is 98.45%, Test accuracy is 100.00% and Validation accuracy is 100.00%. I have uploaded the Dataset and Software to Kaggle and GitHub. I will share the article about this at Artificial Intelligence Lab on LinkedIn. Finally, the 2nd version of the software will be released by me as soon as possible.
Best Regards,
Emirhan BULUT
AI Inventor - Head of AI
V2.0
I am happy to announce the 2nd version of the artificial intelligence software that recognizes the districts of Istanbul with all humanity! The first version artificial intelligence software only recognized 3 districts, in addition to these, 3 more districts were added and 6 districts became recognized in the 2nd version. Added districts, respectively; Halıcıoğlu, Okmeydanı and Ayvansaray. Test accuracy is 98.76%, Training accuracy is 100% and Validation Accuracy is 100%. We've made some headway in our goals of eliminating GPS. I will continue to develop artificial intelligence applications for smart cities, don't forget to follow me!
Thank you,
Emirhan BULUT
AI Inventor - Senior Artificial Intelligence Engineer
###The coding language used:
Python 3.9.8
###Libraries Used:
Tensorflow
NumPy
Matplotlib
Keras
PIL
OpenCV
Kaggle Link: https://www.kaggle.com/datasets/emirhanai/artificial-intelligence-recognit-istanbul-district
Name-Surname: Emirhan BULUT
Contact (Email) : emirhan@isap.solutions
LinkedIn : https://www.linkedin.com/in/artificialintelligencebulut/
Kaggle: https://www.kaggle.com/emirhanai
Official Website: https://www.emirhanbulut.com.tr