Data Science and Machine Learning
I have completed the Erdős Institute Data Science program and obtained a certificate which can be found at this link.
My Data Science Projects
Detecting Images Generated by Neural Networks
Project Description (Awarded Top Project by Erdős Institute)
The recent advances in deep learning, neural networks, and the hardware to support it have provided fertile ground for creating fake images. This new technology, if left unchallenged, creates a risk in multiple areas, including journalism, law enforcement, and knowledge itself.
We tackle this problem by constructing two multi-classification models (single-channel and dual-channel) to discern between real images and those which are generated by AI, and to determine which generative algorithm was used. Our model is trained on a publicly available dataset of approximately 90000 images. This dataset contains real images as well as images generated by 13 different CNN-based generative algorithms.