Deep Learning

Deep Illusion (Adversarial ML toolbox)

Created and published an adversarial ML toolbox 'deepillusion'

Sparsifying Front Ends

Combating adversarial perturbations by exploiting sparsity of natural data.

Reinforcement Learning For The Game Called "Batak"

Teaching a network to play Turkish card game “Batak” by using Reinforcement Learning methods. Asynchronous Advantage Actor Critic (A3C) algorithm is implemented for learning. Game environment for agents is written from scratch. LSTM based network model is used to capture temporal information.

Radio Frequency Machine Learning (RFML)

Extracting circuit-level fingerprints to distinguish between wireless devices sending exactly same message