Breaking Deep Neural Networks with Adversarial Attacks

Analyzing different adversarial attacks, their effects on the representation space and potential defense mechanisms.

Using Deep Neural Networks for Clustering

A comprehensive introduction and discussion of important works on deep learning based clustering algorithms.

Softmax and Cross Entropy Loss

Understanding the intuition and maths behind softmax and the cross entropy loss — the ubiquitous combination in machine learning.