Juan C. Perdomo
Universal Noise Models in Machine Learning
Computer Science and Mathematics Undergraduate Thesis Harvard College November 2017
The ipython notebook Binary Oracle contains the code used to run the experiments with binary classifiers presented in Section 5.1. The results of these experiments are contained in the folder binary_oracle
The code for the deep learning experiments is found in experiments_dl.py. The results of these experiments are contained in the deep_learning experiments folder.
Some of the code used in these experiments was taken with permission from Nicholas Carlini. In particular, the files l2_attack.py, setup_mnist.py, and train_models.py were modified from the repository https://github.com/carlini/nn_robust_attacks
Used under the BSD 2-Clause