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Neural network verification framework

gen_adv_ex_fgsm_parallel.py - parallel implementation of FGSM algorithm

gen_adv_ex_fgsm_serial.py - serial implementation of FGSM algorithm

make_mnist_cnn_tf.py - contains model description and training algorithm used to generate model used in project

models - folder containing trained Tensorflow model files

parallel_fgsm.cu - kernels for implementing the parallel FGSM algorithm using CUDA

profiling - profiling data for each method

report.pdf - final report containing project description and results

gen_adv_ex_fgsm_serial_intellifeature.py - fgsm with intellifeatures added to increase diversity of generated adversarial examples

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  • Python 90.9%
  • Cuda 9.1%