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xinyuefly86's Projects

advgan-tf icon advgan-tf

Tensorflow implementation of Generating Adversarial Examples with Adversarial Networks

advgan_pytorch icon advgan_pytorch

a Pytorch implementation of the paper "Generating Adversarial Examples with Adversarial Networks" (advGAN).

deepfool icon deepfool

A simple and accurate method to fool deep neural networks

federated icon federated

A framework for implementing federated learning

handwritten-digits-classification-using-knn-multiclass_perceptron-svm icon handwritten-digits-classification-using-knn-multiclass_perceptron-svm

🏆 A Comparative Study on Handwritten Digits Recognition using Classifiers like K-Nearest Neighbours (K-NN), Multiclass Perceptron/Artificial Neural Network (ANN) and Support Vector Machine (SVM) discussing the pros and cons of each algorithm and providing the comparison results in terms of accuracy and efficiecy of each algorithm.

mnist_challenge icon mnist_challenge

A challenge to explore adversarial robustness of neural networks on MNIST.

srflow icon srflow

Official SRFlow training code: Super-Resolution using Normalizing Flow in PyTorch

trajairnet icon trajairnet

A socially-aware trajectory prediction algorithm

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