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Adam Noack's Projects

3h icon 3h

Code from C / C++ seminar project.

cuda_neural_net icon cuda_neural_net

An implementation of a neural network using cuda kernels in C++ and a non-vectorized baseline neural network using only standard libraries.

fairseq icon fairseq

Facebook AI Research Sequence-to-Sequence Toolkit written in Python.

interp_regularization icon interp_regularization

A novel neural network gradient regularization scheme for adversarial robustness and interpretability.

intro_ai icon intro_ai

Homework files and slides from Intro to AI.

nn_and_svm_from_scratch icon nn_and_svm_from_scratch

Comparing results obtained on classification task between sklearn's MLPClassifier and SVC models and two-layer DNN and a SVM I wrote from scratch.

parametric-t-sne icon parametric-t-sne

Running parametric t-SNE by Laurens Van Der Maaten with Octave and oct2py.

pokec_predict_age icon pokec_predict_age

Use natural language data from a user (of the social media website Pokec) and aggregated data describing the user's friends to predict the user's age.

pytorch_resnet_cifar10 icon pytorch_resnet_cifar10

Proper implementation of ResNet-s for CIFAR10/100 in pytorch that matches description of the original paper.

robust_interpretations icon robust_interpretations

Work showing how enforcing interpretable gradients increases network robustness. Also included is work on robustness to adversarial attacks on salience maps from Ghorbani et al. (https://www.aaai.org/ojs/index.php/AAAI/article/view/4252).

summarization_robustness icon summarization_robustness

We demonstrate that near SOTA summarization models are fairly robust to different types of transformations and goal-directed perturbations.

textattack icon textattack

TextAttack 🐙 is a Python framework for adversarial attacks, data augmentation, and model training in NLP

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