path-mask-attribution

Master Thesis on Deep Learning interpretability with feature visualization and attribution methods

Required Python packages:

data/ and models/ folder added as attachments in release v1.0. Uncompress both .zip files in the project folder directly.

Name		Name	Last commit message	Last commit date
Latest commit History 3 Commits
CIFAR10 - CNN.ipynb		CIFAR10 - CNN.ipynb
CIFAR10 - ConvVAE.ipynb		CIFAR10 - ConvVAE.ipynb
CIFAR10 - Preprocessing.ipynb		CIFAR10 - Preprocessing.ipynb
FashionMNIST - CNN.ipynb		FashionMNIST - CNN.ipynb
FashionMNIST - ConvVAE.ipynb		FashionMNIST - ConvVAE.ipynb
FashionMNIST - Path-mask attribution.ipynb		FashionMNIST - Path-mask attribution.ipynb
FashionMNIST - Preprocessing.ipynb		FashionMNIST - Preprocessing.ipynb
FashionMNIST - Semantic morphing.ipynb		FashionMNIST - Semantic morphing.ipynb
LICENSE		LICENSE
MNIST - CNN.ipynb		MNIST - CNN.ipynb
MNIST - ConvVAE.ipynb		MNIST - ConvVAE.ipynb
MNIST - Gradient along path.ipynb		MNIST - Gradient along path.ipynb
MNIST - Path-mask attribution.ipynb		MNIST - Path-mask attribution.ipynb
MNIST - Preprocessing.ipynb		MNIST - Preprocessing.ipynb
MNIST - Semantic morphing.ipynb		MNIST - Semantic morphing.ipynb
NotMNIST - CNN.ipynb		NotMNIST - CNN.ipynb
NotMNIST - ConvVAE.ipynb		NotMNIST - ConvVAE.ipynb
NotMNIST - Path-mask attribution.ipynb		NotMNIST - Path-mask attribution.ipynb
NotMNIST - Semantic morphing.ipynb		NotMNIST - Semantic morphing.ipynb
README.md		README.md
cifar10_cnn.py		cifar10_cnn.py
fashionmnist_cnn.py		fashionmnist_cnn.py
mnist_cnn.py		mnist_cnn.py
notmnist_cnn.py		notmnist_cnn.py
path_mask_attribution.py		path_mask_attribution.py
semantic_morphing.py		semantic_morphing.py
utils.py		utils.py

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