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GAN update
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README.md

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@@ -465,16 +465,22 @@ Feature Visualization: [Blog](https://distill.pub/2017/feature-visualization/),
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[pycls](https://github.com/facebookresearch/pycls) - Pytorch image classification networks: ResNet, ResNeXt, EfficientNet, and RegNet (by Facebook).
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##### Applications and Snippets
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[CycleGAN and Pix2pix](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) - Various image-to-image tasks.
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[SPADE](https://github.com/nvlabs/spade) - Semantic Image Synthesis.
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[Entity Embeddings of Categorical Variables](https://arxiv.org/abs/1604.06737), [code](https://github.com/entron/entity-embedding-rossmann), [kaggle](https://www.kaggle.com/aquatic/entity-embedding-neural-net/code)
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[Image Super-Resolution](https://github.com/idealo/image-super-resolution) - Super-scaling using a Residual Dense Network.
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Cell Segmentation - [Talk](https://www.youtube.com/watch?v=dVFZpodqJiI), Blog Posts: [1](https://www.thomasjpfan.com/2018/07/nuclei-image-segmentation-tutorial/), [2](https://www.thomasjpfan.com/2017/08/hassle-free-unets/)
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[deeplearning-models](https://github.com/rasbt/deeplearning-models) - Deep learning models.
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##### Variational Autoencoders (VAE)
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##### Variational Autoencoders (VAEs)
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[disentanglement_lib](https://github.com/google-research/disentanglement_lib) - BetaVAE, FactorVAE, BetaTCVAE, DIP-VAE.
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##### Generative Adversarial Networks (GANs)
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[Awesome GAN Applications](https://github.com/nashory/gans-awesome-applications)
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[The GAN Zoo](https://github.com/hindupuravinash/the-gan-zoo) - List of Generative Adversarial Networks.
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[CycleGAN and Pix2pix](https://github.com/junyanz/pytorch-CycleGAN-and-pix2pix) - Various image-to-image tasks.
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[Tensorflow GAN implementations](https://github.com/hwalsuklee/tensorflow-generative-model-collections).
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[Pytorch GAN implementations](https://github.com/eriklindernoren/PyTorch-GAN#adversarial-autoencoder).
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##### Graph-Based Neural Networks
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[How to do Deep Learning on Graphs with Graph Convolutional Networks](https://towardsdatascience.com/how-to-do-deep-learning-on-graphs-with-graph-convolutional-networks-7d2250723780)
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[Introduction To Graph Convolutional Networks](http://tkipf.github.io/graph-convolutional-networks/)
@@ -855,7 +861,6 @@ Gilbert Strang - [Matrix Methods in Data Analysis, Signal Processing, and Machin
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[Machine Learning Videos](https://github.com/dustinvtran/ml-videos)
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[Data Science Notebooks](https://github.com/donnemartin/data-science-ipython-notebooks)
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[Recommender Systems (Microsoft)](https://github.com/Microsoft/Recommenders)
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[The GAN Zoo](https://github.com/hindupuravinash/the-gan-zoo) - List of Generative Adversarial Networks
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[Datascience Cheatsheets](https://github.com/FavioVazquez/ds-cheatsheets)
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##### Guidelines

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