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A collection of various deep learning architectures, models, and tips

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Hi, I am going through the notebook [wgan-1.ipynb](https://github.com/rasbt/deeplearning-models/blob/master/pytorch_ipynb/gan/wgan-1.ipynb) and upon running the script as is I encounter the following error: ``` Traceback (most recent call last): File "3_wgan.py", line 162,...

Hi. I have noticed the operation here ( features = (features - 0.5)*2) in Generative Adversarial Networks (GAN). I don't understand why we need to do this here. The mean...

deeplearning-models/pytorch_ipynb/cnn/cnn-resnet50-mnist-dataparallel.ipynb ``` Downloading http://yann.lecun.com/exdb/mnist/train-images-idx3-ubyte.gz to data/MNIST/raw/train-images-idx3-ubyte.gz 0it [00:00, ?it/s] --------------------------------------------------------------------------- HTTPError Traceback (most recent call last) in 5 # Note transforms.ToTensor() scales input images 6 # to 0-1 range ---->...

Hello, Sebastian, can you please also include, FCN with Vgg16 and Resnet backbones sometime in near future. Currently I could only find pytorch implementations with Vgg16 backbones but not Resnet....

enhancement

Hello, I am trying to understand gradient checkpointing and found your explanation in [gradient-checkpointing-nin.ipynb](https://github.com/rasbt/deeplearning-models/blob/18e046926551378cd691fd871dda0f21dcd272ab/pytorch_ipynb/mechanics/gradient-checkpointing-nin.ipynb) very helpful. I cloned the repo and tried rerunning the experiments. However, I was unable to...

Hello Sebastian, First of all, I would like to express my gratitude for your great work and knowledge sharing! I just ran the [cnn-vgg16.ipynb](https://github.com/rasbt/deeplearning-models/blob/master/pytorch_ipynb/cnn/cnn-vgg16.ipynb) on Google Colab **without any modification**...

Which category "Stable Diffusion" belongs to? As generative AI is getting pace, so that should have its valid name in the list, otherwise it is difficult to understand.