ritchieng/the-incredible-pytorch

The Incredible PyTorch: a curated list of tutorials, papers, projects, communities and more relating to PyTorch.

the-incredible-pytorch's Issues

Feature request - addition timestamp

Hi, this is a wonderful repository!
Is there an option to put a date near each addition, or somehow make it so I can tell which ones were added most recently? I know I can look at the chance log but that's rather cumbersome.

slight error

you wrote "attention is you need" instead of "attention is all you need"

implementation of DNI

hi @ritchieng,
I just implement Decoupled Neural Interfaces using Synthetic Gradients in pytorch, here
May add it 👍

Unsupervised Learning of Depth and Ego-Motion from Video was not originally implemented in pytorch

Hello, thanks a lot for your nice repo !

You introduced the paper "Unsupervised Learning of Depth and Ego-Motion from Video" and the implementation I've done (https://github.com/ClementPinard/SfmLearner-Pytorch) as "Papers Originally Implemented with PyTorch" , but the original implementation is in Tensorflow, made by tinghuiz : https://github.com/tinghuiz/SfMLearner

Books

Continual learning in pytorch

We created Renate, a library for continual learning algorithms: https://github.com/awslabs/renate
I didn't open a PR since there is not specific category for that.

Python

adding torchsample

Hi @ritchieng , Was hoping you can add my new package - torchsample - to this list. It includes a lot of transforms and data samplers which significantly extend the current functionality in torch/torchvision.

https://github.com/ncullen93/torchsample

Thanks!

Include yunjey pytorch tutorial

I think the incredible pytorch would benefit from referencing this well written tutorial on pytorch
https://github.com/yunjey/pytorch-tutorial

Image Captioning paper

Hello,
Thanks for the amazing collection.
But I would like to point out one thing - in the image captioning topic there are three mentioned papers which are correct if we see the captioning field but since this collection is about pytorch I was confuse why the 'DenceCap' paper is there because the paper is on lua, lua with torch.

Broken links

The links under Official PyTorch Tutorials are broken. I guess the should link to the official pytorch tutorial repo and not this one.

Sequence Labeling models (LSTM-CRF with character LSTM/CNN features)

Hi,

I have implemented a PyTorch based Sequence Labeling framework. PyTorchSeqLabel

It is a LSTM-CRF structure with a choice of character LSTM/CNN features input.

This repository reimplements structures in following two papers:

1. Neural Architectures for Named Entity Recognition, NAACL2016
2. End-to-end Sequence Labeling via Bi-directional LSTM-CNNs-CRF, ACL2016

Split Into Categories

I'll be splitting the page into sub-categories like meta-learning, deep reinforcement learning, GANs, etc.

Feel free to provide your suggestions. I'm doing this because this is getting massive and hard to find things quickly without knowing what you're looking for.

Tabular Data Category : pytorch-tabnet

To my surprise there is no tabular data category in the list, while it’s probably the most common type of data you encounter in Machine Learning.

I would suggest adding pytorch-tabnet to the newly created « Tabular Data » category. Pytorch-tabnet allows easy training of TabNet model (attention based model for tabular data) for binary/multi-class classification, regression and multi-target regression.

Hope you’ll like the repo and share the love!

https://github.com/dreamquark-ai/tabnet

Thanks!

Explain each category?

This list looks amazing! One thing that I think would be cool for newbies is to explain the category in a paragraph or two.

For example, what is 'Architecture Search' and what is it useful for.

Another implementation of Hierarchical Attention Network for Document classification.

Hi,
I did another implementation of Hierarchical Attention Network for Document classification (HAN-Pytorch). Not sure how to add it as there is already one, i'll let you choose how to do it.

Cheers,
Charles.

#16 mispelling

You have:

16. Synthetesizing Views

It rather should be:

16. Synthesizing Views

new content : Fast Scattering Transform with CuPy/PyTorch

https://github.com/edouardoyallon/pyscatwave
May add it to the list

Include deformable convolution module

https://github.com/1zb/deformable-convolution-pytorch
Deformable convolution module (ConvOffset2d)

Inlcude Semantic Segmentation Architecture implementation suite

Hi it would be great if you could include this suite of semantic segmentation architectures:

https://github.com/meetshah1995/pytorch-semseg

Consider adding MedicalZoo Pytorch

Hello, would you please consider adding MedicalZoo Pytorch in the medical section?
It is a deep learning framework for multi-modal 2D/3D medical image segmentation.

Link: https://github.com/black0017/MedicalZooPytorch

Great work by the way!

N.A.

Include torchgan

This is a framework, based on TFGAN, which allows us to model complex GANs easily. Here is the link. To have a look at the models go to the model-zoo.

Privacy preserving machine learning category

Let's add a category with papers, tutorials and notebooks on privacy preserving ML leveraging pytorch