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Awesome-pytorch-list
A comprehensive list of pytorch related content on github,such as different models,implementations,helper libraries,tutorials etc.
https://github.com/bharathgs/Awesome-pytorch-list
Last synced: 6 days ago
JSON representation
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Tutorials, books, & examples
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Other libraries:
- transfer learning using pytorch
- DeepLearningForNLPInPytorch
- Generative Adversarial Networks (GANs) in 50 lines of code (PyTorch)
- adversarial-autoencoders-with-pytorch
- transfer learning using pytorch
- how-to-implement-a-yolo-object-detector-in-pytorch
- pytorch-for-recommenders-101
- PyTorch Tutorial
- Multiplicative LSTM for sequence-based Recommenders
- Intro to Deep Learning with PyTorch
- Deep Learning with PyTorch: Zero to GANs - focused tutorial series on introduction to Deep Learning with PyTorch ([video](https://www.youtube.com/watch?v=GIsg-ZUy0MY)).
- Serverless Machine Learning in Action with PyTorch and AWS
- Run your PyTorch Example Fedarated with Flower - 10 dataset is used together with a convolutional neural network (CNN).
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- Practical Pytorch
- pytorch-tutorial
- pytorch-exercises - exercises collection.
- pytorch tutorials
- pytorch examples
- pytorch practice
- pytorch mini tutorials
- pytorch text classification
- cats vs dogs - tuning in pytorch for the kaggle competition Dogs vs. Cats Redux: Kernels Edition. Currently #27 (0.05074) on the leaderboard.
- convnet
- pytorch-generative-adversarial-networks
- pytorch containers
- T-SNE in pytorch - SNE experiments in pytorch
- AAE_pytorch
- pytorch-poetry-gen - RNN based on pytorch.
- PyTorch-Tutorial
- pytorch-intro
- pytorch-classification - 10/100 and ImageNet.
- pytorch_notebooks - hardmaru
- pytorch_tutoria-quick
- Pytorch_fine_tuning_Tutorial
- pytorch_exercises - exercises
- traffic-sign-detection - cv-fall-2017 example
- mss_pytorch - Filtering Connections - PyTorch Implementation. Demo: js-mim.github.io/mss_pytorch
- DeepNLP-models-Pytorch - 224n(Stanford Univ: NLP with Deep Learning)
- pytorch.rl.learning
- minimal-seq2seq
- tensorly-notebooks
- pytorch_bits - series prediction related examples.
- skip-thoughts - Thought Vectors in PyTorch.
- Capsule-Network-Tutorial - to-follow Capsule Network tutorial.
- RL-Adventure - to-follow step-by-step Deep Q Learning tutorial with clean readable code.
- accelerated_dl_pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- Kind_PyTorch_Tutorial
- Mila introductory tutorials
- code-of-learn-deep-learning-with-pytorch
- RL-Adventure-2
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
- blog series
- transfer learning using pytorch
- transfer learning using pytorch
- transfer learning using pytorch
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Pytorch & related libraries
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NLP & Speech Processing:
- fairseq-py - to-Sequence Toolkit written in Python.
- flair - of-the-art Natural Language Processing (NLP)
- pytorch text
- pytorch-seq2seq - to-sequence (seq2seq) models implemented in PyTorch.
- anuvada
- audio
- speech
- OpenNMT-py - Source Neural Machine Translation in PyTorch http://opennmt.net
- neuralcoref - of-the-art coreference resolution based on neural nets and spaCy huggingface.co/coref
- sentiment-discovery
- MUSE
- nmtpytorch
- pytorch-wavenet
- Tacotron-pytorch - to-End Speech Synthesis.
- AllenNLP - source NLP research library, built on PyTorch.
- PyTorch-NLP
- quick-nlp
- TTS
- LASER - Agnostic SEntence Representations
- pyannote-audio
- gensen - task Learning.
- translate - a PyTorch Language Library.
- espnet - to-End Speech Processing Toolkit espnet.github.io/espnet
- UnsupervisedMT - Based & Neural Unsupervised Machine Translation.
- BERT-PyTorch
- InferSent
- uis-rnn - State Recurrent Neural Network (UIS-RNN) algorithm, corresponding to the paper Fully Supervised Speaker Diarization. arxiv.org/abs/1810.04719
- pytext
- BERT-NER - Named-Entity-Recognition-with-BERT.
- transfer-nlp
- texar-pytorch
- pytorch-kaldi - kaldi is a project for developing state-of-the-art DNN/RNN hybrid speech recognition systems. The DNN part is managed by pytorch, while feature extraction, label computation, and decoding are performed with the kaldi toolkit.
- NeMo
- pytorch-struct
- espresso - to-End Neural Speech Recognition Toolkit
- transformers - of-the-art Natural Language Processing for TensorFlow 2.0 and PyTorch. huggingface.co/transformers
- reformer-pytorch
- torch-metrics
- speechbrain - source and all-in-one speech toolkit based on PyTorch.
- Backprop - of-the-art ML models.
- loop
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Other libraries:
- tensorboard-pytorch
- pytorch-caffe-darknet-convert
- PyTorch-Encoding - Encoding
- skorch - learn compatible neural network library that wraps pytorch
- scVI-dev
- bindsnet
- pytorch_geometric
- netharn
- vegans
- pytorch-lightning
- pytorch-toolbelt
- flambe
- accelerate - GPU, TPU, mixed-precision
- pytorch_geometric
- pytorch-lightning
- functional zoo
- aorun
- PyTorch-docset
- convert_torch_to_pytorch
- pretrained-models.pytorch
- pytorch_fft
- caffe_to_torch_to_pytorch
- pytorch-extension
- spotlight
- pytorch-cns
- pyinn
- pytorch-fitmodule
- pytorch2caffe
- sru
- torch2coreml - > CoreML
- PyTorch-Encoding - Encoding
- candlegp
- dpwa - Wise Averaging.
- dni-pytorch
- ignite - level library to help with training neural networks in PyTorch.
- Arnold - DOOM Agent
- pytorch-mcn
- simple-faster-rcnn-pytorch - CNN with competitive performance.
- generative_zoo
- pytorchviz
- cogitare - A Modern, Fast, and Modular Deep Learning and Machine Learning framework in Python.
- pydlt
- semi-supervised-pytorch - based semi-supervised and generative models in PyTorch.
- pytorch_cluster
- neural-assembly-compiler - neural-compilation.
- caffemodel2pytorch
- extension-cpp
- jetson-reinforcement
- matchbox
- torch-two-sample - sample tests
- pytorch-summary
- apex
- ELF
- Torchlite
- joint-vae
- SLM-Lab
- torchplus
- lagom
- pytorch-maml-rl - Agnostic Meta-Learning in Pytorch.
- NALU
- QuCumber - Body Wavefunction Reconstruction
- magnet - dl.readthedocs.io/
- opencv_transforms
- fastai
- pytorch-dense-correspondence
- colorization-pytorch
- OpenChem
- torchani
- PyTorch-LBFGS - BFGS.
- gpytorch
- hessian
- vel - learning research.
- nonechucks
- torchstat
- QNNPACK - mobile-optimized implementation of quantized neural network operators.
- torchdiffeq - memory backpropagation.
- redner
- pixyz
- euclidesdb - model machine learning feature embedding database http://euclidesdb.readthedocs.io
- salad - Supervised Learning and Domain Adaptation.
- netharn
- dgl
- gandissect - based tools for visualizing and understanding the neurons of a GAN. gandissect.csail.mit.edu
- Xlearn
- AdverTorch
- AdaBound
- fenchel-young-losses - learn with Fenchel-Young losses
- pytorch-OpCounter
- Tor10 - Network library that is designed for quantum simulation, base on the pytorch.
- Catalyst - level utils for PyTorch DL & RL research. It was developed with a focus on reproducibility, fast experimentation and code/ideas reusing. Being able to research/develop something new, rather than write another regular train loop.
- Ax
- pywick - level batteries-included neural network training library for Pytorch
- torchgpipe
- hub - trained model repository designed to facilitate research reproducibility.
- tensorwatch
- wavetorch
- diffdist
- torchprof - by-layer profiling of Pytorch models.
- osqpth
- mctorch
- pytorch-hessian-eigenthings - vector product and stochastic power iteration.
- MinkowskiEngine - diff library for generalized sparse convolutions and high-dimensional sparse tensors.
- pytorch-cpp-rl
- pytorch-toolbelt
- argus-tensor-stream - time video stream decoding to CUDA memory tensorstream.argus-ai.com
- macarico
- rlpyt
- pywarm - season.github.io/pywarm
- learn2learn - learning Framework for Researchers http://learn2learn.net
- torchbeast
- higher
- Torchelie
- CrypTen - party computation as its encryption mechanism.
- cvxpylayers
- RepDistiller
- kaolin
- PySNN
- sparktorch
- pytorch-metric-learning
- autonomous-learning-library
- flambe
- pytorch-optimizer
- PyTorch-VAE
- ray
- Pytorch Geometric Temporal
- Poutyne - like framework for PyTorch that handles much of the boilerplating code needed to train neural networks.
- Pytorch-Toolbox
- Pytorch-contrib
- EfficientNet PyTorch - for-op PyTorch reimplementation of EfficientNet, along with pre-trained models and examples.
- PyTorch/XLA
- volksdep - source toolbox for deploying and accelerating PyTorch, Onnx and Tensorflow models with TensorRT.
- PyTorch-StudioGAN
- accelerate - GPU, TPU, mixed-precision
- Pytorch Geometric Signed Directed
- Koila
- Renate - world continual learning.
- pytorch-lightning
- pro_gan_pytorch
- lightning-transformers - performance research using SOTA Transformers leveraging Pytorch Lightning, Transformers, and Hydra.
- pytorch2keras
- pytorch_geometric
- torch-sampling - memory or out-of-memory data.
- torchbearer
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CV:
- img_classification_pk_pytorch - of-the-art models (such as DenseNet, ResNet, ...)
- albumentations
- MMDetection - mmlab.github.io/).
- albumentations
- pytorch vision
- pt-styletransfer
- OpenFacePytorch
- img_classification_pk_pytorch - of-the-art models (such as DenseNet, ResNet, ...)
- SparseConvNet
- face-alignment
- pytorch-semantic-segmentation
- RoIAlign.pytorch
- pytorch-cnn-finetune - tune pretrained Convolutional Neural Networks with PyTorch.
- detectorch - detectron for PyTorch
- Augmentor
- TorchCV - Based Framework for Deep Learning in Computer Vision.
- maskrcnn-benchmark
- image-classification-mobile - 1K.
- medicaltorch
- facenet-pytorch
- detectron2 - generation research platform for object detection and segmentation.
- vedaseg
- ClassyVision - to-end PyTorch framework for image and video classification.
- detecto
- pytorch3d
- MMDetection - mmlab.github.io/).
- neural-dream - like hallucinogenic visuals.
- FlashTorch
- Lucent
- MMDetection3D - generation platform for general 3D object detection, a part of the [OpenMMLab project](https://open-mmlab.github.io/).
- MMSegmentation - mmlab.github.io/).
- MMAction2 - mmlab.github.io/).
- MMPose - mmlab.github.io/).
- lightly - Lightly is a computer vision framework for self-supervised learning.
- RoMa
- MMEditing - mmlab.github.io/).
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Probabilistic/Generative Libraries:
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Paper implementations
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Other libraries:
- pytorch-yolo2 - yolo2
- grad-cam - CAM
- pytorch-trpo
- mask_rcnn_pytorch
- NALU-pytorch
- pytorch-flows
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Talks & conferences
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Other libraries:
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Pytorch elsewhere
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Other libraries:
- pytorch vs tensorflow
- Pytorch discussion forum
- pytorch notebook: docker-stack - stacks/tree/master/scipy-notebook)
- PyTorch in 5 Minutes
- Deep-Learning-Boot-Camp - day Deep Learning Bootcamp http://deep-ml.com.
- pytorch-cv
- Deep Learning With Pytorch TextBook - Learning-PyTorch-practical-approach/dp/1788624335/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1523853954&sr=8-1) [github code repo](https://github.com/svishnu88/DLwithPyTorch)
- Deep Learning With Pytorch
- Deep Learning With Pytorch TextBook - Learning-PyTorch-practical-approach/dp/1788624335/ref=tmm_pap_swatch_0?_encoding=UTF8&qid=1523853954&sr=8-1) [github code repo](https://github.com/svishnu88/DLwithPyTorch)
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Programming Languages
Categories
Sub Categories
Keywords
pytorch
121
deep-learning
77
machine-learning
48
python
32
computer-vision
13
neural-networks
12
neural-network
12
reinforcement-learning
11
nlp
11
natural-language-processing
8
pretrained-models
8
artificial-intelligence
7
tensorflow
7
object-detection
7
language-model
6
keras
6
seq2seq
6
speech-recognition
6
asr
5
data-science
5
deeplearning
5
bert
5
machine-translation
5
semantic-segmentation
5
image-classification
5
toolbox
4
transformer
4
classification
4
metrics
4
pytorch-tutorial
4
resnet
4
speaker-diarization
4
speaker-recognition
4
graph-neural-networks
4
imagenet
4
deep-reinforcement-learning
3
adversarial-machine-learning
3
image-segmentation
3
rnn
3
generative-adversarial-network
3
dqn
3
research
3
faster-rcnn
3
gan
3
ppo
3
sac
3
deep-neural-networks
3
inference
3
benchmark
3
graph-convolutional-networks
3