PyTorch NLP Templates NLP Tools

Project templates, boilerplates, and starter code for building NLP applications with PyTorch. Includes learning resources and tutorials focused on PyTorch implementations. Does NOT include finished applications, domain-specific tools, or repositories focused on specific NLP tasks (those belong in task-specific categories).

There are 75 pytorch nlp templates tools tracked. 5 score above 50 (established tier). The highest-rated is Ricardokevins/Kevinpro-NLP-demo at 52/100 with 295 stars.

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#	Tool	Score	Tier	Stars	Language
1	Ricardokevins/Kevinpro-NLP-demo All NLP you Need Here. 目前包含15个NLP demo的pytorch实现（大量代码借鉴于其他开源项目，原先是自己玩的，后来干脆也开源出来）	52	Established	295	Python
2	spro/practical-pytorch Go to https://github.com/pytorch/tutorials - this repo is deprecated and no...	51	Established	4,543	Jupyter Notebook
3	allenai/allennlp-models Officially supported AllenNLP models	51	Established	560	Python
4	graykode/nlp-tutorial Natural Language Processing Tutorial for Deep Learning Researchers	51	Established	14,870	Jupyter Notebook
5	apachecn/nlp-pytorch-zh 《Natural Language Processing with PyTorch》中文翻译	51	Established	720	JavaScript
6	huggingface/naacl_transfer_learning_tutorial Repository of code for the tutorial on Transfer Learning in NLP held at...	48	Emerging	722	Python
7	dbklim/RNNoise_Wrapper A simple Python wrapper for audio noise reduction RNNoise. Simplifies work...	47	Emerging	184	Python
8	shibing624/nlp-tutorial 自然语言处理（NLP）教程，包括：词向量，词法分析，预训练语言模型，文本分类，文本语义匹配，信息抽取，翻译，对话。	46	Emerging	485	Jupyter Notebook
9	neuralmagic/sparseml Libraries for applying sparsification recipes to neural networks with a few...	45	Emerging	2,142	Python
10	allenai/allennlp-semparse A framework for building semantic parsers (including neural module networks)...	45	Emerging	108	Python
11	jbarrow/allennlp_tutorial Tutorial on how to use AllenNLP for sequence modeling (including...	44	Emerging	86	Python
12	NLP-kr/tensorflow-ml-nlp 텐서플로우와 머신러닝으로 시작하는 자연어처리(로지스틱회귀부터 트랜스포머 챗봇까지)	42	Emerging	201	Jupyter Notebook
13	Neuraxio/New-Empty-Python-Project-Base The Perfect Python Project Template. Bored of coding anew the same thing for...	42	Emerging	79	Python
14	dangitstam/topic-rnn Implementation (in progress) of Dieng et al.'s TopicRNN: a neural topic...	41	Emerging	52	Python
15	alvations/tsundoku PyTorch Tutorials for NLP with Deep Learning	41	Emerging	17	Jupyter Notebook
16	keitakurita/practical-torchtext A set of tutorials for torchtext	40	Emerging	185	Jupyter Notebook
17	keon/deep-nlp [In-Progress] Mini implementations of deep learning algorithms for natural...	40	Emerging	31	Jupyter Notebook
18	fuliucansheng/unitorch 🔥 SOTA DeepLearning NLP / CV / MM / CTR / RL Models Powered By PyTorch.	40	Emerging	8	Python
19	bizreach-inc/light-splade Provides a minimal PyTorch implementation of SPLADE	40	Emerging	15	Python
20	sourcecode369/deep-natural-language-processing Curated implementation notebooks and scripts of deep learning based natural...	38	Emerging	11	Jupyter Notebook
21	epwalsh/nlp-models NLP research experiments, built on PyTorch within the AllenNLP framework.	37	Emerging	91	Python
22	CaptainE/RNN-LSTM-in-numpy Building a RNN and LSTM from scratch with NumPy.	37	Emerging	42	Jupyter Notebook
23	konstantinjdobler/nlp-research-template An opinionated NLP research template	36	Emerging	10	Python
24	youngerous/pytorch-nlp-wandb-hydra-template BERT-based NLP template (+ WandB, Hydra)	36	Emerging	15	Python
25	tanmay17061/pytorch-potpourri an assortment of interesting deep learning and machine learning algorithms,...	35	Emerging	5	Jupyter Notebook
26	joosthub/pytorch-nlp-tutorial-nyc2017 Materials for O'Reilly DL 4 NLP tutorial (NYC, June 2017)	34	Emerging	37	Jupyter Notebook
27	chncwang/InsNet InsNet Runs Instance-dependent Neural Networks with Padding-free Dynamic Batching.	34	Emerging	67	C++
28	jiacheng-ye/code-for-nlp-beginner code for nlp beginner, including Sentiment Analysis, NER, NLI and Language Model.	34	Emerging	58	Python
29	shawroad/NLP_tensorflow_project Use tensorflow to achieve some NLP project, eg: classification chatbot ner...	34	Emerging	33	xBase
30	pat-coady/rnn Recurrent Neural Network Language Model	33	Emerging	8	Jupyter Notebook
31	omarsar/nlp_pytorch_tensorflow_notebooks Deep Learning for NLP Python Notebooks in PyTorch and TensorFlow	33	Emerging	25	Jupyter Notebook
32	tracebloc/model-zoo Model library for tracebloc's collaboration training workflow	33	Emerging	8	Python
33	youngerous/pytorch-lightning-nlp-template Lightning template for easy prototyping⚡️	32	Emerging	13	Python
34	omarsar/nlp_pycon Material for PyCon 2019 NLP Tutorial	32	Emerging	32	—
35	tushar2704/TAIPY-cookiecutter This template provides a solid foundation for your projects, incorporating...	32	Emerging	3	Python
36	youngerous/pytorch-nlp-template BERT-based nlp template (now deprecated, try...	31	Emerging	3	Python
37	ahmetgunduz/pytorch-nlp-project-template A Light and Modular PyTorch NLP Project Template	31	Emerging	59	Python
38	EdGENetworks/anuvada Interpretable Models for NLP using PyTorch	31	Emerging	105	Python
39	zuxinqi/nlp_tasks nlp基础任务	30	Emerging	23	Python
40	dair-ai/odsc_2020_nlp Repository for ODSC talk related to Deep Learning NLP	30	Emerging	22	—
41	vacancy/AdvancedIndexing-PyTorch (Batched) advanced indexing for PyTorch.	29	Experimental	53	Python
42	Justin-A/torch_nlp_basic Basic NLP with Deep Learning using PyTorch	29	Experimental	9	Jupyter Notebook
43	bomin0624/OneWayPrototypicalNetworks An implementation for One-Way Prototypical Networks	29	Experimental	1	Python
44	oyounis19/NLP-From-Scratch A collection of NLP projects implemented from scratch using PyTorch, ranging...	29	Experimental	11	Jupyter Notebook
45	tezansahu/NLP_Projects A collection of projects built using PyTorch & NLTK implementing Deep...	27	Experimental	7	Jupyter Notebook
46	roopalgarg/lstm-tensorflow Implementation of Long Short Term Memory networks in Tensorflow	27	Experimental	7	Jupyter Notebook
47	joe0123/ADL2021 Homework of Applied Deep Learning (ADL Lectured by Yun-Nung Chen at NTU)	26	Experimental	7	Python
48	eduardoleao052/LSTM-from-scratch Character-level LSTM from scratch, with clear backprop.	26	Experimental	5	Python
49	omarsar/appworks_meetup_2018 Contains all the material used for the "Applied Deep Learning for NLP Using...	26	Experimental	7	Jupyter Notebook
50	Hasnatrasool163/NeuralNetworkFromScratch NeuralNetworkFromScratch	24	Experimental	5	Python
51	ravikumarmn/Learning-NLP-with-PyTorch Learning Natural Language Processing Using Pytorch.	23	Experimental	4	Jupyter Notebook
52	wj-Mcat/allennlp-tutorials a detail tutorials of allennlp , which is based on my own view.	21	Experimental	10	Jupyter Notebook
53	AntoineSimoulin/pytree Implementation of tree-structured neural networks in PyTorch.	21	Experimental	14	Python
54	allenai/allennlp-gallery A gallery of projects built with AllenNLP	20	Experimental	5	HTML
55	dream-faster/modular-pipelines 🐾 A lightweight & extensible library to create complex multi-model and...	19	Experimental	4	Python
56	eubinean/the-clean-rnns A clean and structured implementation of the RNN family with wandb and...	19	Experimental	47	Python
57	dayyass/reverse_words_dnn Neural Network experiments with "Reverse Words in a String" task	18	Experimental	2	Jupyter Notebook
58	Typing-Monkeys/BRUN0-Net Big Recurrent Universal Network 0	18	Experimental	2	Jupyter Notebook
59	chengzegang/slurm-template A simple Pytorch template for deep learning.	17	Experimental	1	Python
60	agoor97/NLP_Projects This Repository provides NLP Projects/Tips and Tricks/Algorithms...	17	Experimental	1	Jupyter Notebook
61	izhx/allennlpadd Some additional classes for allennlp.	17	Experimental	1	Python
62	JHansiduYapa/GRU-Model-from-Scratch This repository provides a step-by-step implementation of a Gated Recurrent...	17	Experimental	1	Jupyter Notebook
63	alescrnjar/AminoX NLP Recurrent Neural Network for missing aminoacid determination	17	Experimental	1	Python
64	himkt/optuna-allennlp 🚀 A demonstration of hyperparameter optimization using Optuna for models...	14	Experimental	16	Jupyter Notebook
65	tsujuifu/pytorch_lstm-shuttle A PyTorch implementation of LSTM-Shuttle	13	Experimental	10	Jupyter Notebook
66	ES7/RNN-LSTM-GRU-from-Scratch In this repository, I have created the RNN, LSTM and GRU architectures,...	13	Experimental	—	Jupyter Notebook
67	nancyyanyu/NLP_theory_implementation My study notes and code implementations of Natural Language Processing (NLP)...	12	Experimental	6	Jupyter Notebook
68	shreydan/makemore-series Following Prof. Andrej Karpathy Makemore tutorial series on yt.	12	Experimental	7	Jupyter Notebook
69	wangcongcong123/AllenNLPonWins This is code of tutorial on "Run AllenNLP on Windows"	11	Experimental	4	Python
70	HLovisiEnnes/ReviewPytorch Week long review of Pytorch. Loosely based on Rao and McMahan (2019) and...	11	Experimental	—	Jupyter Notebook
71	nyuxz/ds1012_final_project Multi-level Embedding Representation for Reading Comprehension	11	Experimental	3	Jupyter Notebook
72	carimo198/writing-neural-networks-with-pytorch A demonstration of writing and implementing a biLSTM recurrent neural...	11	Experimental	4	Jupyter Notebook
73	pardeep-singh/NLP-with-PyTorch Reference notes and code from Natural Language Processing with PyTorch book	11	Experimental	3	Jupyter Notebook
74	rojagtap/rnn-lm Implementation of RNN-based language model from scratch using numpy. Trained...	10	Experimental	2	Jupyter Notebook
75	alpha5611331/deep-learning-practice A curated collection of Natural Language Processing (NLP) tutorials...	10	Experimental	1	Jupyter Notebook

Comparisons in this category

practical-pytorch and practical-torchtext (51 vs 40) nlp-pytorch-zh and nlp-tutorial (51 vs 46)