NLP Course Projects NLP Tools

Student and academic course projects demonstrating NLP techniques across various tasks and domains. Does NOT include production-ready tools, framework libraries, or specialized domain applications (those belong in their specific categories).

There are 61 nlp course projects tools tracked. 3 score above 50 (established tier). The highest-rated is yongzhuo/nlp_xiaojiang at 56/100 with 1,539 stars and 24 monthly downloads.

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#	Tool	Score	Tier	Stars	Language
1	yongzhuo/nlp_xiaojiang 自然语言处理（nlp），小姜机器人（闲聊检索式chatbot），BERT句向量-相似度（Sentence...	56	Established	1,539	Python
2	GaoQ1/rasa_nlu_gq turn natural language into structured data(支持中文，自定义了N种模型，支持不同的场景和任务)	56	Established	303	Python
3	textgain/grasp Essential NLP & ML, short & fast pure Python code	50	Established	79	Python
4	boat-group/fancy-nlp NLP for human. A fast and easy-to-use natural language processing (NLP)...	49	Emerging	286	Python
5	changwookjun/nlp-paper NLP Paper	45	Emerging	594	—
6	NLP-kr/tensorflow-ml-nlp-tf2 텐서플로2와 머신러닝으로 시작하는 자연어처리 (로지스틱회귀부터 BERT와 GPT3까지) 실습자료	44	Emerging	273	Jupyter Notebook
7	jasoncao11/nlp-notebook NLP 领域常见任务的实现，包括新词发现、以及基于pytorch的词向量、中文文本分类、实体识别、摘要文本生成、句子相似度判断、三元组抽取、预训练模型等。	43	Emerging	537	Python
8	zhufz/nlp_research NLP research：基于tensorflow的nlp深度学习项目，支持文本分类/句子匹配/序列标注/文本生成四大任务	41	Emerging	198	Python
9	geyingli/unif 基于 Tensorflow，仿 Scikit-Learn 设计的深度学习自然语言处理框架。支持 40...	39	Emerging	117	Python
10	kolloldas/torchnlp Easy to use NLP library built on PyTorch and TorchText	38	Emerging	258	Python
11	GLambard/SMILES-X Autonomous characterization of molecular compounds from small datasets...	37	Emerging	45	Jupyter Notebook
12	baojunshan/nlp-fluency 评估自然语言的流畅度	36	Emerging	117	Python
13	Jiakui/awesome-bert bert nlp papers, applications and github resources, including the newst...	35	Emerging	1,846	—
14	shawroad/NLP_pytorch_project Embedding, NMT, Text_Classification, Text_Generation, NER etc.	35	Emerging	568	Python
15	LightTag/BibSample Eample of using dataset api in tensorflow	34	Emerging	39	Jupyter Notebook
16	hbahadirsahin/nlp-experiments-in-pytorch PyTorch repository for text categorization and NER experiments in Turkish...	33	Emerging	36	Python
17	nawnoes/reformer-language-model Reformer Language Model	33	Emerging	22	Jupyter Notebook
18	waterzxj/UNF UNF(Universal NLP Framework)	32	Emerging	71	Python
19	krishnanlab/txt2onto Code for classifying unstructured text to tissue ontology terms using...	32	Emerging	27	Python
20	deborahdore/RooseBERT Fine-Tuning BERT on Political Debates for Enhanced Embeddings in Political Analysis	26	Experimental	8	Jupyter Notebook
21	dmesquita/easy-deep-learning-with-AllenNLP 🔮Deep Learning for text made easy with AllenNLP	25	Experimental	32	Python
22	LIANGQINGYUAN/NLP-Notebook NLP学习笔记的Notebook，包含经典模型的理解与相关实践。	24	Experimental	58	Jupyter Notebook
23	tum-i4/Automated-Identification-of-Security-Relevant-Configuration-Settings-Using-NLP This repository is part of the paper "Automated Identification of...	23	Experimental	2	Jupyter Notebook
24	dominikmn/one-million-posts Assisting newspaper moderators with machine learning.	23	Experimental	2	Python
25	Bachfischer/german2vec Language Model and Text Classification for German Language using Deep Learning	23	Experimental	18	Jupyter Notebook
26	TheAnig/memorable-quotes The repository for memorable quotes project.	23	Experimental	6	Python
27	akuroiwa/chem-classification Deep learning in smiles win / loss evaluation.	22	Experimental	1	Python
28	zachdwight/clinical-notes-rnn Recurrent Neural Network implementation in C++ for clinical text...	22	Experimental	—	C++
29	corinnawegner/DLN_project_G03 Final project of the Deep Learning for Natural Language Processing (Spring...	22	Experimental	1	Jupyter Notebook
30	Sweetflowerjulia/NLP-tag-classification-with-GloVe-and-LSTM Natural Language Processing. From data preparation to building model and...	20	Experimental	11	Jupyter Notebook
31	Donnychan1606/bert_IMDb A repo for NLP model Bert.	20	Experimental	11	Jupyter Notebook
32	SunitRoy2703/Google-Summer-of-Code-2021-Tensorflow 📌Final submission for Google Summer of Code at @Tensorflow ❤️	20	Experimental	14	Jupyter Notebook
33	murali1996/nlp-notes A curated list of papers and experiments in the field of Natural Language...	19	Experimental	7	—
34	vishu-tyagi/JNJ-Capstone-Project Benchmarking Large Language Models for GxP Healthcare Compliance	18	Experimental	5	Jupyter Notebook
35	matbahasa/ProSub A cross-linguistic study of pronoun substitutes and address terms	17	Experimental	5	Python
36	ayaka14732/bert-related-paper-abstracts A curated list of abstracts of BERT-related papers \| BERT 相关论文摘要一览表	17	Experimental	4	Python
37	Nicer-since-2021/attiary-model 아띠어리 딥러닝 서버 레파지토리입니다.	16	Experimental	3	Python
38	ChemistryLLMs/AMORE Code and data of "Lost in Translation: Chemical LMs and the Misunderstanding...	15	Experimental	2	Jupyter Notebook
39	splevine/harnessing-nlp-cx-demo Slides, Notebook and Data for Presentation: DataHour: Harnessing ML and NLP...	15	Experimental	6	Jupyter Notebook
40	abdouaziz/soraberta A Pretrained language model in Wolof	15	Experimental	6	Jupyter Notebook
41	Aidenzich/HelloBERTopic BERTopic 中文使用範例	15	Experimental	22	Jupyter Notebook
42	ymcui/NLP-Review-Scorer Score your NLP paper review	15	Experimental	24	Jupyter Notebook
43	PinsaraPerera/Metadata_Enhancement_KeyBert This projects outlines to improve the metadata chunk to improve the RAG	14	Experimental	1	Jupyter Notebook
44	lkmeta/joyfill An NLP-powered project that fills in the blanks with positive, context-aware...	13	Experimental	6	Python
45	rameshjes/NLP- This repository contains details and key points of research papers related...	13	Experimental	11	Python
46	pskliff/vtb-data-fusion This repository provides code solution for Data Fusion Contest task 1	13	Experimental	8	Jupyter Notebook
47	fracapuano/Spectroid Final project for the "Deep Natural Language Processing" course @ PoliTo, 2022/2023	13	Experimental	7	Python
48	pavlosdais/Deep-Learning-NLP Deep learning for Natural Language Processing (FNNs, RNNs, BERT)	12	Experimental	3	Jupyter Notebook
49	Collinjia/NLP-CLRP-Contest Kaggle NLP competition : Rate the complexity of text using BERT	12	Experimental	3	Jupyter Notebook
50	token-tricksters/deep-learning-nlp 🗨 Repository to host our minBert implementation for the course 'Deep...	12	Experimental	4	Python
51	superlin30/NLP-with-Python 西南财经大学国际联合实验室《利用Python学习NLP》课件	12	Experimental	25	Jupyter Notebook
52	rxn4chemistry/rxn-models Open-source RXN models page	12	Experimental	3	—
53	ramachandra742/NLP-notebooks NLP notebooks	11	Experimental	2	Jupyter Notebook
54	aeeeeeep/2022WBDC-semi 🌟 Open-source code from the rank 72 finalists of 2022WBDC	11	Experimental	2	Python
55	khetansarvesh/NLP Implemented projects from noncontextual word embeddings like Word2Vec to...	11	Experimental	—	Jupyter Notebook
56	muhammed-oztel/CSE4095-NLP Term Project Artifacts of Group 1 - CSE4095 Natural Language Processing	11	Experimental	2	Jupyter Notebook
57	mohammadoumar/BERT-MINUS-FeaTxt BERT--MINUS--FeaTxt Project for IJCNN 2023	10	Experimental	1	Jupyter Notebook
58	abhiruchi1337/movie-tomt-nlp-544 Project associated with CSCI 544: Applied Natural Language Processing, Fall 2022.	10	Experimental	1	Jupyter Notebook
59	DelinteNicolas/TRAIL22-SDG Repository of the SDG Coding Challenge for the TRAIL workshop 2022.	10	Experimental	1	Jupyter Notebook
60	den1ksk/NLP-GPT-Project NLP-Project	10	Experimental	1	Jupyter Notebook
61	water-00/NKU-NLP-project 自然语言处理项目，基于cs224N default final project	10	Experimental	1	Python