NLP Learning Roadmaps NLP Tools

Educational guides, tutorials, notes, and structured learning paths for NLP fundamentals and theory. Does NOT include tool implementations, application-specific projects, or domain-specific NLP solutions.

There are 89 nlp learning roadmaps tools tracked. 1 score above 50 (established tier). The highest-rated is wx-chevalier/NLP-Notes at 51/100 with 18 stars.

Get all 89 projects as JSON

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#	Tool	Score	Tier	Stars	Language
1	wx-chevalier/NLP-Notes 人工智能与深度学习实战 - 自然语言处理篇	51	Established	18	Jupyter Notebook
2	wx-chevalier/DeepLearning-Notes 人工智能与深度学习实战 - 深度学习篇	49	Emerging	15	Jupyter Notebook
3	TingFree/NLPer-Arsenal 收录NLP竞赛策略实现、各任务baseline、相关竞赛经验贴（当前赛事、往期赛事、训练赛）、NLP会议时间、常用自媒体、GPU推荐等，持续更新中	47	Emerging	2,236	Python
4	hscspring/All4NLP All For NLP, especially Chinese.	46	Emerging	174	Jupyter Notebook
5	duoergun0729/nlp 兜哥出品 <一本开源的NLP入门书籍>	43	Emerging	2,483	Python
6	km1994/NLP-Interview-Notes 该仓库主要记录 NLP 算法工程师相关的面试题	43	Emerging	2,581	—
7	j2kao/fcc_nn_research (somewhat) cleaned-up notebooks used in researching public comments for FCC...	42	Emerging	195	Jupyter Notebook
8	SpringMagnolia/NLPnote Gitbook Address: https://app.gitbook.com/@nlpgroup/s/nlpnote/	41	Emerging	158	—
9	bainingchao/NLP-ML 《自然语言处理理论与实战》一书源码下载	40	Emerging	124	JavaScript
10	secsilm/slp3-zh 《自然语言处理综论》第三版翻译。	39	Emerging	130	—
11	Ailln/nlp-roadmap 🗺️ 一个自然语言处理的学习路线图	39	Emerging	113	—
12	iglu-contest/iglu gym environment for NeurIPS 21' IGLU competition (Should NOT be used for IGLU 2022!)	37	Emerging	5	Python
13	siat-nlp/NLP-docs Docs of NLP/deep Learning/machine learning, etc. https://siat-nlp.github.io/docs	37	Emerging	11	HTML
14	madhugopinathan/deep-nlu Natural Language Processing using Deep Learning	36	Emerging	11	Jupyter Notebook
15	km1994/recommendation_advertisement_search 整理自然语言处理、推荐系统、搜索引擎等AI领域的入门笔记，论文学习笔记和面试资料（关于NLP那些你不知道的事、关于推荐系统那些你不知道的事、NLP百面百搭...	36	Emerging	167	—
16	pemagrg1/Natural-Language-Processing-NLP-Roadmap A simple RoadMap to Natural Language Processing(NLP)	35	Emerging	212	—
17	usyiyi/nlp-py-2e-zh :book: [译] Python 自然语言处理中文第二版	35	Emerging	63	HTML
18	Eajack/NLP-ML_CS-Cpp_Review NLP/ML面试各类资料链接汇总（主要Github收集）	35	Emerging	11	—
19	plandes/deepnlp Deep learning utility library for natural language processing (NLP-OSS paper)	34	Emerging	11	HTML
20	BUAADreamer/slpkiller 语音和自然语言处理学习/Learning Speech and Language Processing	34	Emerging	7	Python
21	duke-mlss/Duke-NLP-WS-2020 Duke Natural Language Processing Winter School 2020	34	Emerging	20	Jupyter Notebook
22	jackaduma/awesome_NLP-Interview-Notes nlp_interview notes and answers: 该仓库主要记录 NLP 算法工程师相关的面试题和参考答案	33	Emerging	23	—
23	rainmaker712/nlp_ryan Study for Natural Language Processing & Deep Learning Framework	33	Emerging	34	Jupyter Notebook
24	liuyaox/roadmap_nlp Roadmap for NLP 涵盖NLP的理论知识、应用场景和工程实践等	33	Emerging	44	—
25	changwookjun/learningspoons nlp lecture-notes and source code	33	Emerging	33	Jupyter Notebook
26	wkl2000/CS382-NLP-SLU SJTU CS382-1 NLP 课程大作业三：口语语义理解任务	32	Emerging	5	Python
27	huihoo/ml-nlp-services 机器学习、深度学习、自然语言处理	32	Emerging	26	—
28	amitvikramraj/NLP-with-Tensorflow My Notes from the book Natural Language Processing with TensorFlow, 2nd-ed....	31	Emerging	3	Jupyter Notebook
29	omarsar/nlp_with_tensorflow NLP tutorials I have written using TensorFlow	31	Emerging	12	Jupyter Notebook
30	slp3-chinese/slp3-chinese Speech and Language Processing 中文翻译	31	Emerging	21	—
31	UBC-NLP/dl-nlp-rg Deep Learning for Natural Language Processing Reading Group \| University of...	30	Emerging	40	Jupyter Notebook
32	catqaq/NLP-Notes 详细双语注释版word2vec源码，well-annotated word2vec	30	Emerging	10	Jupyter Notebook
33	konar72/project-itagnolo Itañol/Itagnolo 🇮🇹🇪🇸 Rates the mutual intelligibility of the top 5,000...	30	Emerging	1	Jupyter Notebook
34	lmarti/learning-dl-nlp-notes An opinionated meta-tutorial on machine learning, deep learning and natural...	30	Emerging	6	—
35	CVanchieri/CS_Notes A collection of important templates and notes that I find useful. SQL -...	30	Emerging	2	Python
36	laddie132/NLP-Interview NLP相关算法岗-面试知识点总结	29	Experimental	115	—
37	ranchlai/lectures B站视频课程配套资料	29	Experimental	40	Jupyter Notebook
38	jeewoo1025/aiEducation 2021 ~ present. NLP 관련 공부 기록	29	Experimental	20	Jupyter Notebook
39	ray-project/anyscale-workshop-nyc-2023 Scalable NLP model fine-tuning and batch inference with Ray and Anyscale	29	Experimental	7	Jupyter Notebook
40	seujung/gluonnlp_tutorial GluonNLP tutorial for Pycon2019	29	Experimental	14	Jupyter Notebook
41	Valuebai/learn-NLP-luhuibo 记录学习NLP之路，一起加油	29	Experimental	18	Jupyter Notebook
42	nlp-kkmas/nlp_study 2019 AI Robotics Korea 1st NLP Study session [DONE]	28	Experimental	10	Jupyter Notebook
43	nur-ag/neural-networks-for-nlp-course A Keras-based course to go from 0 to 1 using Neural Networks for NLP,...	28	Experimental	8	Jupyter Notebook
44	ECNU-ICA/seminar ECNU ICA seminar materials	27	Experimental	14	—
45	AI-team-UoA/Courses Prof. Manolis Koubarakis courses material - Dept. of Informatics of the...	27	Experimental	3	Jupyter Notebook
46	yuanjie-ai/DNN Learning ...	27	Experimental	7	Jupyter Notebook
47	xiaoshuwen1995/NLP-Notes 关于NLP的资料、笔记。金融NLP相关语料库及实践项目。	27	Experimental	10	—
48	PengboLiu/Resources-about-NLP 自己收集的一些互联网上的文章和博客，主要关于NLP/DL/ML/Python/比赛/找工作等，如有侵权请告知删除。	26	Experimental	20	—
49	AUSTIN2526/learn-NLP-in-30-days-book-version 本書內容改編自第15屆iThome鐵人賽AI &...	24	Experimental	13	Jupyter Notebook
50	CanCLID/sentences 粵語對話語料	24	Experimental	29	Jupyter Notebook
51	HiIAmTzeKean/SC4002-NLP NTU SC4002 NLP Group Project	24	Experimental	4	Jupyter Notebook
52	woodongk/keracorn-nlp-study 📖 ⟪밑바닥부터 시작하는 딥러닝2⟫ 스터디 기록 저장소	24	Experimental	5	Jupyter Notebook
53	aigents/inlp Landing page for the Interpretable Natural Language Processing (INLP)...	23	Experimental	1	—
54	kyaiooiayk/NLP-Natural-Language-Processing-Notes Notes, tutorials, code snippets and templates focused on NLP (Natural...	23	Experimental	2	Jupyter Notebook
55	PragmaticsLab/NLP-seminar Talks one NLP research @ HSE	22	Experimental	6	—
56	jayin92/NYCU-intro-to-AI 110 下交大資工人工智慧概論	22	Experimental	2	Jupyter Notebook
57	undertheseanlp/slp3-vietnamese Speech and Language Processing 3rd edition Vietnamese Translation	22	Experimental	25	TeX
58	qiaofei32/machine-learning-roadmap 机器学习思维导图	22	Experimental	6	—
59	luxinyu1/NLP-notes A notes website for NLP learners.	21	Experimental	1	—
60	AUSTIN2526/Learning-AI-in-30-Days-by-Using-Math-for-Better-Understanding 2023年iThome鐵人賽「AI &...	21	Experimental	1	Jupyter Notebook
61	kjd-dktech/tensorflow-pytorch-spacy-nltk-transformers Apprentissage de quelques frameworks pour le NLP et la Vision par ordinateur...	21	Experimental	1	Jupyter Notebook
62	knowledge-nlp/aaai2023 Knowledge Augmented NLP workshop at AAAI 2023	20	Experimental	5	HTML
63	flyingflying/IntroNLP 个人的 NLP 算法实验库和笔记库	20	Experimental	6	Python
64	liu673/Principles-Practice-and-Application-of-Python-Artificial-Intelligence 《Python人工智能原理、实践及应用》	19	Experimental	4	Python
65	LCZ-ctrl/dLnlp 《深度学习进阶：自然语言处理》电子书及源代码	19	Experimental	—	Python
66	leoheung/research-trends-analysis This is the official repo for the paper "TrendFlow: A Machine Learning...	19	Experimental	4	Python
67	NALOMA/naloma.github.io NALOMA workshop site	19	Experimental	—	HTML
68	NagatoBigSeven/Nagato-no-NLP-Notes Nagato's natural language processing (NLP) Markdown notes. Simplified...	19	Experimental	—	—
69	giacomocamposampiero/seminar-contrastive-learning 📚 Contrastive Learning presentation- SiDNN at ETH Zürich	19	Experimental	3	—
70	odoriko-yoru/nlp100 「言語処理100本ノック 2025」の学習記録	18	Experimental	1	Jupyter Notebook
71	eeml2022-nlp/iglu-nlp Solving NLP task of NIPS 2022 IGLU challenge	18	Experimental	2	Jupyter Notebook
72	Didip-eu/didip_summer_school DiDip Summer School	18	Experimental	2	Jupyter Notebook
73	fengxi177/pnlp2023 实用自然语言处理：2023版分享笔记	17	Experimental	1	HTML
74	mbar0075/Deep-Learning-Approaches-to-Natural-Language-Processing Deliverables relating to the Deep Learning Approaches to Natural Language...	17	Experimental	1	Jupyter Notebook
75	RAravindDS/Books Hey, Guys! This repo contains all the books what I have studied with...	17	Experimental	1	Jupyter Notebook
76	Gugo-le/YouChoo 인공지능이 생각하고 있는 단어는 무엇일까요?	15	Experimental	1	Python
77	v1Rtu3-h05t/48_laws_of_power Analysis of the book 48 Laws of Power by Robert Greene	15	Experimental	—	Jupyter Notebook
78	arashdn/dtt DTT: A Deep Learning Framework to Transform Tabular Data for Joinability by...	13	Experimental	10	Python
79	jumpingchu/1st-NLP100Days 第一屆《 NLP 自然語言機器學習馬拉松》100天刻意練習，掌握 NLP 與機器學習關鍵技術	13	Experimental	9	Jupyter Notebook
80	pha123661/NTU-2022Fall-ADL Applied Deep Learning 深度學習之應用 by Vivian Chen 陳縕儂 at NTU CSIE	13	Experimental	9	Python
81	StarnekOvO/slp 📖 [译] 《自然语言处理综论(Speech and Language Processing)》第三版	12	Experimental	3	Makefile
82	kjdeveloper8/nlp-projects NLP Roadmap	12	Experimental	6	Jupyter Notebook
83	Praful932/MIDAS MIDAS@IIITD NLP Task	12	Experimental	7	Jupyter Notebook
84	juletx/deep-learning-nlp Deep Learning for Natural Language Processing slides, labs and assignments.	11	Experimental	4	Jupyter Notebook
85	jaaack-wang/dl-nlp-using-paddlenlp notes on paddlenlp, a SOTA deep learning based NLP toolkit	11	Experimental	3	Jupyter Notebook
86	MK316/MK316 Profile of MK316	11	Experimental	—	—
87	AI-for-Business/AIinAction_HOH_ABBA This repository serves as a practical guide for lecturers and students to...	11	Experimental	—	Jupyter Notebook
88	chkla/NLP-PolSci-Workshop Workshop 👥 @ University of Tuebingen on NLP fundamentals, HuggingFace and...	11	Experimental	4	—
89	m1stborn/ADL2022 :blue_book: Applied Deep Learning (2022 Spring) @ NTU	10	Experimental	2	Python

Comparisons in this category

nlp-roadmap and Natural-Language-Processing-NLP-Roadmap (39 vs 35) NLP-Notes and All4NLP (51 vs 46) NLP-Notes and DeepLearning-Notes (51 vs 49)