LLM Learning Resources RAG Tools

Comprehensive guides, courses, handbooks, and educational materials for learning LLM fundamentals and advanced concepts. Does NOT include tool implementations, application-specific RAG systems, or evaluation benchmarks.

There are 138 llm learning resources tools tracked. 12 score above 50 (established tier). The highest-rated is WangRongsheng/awesome-LLM-resources at 66/100 with 7,703 stars. 6 of the top 10 are actively maintained.

Get all 138 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=rag&subcategory=llm-learning-resources&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	WangRongsheng/awesome-LLM-resources 🧑‍🚀 全世界最好的LLM资料总结（多模态生成、Agent、辅助编程、AI审稿、数据处理、模型训练、模型推理、o1...	66	Established	7,703	—
2	SylphAI-Inc/AdalFlow AdalFlow: The library to build & auto-optimize LLM applications.	64	Established	4,068	Python
3	LazyAGI/LazyLLM Easiest and laziest way for building multi-agent LLMs applications.	63	Established	3,747	Python
4	luhengshiwo/LLMForEverybody 每个人都能看懂的大模型知识分享，LLMs春/秋招大模型面试前必看，让你和面试官侃侃而谈	63	Established	5,847	Jupyter Notebook
5	katanaml/sparrow Structured data extraction and instruction calling with ML, LLM and Vision LLM	63	Established	5,129	Python
6	PacktPublishing/LLM-Engineers-Handbook The LLM's practical guide: From the fundamentals to deploying advanced LLM...	61	Established	4,823	Python
7	datawhalechina/happy-llm 📚 从零开始的大语言模型原理与实践教程	59	Established	27,292	Jupyter Notebook
8	Xnhyacinth/Awesome-LLM-Long-Context-Modeling 📰 Must-read papers and blogs on LLM based Long Context Modeling 🔥	58	Established	1,931	—
9	datawhalechina/handy-ollama 动手学Ollama，CPU玩转大模型部署，在线阅读地址：https://datawhalechina.github.io/handy-ollama/	57	Established	2,277	Jupyter Notebook
10	towardsai/ragbook-notebooks Repository for the "Building LLMs for Production" book by Towards AI.	53	Established	530	Jupyter Notebook
11	TIGER-AI-Lab/TheoremExplainAgent Official Repo for "TheoremExplainAgent: Towards Video-based Multimodal...	50	Established	1,470	Python
12	ningg/happy-llm-colab happy-llm 实践练习：colab 版本、pynb 格式，GPU 免费	50	Established	69	Python
13	jenkinsci/Enhancing-LLM-with-Jenkins-Knowledge 🚀 this project aims to develop an app using an existing open-source LLM with...	49	Emerging	15	Jupyter Notebook
14	datawhalechina/llm-universe 本项目是一个面向小白开发者的大模型应用开发教程，在线阅读地址：https://datawhalechina.github.io/llm-universe/	48	Emerging	12,159	Jupyter Notebook
15	mallahyari/twosetai All the code and materials	48	Emerging	111	Jupyter Notebook
16	datawhalechina/tiny-universe 《大模型白盒子构建指南》：一个全手搓的Tiny-Universe	48	Emerging	4,598	Jupyter Notebook
17	SocialAI-tianji/Tianji 制作懂人情世故的大语言模型 \| 涵盖提示词工程、RAG、Agent、LLM微调教程	47	Emerging	1,718	Python
18	amazon-science/synthesizrr Synthesizing realistic and diverse text-datasets from augmented LLMs	47	Emerging	16	Python
19	aws-samples/llm-apps-workshop Use LLMs for building real-world apps	46	Emerging	112	HTML
20	ShawhinT/AI-Builders-Bootcamp-1 Code repository for AI Builders Bootcamp #1	45	Emerging	72	HTML
21	onlybooks/llm LLM을 활용한 실전 AI 애플리케이션 개발	45	Emerging	196	Jupyter Notebook
22	msamsami/clonellm Python package to create an AI clone of yourself using LLMs.	45	Emerging	36	Python
23	ShawhinT/AI-Builders-Bootcamp-2 Code repository for AI Builders Bootcamp #2	45	Emerging	47	HTML
24	Intelligent-Internet/II-Commons This repository `II-Commons` contains tools for managing text and image...	43	Emerging	33	Python
25	ShawhinT/AI-Builders-Bootcamp-3 Code repository for AI Builders Bootcamp #3	40	Emerging	31	HTML
26	maj34/Legal_Specific_KoLLM [ Text Analytics ] 법률 도메인 특화 한국어 기반 LLM 개발	40	Emerging	15	Jupyter Notebook
27	nouralmulhem/Enhancing-LLM-with-Jenkins-Knowledge 🚀 this project aims to develop an app using an existing open-source LLM with...	38	Emerging	12	Jupyter Notebook
28	eliotjlee/holmes Holmes is an interactive, text-based crime investigation game powered by a...	37	Emerging	20	Python
29	recomoonmoon/LLM_book 非常详细的大模型LLM的学习教程与笔记	37	Emerging	178	Python
30	fan19-hub/LEMMA LEMMA: An effective and explainable way to detect multimodal misinformation...	37	Emerging	24	Jupyter Notebook
31	umitkacar/awesome-llm Large Language Models (LLMs): GPT, Claude, Llama, Gemini, fine-tuning, RAG,...	36	Emerging	2	Python
32	Wildertrek/AA-LLM-Course Advanced Applications of LLMs	35	Emerging	3	Jupyter Notebook
33	JoeJoe1313/LLMs-Journey Various LLM resources and experiments	35	Emerging	8	Jupyter Notebook
34	Pro-GenAI/AutoPureData Automated Filtering of Undesirable Web Data to Update LLM Knowledge	35	Emerging	8	Jupyter Notebook
35	Chainlit/literalai-cookbooks Cookbooks and tutorials on Literal AI	34	Emerging	55	Jupyter Notebook
36	omrylcn/nlp-craft llm_works	34	Emerging	5	Jupyter Notebook
37	shure-dev/Awesome-LLM-Papers-Comprehensive-Topics Awesome LLM Papers and repos on very comprehensive topics.	33	Emerging	226	—
38	tushar2704/ColabMixtral Welcome to the Mixtral 8x7B offloading demo repository! This project aims to...	32	Emerging	5	Python
39	AkiRusProd/llm-agent LLM using long-term memory through vector database	32	Emerging	52	Python
40	Eric-LLMs/LLMs-Lab Full-stack LLM Engineering Lab. Features: Autonomous Agents (ReAct/AutoGPT)...	32	Emerging	6	Jupyter Notebook
41	klikz-dev/LLM-VoIP-Caller This project is the backend engine for a fully autonomous AI-powered call...	32	Emerging	21	Python
42	xianshang33/llm-paper-daily Daily updated LLM papers. 每日更新 LLM 相关的论文，欢迎订阅 👏 喜欢的话动动你的小手 🌟 一个	32	Emerging	1,227	—
43	SaiUbc/Tranquilo LLM powered Mental Health Support	32	Emerging	2	Jupyter Notebook
44	svjack/Genshin-Impact-Fan-Video 一个《原神》AI驱动视频项目，利用LLM...	31	Emerging	19	Python
45	saucam/Awesome-LLM-Prod A curated collection of open-source Large Language Model (LLM) projects that...	31	Emerging	7	—
46	RomiconEZ/KONSPECTO-LLM LLM agent that provides tools for convenient work with personal documents...	30	Emerging	6	Python
47	Usuts/llm-stream Stream responses from OpenAI and Anthropic models with lightweight C++ tools...	30	Emerging	1	C++
48	RheagalFire/LLM-gym All things Essential For my Learning Curve in LLM	30	Emerging	5	Python
49	zjunlp/belief Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency	29	Experimental	6	Python
50	km1994/AwesomeMultiModel 【AIGC 实战入门笔记 —— AIGC 摩天大楼】分享...	29	Experimental	57	—
51	km1994/llms_paper 该仓库主要记录 LLMs 算法工程师相关的顶会论文研读笔记（多模态、PEFT、小样本QA问答、RAG、LMMs可解释性、Agents、CoT）	29	Experimental	373	—
52	wmeints/effective-llm-applications Learn how to build effective LLM-based applications with Semantic Kernel in C#	29	Experimental	16	Jupyter Notebook
53	chengyuZou/Open-LLM 一些大模型相关的开源网站	28	Experimental	82	—
54	sabit-shaiholla/ai-llm-tutorials Hands-on tutorials for learning Large Language Models and AI mechanisms	27	Experimental	1	Jupyter Notebook
55	argahsuknesib/toon-ld Token Oriented Object Notation (TOON) for Linked Data	26	Experimental	11	Rust
56	DongjunLee/langdict Build complex LLM Applications with Python Dictionary	26	Experimental	40	Python
57	edcalderin/llm-ml-experiments A curated collection of notebooks exploring Large Language Models and...	26	Experimental	1	Jupyter Notebook
58	huseyincenik/nlp_natural_language_processing NLP (Natural Language Processing)	24	Experimental	5	Jupyter Notebook
59	MehdiJmlkh/Large-Language-Models-Course-Assignments Large Language Models course, University of Tehran, Dr. MJ Dousti and Dr. Y...	24	Experimental	2	Jupyter Notebook
60	Pro-GenAI/LML-DAP Language Model Learning a Dataset for Data-Augmented Prediction	23	Experimental	11	Jupyter Notebook
61	mac999/BIM_LLM_code_agent BIM LLM Code Agent	23	Experimental	23	Python
62	WILLOSCAR/Awesome-HCI-LLM Awesome-HCI （Ubiquitous, LLM, MLLM, Agent, RAG, Embodied-AI, RLHF)	23	Experimental	14	Python
63	ZeroCoolZiemer/biblebridge-ai-examples AI examples for validating and grounding LLM-generated Bible references...	23	Experimental	1	Python
64	henryhamon/dc-toon Token-Oriented Object Notation (TOON) encoder/decoder for InterSystems IRIS...	23	Experimental	—	ObjectScript
65	ssum21/IM-F F학점에서 Future로🎓 AI 기반 고교학점제 맞춤 설계	23	Experimental	2	Python
66	AI-SIP/OnO_AI_AND_SERVER 오노(OnO) - 나만의 손쉬운 오답노트	23	Experimental	3	Python
67	lotaway/local-llm-provider This is a local LLM provider, include rag-mcp and agent features, can load...	22	Experimental	—	Python
68	petermchale/llm-powered-applications Orchestrating the interaction between users and Large Language Models	22	Experimental	2	Jupyter Notebook
69	moonrunnerkc/rlfusion-orchestrator Local-first cognitive engine with asymmetric dual-model inference, offline...	22	Experimental	1	Python
70	J-sephB-lt-n/llmducation Staying up to date with Large Language Models (no hype)	22	Experimental	1	—
71	agriev/Awesome-Enterprise-LLM-Tools Awesome Enterprise LLM Tools and Architectures	22	Experimental	3	HTML
72	Algieba-dean/algieba-llm-action 阿尔的代码屋博客的“大模型实战"系列博客源码	21	Experimental	—	Jupyter Notebook
73	Andrew-Tsegaye/Advanced-AI-Code-Generation-Agent AI Agent Code Generation	21	Experimental	9	Python
74	LuigiNeto01/projeto_llm 🧠 Experimentos práticos com Large Language Models (LLMs): RAG, agentes e...	21	Experimental	—	Jupyter Notebook
75	czechfabric/tone TONE – Token-Optimized Notation Engine for LLMs is a compact, human-readable...	21	Experimental	2	Python
76	sinanazem/llm-apps This repository showcases projects leveraging advanced language models.	21	Experimental	3	Jupyter Notebook
77	ayusudi/hangout-ai Hangout AI uses a Large Language Model (LLM) to create custom travel...	21	Experimental	9	JavaScript
78	srebroa/Awesome-LLM-VLM-Foundation-Models 🚀⭐⭐⭐ Awesome curated list of LLM, VLM and other Foundation Models	21	Experimental	5	—
79	SSusantAchary/LLM-Resources-Papers-Frameworks-Tools ⚡One Stop Place for all LLM Related Resources⚡	21	Experimental	4	—
80	f-lab-edu/NowNewsKR [연봉 4000만원 이상] llm을 활용한 사용자가 원하는 키워드를 기반으로 실시간 뉴스 콘텐츠를 요약하여 제공하는 챗봇	21	Experimental	1	—
81	ninhnguyen01/LLM-AI-Project A large language model (LLM) is a type of artificial intelligence (AI)...	21	Experimental	—	Jupyter Notebook
82	kyleejustin/llm-glossary 📚 Explore and understand key terms in Large Language Models, AI, and Machine...	21	Experimental	—	—
83	samadpls/hnn-llm hnn-llm streamlines access to Human Neocortical Neurosolver (HNN) guide...	20	Experimental	7	Python
84	beacoder/llm A bunch of experiments using Large Language Models	20	Experimental	2	Python
85	EagleW/Multimedia-Generative-Script-Learning Official implementation of the ACL Findings 2023 paper: Multimedia...	20	Experimental	8	Python
86	vgcharan/Advanced-NLP-Workshop-2025 Slides and resources for HT Media Group NLP Workshop, 2025	20	Experimental	3	Jupyter Notebook
87	mradovic38/multi-agent-llm-recipe-prices Multi-agent LLM system for meal planning and grocery budgeting, integrating...	19	Experimental	3	Python
88	Gauri-2704/Local-LLM 🛠️ Enable offline NLP workflows with Local-LLM, a lightweight Python library...	19	Experimental	1	Python
89	pxl-research/tai-llm-demos Repository with demo code for LLM's (using Azure OpenAI and OpenRouter)	19	Experimental	1	Python
90	SharathHebbar/LLM-Engineering LLM Engineering	19	Experimental	1	Jupyter Notebook
91	amckenny/AOM2025_EntrepDigitalFootprints AOM 2025 PDW presentation "Tips and Tricks for Obtaining and Analyzing...	19	Experimental	2	Jupyter Notebook
92	Braxvang/nist-llm-digital-assistant Repository that demonstrates how to build a digital assistant using the...	19	Experimental	4	Python
93	dSupertramp/verbify Powered NLP with LLMs	19	Experimental	4	Python
94	lirantal/llm-release-notes-summary Summarize release notes of new Node.js versions	18	Experimental	2	Python
95	nathanyun/dev_agi Developing LLM App in Practice	18	Experimental	2	Python
96	andre-anan-gilbert/llm-powered-ai-agents Develop an intuition about Large Language Models (LLMs)	18	Experimental	2	Jupyter Notebook
97	Wo08/ExploringLLMs Exploring the depths of LLMs 🚀	18	Experimental	2	Jupyter Notebook
98	mongolia19/LLMResearch 一个基于大语言模型的研究、多步推理和内容生成命令行工具，专为中国用户优化设计（A command line tool for research,...	18	Experimental	2	Python
99	joefavergel/llm-information-extraction Notes about information extraction with Large Language Models (LLMs)	17	Experimental	1	Jupyter Notebook
100	berlinbrown/basic-eli5-learner-ml-llm-terminology Basic ELI5 Set of Terms, Vocabulary, Tools Glossary for Machine Learning and...	17	Experimental	1	—
101	ivichadriana/rocky_mountain_mentors Rocky Mountain Mentors Custom LLM: Academic Learning and Institutional...	15	Experimental	—	Jupyter Notebook
102	kangraemin/ai-paper-digest Claude AI가 매일 arXiv 최신 LLM 논문을 읽고, 한국어로 요약합니다.	14	Experimental	—	TypeScript
103	mabaeyens/qlik-sense-local-llm Reference architectures for integrating local or OpenAI-compatible LLMs with...	14	Experimental	—	—
104	CaiGuoHui123/awesome-llm-chip-design-security A curated paper list and resources on LLM-driven chip design automation and...	14	Experimental	1	—
105	RongzheZhao2R2-lab/Implementing-Core-LLM-Algorithms-from-Scratch This repository is dedicated to implementing algorithms "From Scratch". It...	14	Experimental	3	Python
106	Lightsoutput/LLM4uVis LLM4uVis是一款针对历史人物不确定性数据，可以进行多轮LLM自动推理，并对回答结果进行综合聚类和可视分析的系统。它针对时间、地点、人物和事件四类核心...	14	Experimental	3	Vue
107	Pac-Man-PT/Awesome_Arabic_NLP 🌟 Discover and explore essential Arabic NLP resources, including research,...	14	Experimental	1	—
108	RabeaMue/git-llm-training-prototype Prototype for personalized RDM training using local LLMs and Library...	14	Experimental	1	Jupyter Notebook
109	Ramsi-K/llm-zoomcamp A crash-course sprint through LLM Zoomcamp. Real-world LLM systems, minus...	13	Experimental	—	Jupyter Notebook
110	Devin100086/2025-ZJUSE-SummerCamp-AI-Camp 本项目主要是2025届浙江大学软件学院夏令营（AI营）的考核项目	13	Experimental	12	Jupyter Notebook
111	Otina12/LLM-systems A set of learning notebooks and interesting projects for practical LLM...	13	Experimental	—	Jupyter Notebook
112	DevDiner/LLM-Study-Hub LLM-Study-Hub compiles the latest research and insights into Large Language...	13	Experimental	—	—
113	Farukul-Islam/from-mlops-to-llmops 🔍 Explore the shift from MLOps to LLMOps with materials that simplify AI...	13	Experimental	—	PHP
114	nurikw3/AIMO3 \| Solution , report , presentation	13	Experimental	2	—
115	JackSteve-code/Scalable-llmop Production-grade LLMOps pipeline: End-to-end guide for building scalable,...	13	Experimental	—	CSS
116	ajgarciaj/NaViL 🌐 Rethink Multimodal Large Language Models design and scaling under data...	13	Experimental	—	—
117	anieqh/awesome-llm-chip-design-security 🛡️ Explore LLM-driven chip design automation and hardware security with...	13	Experimental	—	JavaScript
118	cenaav/adaptive-persuasion-llm Adaptive Persuasion in Conversational AI: An LLM-Driven Framework for...	13	Experimental	—	—
119	satyampurwar/large-language-models Unlocking the Power of Generative AI: In-Context Learning, Instruction...	13	Experimental	—	Jupyter Notebook
120	omid-sakaki-ghazvini/NLP-NLU-NLG-Projects NLP & NLU & NLG Projects	13	Experimental	—	Jupyter Notebook
121	simonpierreboucher02/awesome-llm 🧠 A legendary, curated list of everything about Large Language Models (LLMs)...	13	Experimental	—	—
122	Nngozii/llm-experiments Experiments and mini-projects exploring LLM engineering (RAG, prompts,...	13	Experimental	—	Jupyter Notebook
123	DLR-SC/WAW-ML-24-LLM-Tutorial Techniques for Using LLMs Effectively: An Introduction to Prompt...	12	Experimental	6	HTML
124	ictup/LLM-Chinese-Textual-Disambiguation Uncovering the Fragility of Trustworthy LLMs through Chinese Textual Ambiguity	12	Experimental	3	Jupyter Notebook
125	rvats20/python-ollama Python-llama Agents, LLM-Rag-Application, Aenerative-AI, Machine-Learning....	12	Experimental	5	Jupyter Notebook
126	nathadriele/llm-zoomcamp The Zoomcamp LLM Course focuses on tools for working with LLMs and RAG,...	12	Experimental	8	Jupyter Notebook
127	anadiedrichs/TP-LLMs Unstable and experimental repository. Activities to pass the LLM course at...	12	Experimental	1	Jupyter Notebook
128	yhfwww/llmapp 大模型应用开发。尽可能丰富完整的大模型应用开发学习记录。	12	Experimental	1	Jupyter Notebook
129	mrbuslov/llm-readme A repository of various LLM-related knowledge. I'm writing down everything...	12	Experimental	1	—
130	hemanthnvd/llm Advanced CVE Retrieval and Analysis using LLMs	12	Experimental	7	Python
131	markdouthwaite/llm-explorations A repository containing interactive examples of different LLM use-cases.	11	Experimental	—	Jupyter Notebook
132	CorraPiano/NLP-Project Machine learning analysis and chatbot creation based on recipe datasets	11	Experimental	2	—
133	YUECHE77/Syllabus-Agent LLM with Retrieval-Augmented Generation: A Comparison of Embedding Models...	11	Experimental	—	Jupyter Notebook
134	siddhantgithub/ML_Maestro A virtual teacher to teach Machine Learning using LLM and Generative AI. The...	11	Experimental	—	Jupyter Notebook
135	csye7125-su24-team17/llm Advanced CVE Retrieval and Analysis using LLMs	10	Experimental	2	Jupyter Notebook
136	dataclair-ai/mlprague2024 Codes for workshop at Machine Learning Prague 2024 conference	10	Experimental	2	Jupyter Notebook
137	lancard/ollama-korean-yanolja-eeve 한국형 ollama 사용을 위한 ollama 모델 push 프로젝트	10	Experimental	2	—
138	len-sla/GPT_finetuned_with_own_text Fintuning GPT and LLM models	10	Experimental	2	Jupyter Notebook

Comparisons in this category

happy-llm and llm-universe (59 vs 48) LLMForEverybody and happy-llm (63 vs 59) happy-llm and happy-llm-colab (59 vs 50) LLM-Engineers-Handbook and llm-apps-workshop (61 vs 46)