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 147 llm learning resources tools tracked. 1 score above 70 (verified tier). The highest-rated is WangRongsheng/awesome-LLM-resources at 71/100 with 7,703 stars. 6 of the top 10 are actively maintained.

Get all 147 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...	71	Verified	7,703	—
2	katanaml/sparrow Structured data extraction and instruction calling with ML, LLM and Vision LLM	66	Established	5,129	Python
3	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	66	Established	5,847	Jupyter Notebook
4	LazyAGI/LazyLLM Easiest and laziest way for building multi-agent LLMs applications.	66	Established	3,747	Python
5	SylphAI-Inc/AdalFlow AdalFlow: The library to build & auto-optimize LLM applications.	64	Established	4,068	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 🔥	51	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/	50	Established	2,277	Jupyter Notebook
10	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
11	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
12	towardsai/ragbook-notebooks Repository for the "Building LLMs for Production" book by Towards AI.	46	Emerging	530	Jupyter Notebook
13	ningg/happy-llm-colab happy-llm 实践练习：colab 版本、pynb 格式，GPU 免费	44	Emerging	69	Python
14	TIGER-AI-Lab/TheoremExplainAgent Official Repo for "TheoremExplainAgent: Towards Video-based Multimodal...	43	Emerging	1,470	Python
15	jenkinsci/Enhancing-LLM-with-Jenkins-Knowledge 🚀 this project aims to develop an app using an existing open-source LLM with...	42	Emerging	15	Jupyter Notebook
16	msamsami/clonellm Python package to create an AI clone of yourself using LLMs.	42	Emerging	36	Python
17	mallahyari/twosetai All the code and materials	41	Emerging	111	Jupyter Notebook
18	amazon-science/synthesizrr Synthesizing realistic and diverse text-datasets from augmented LLMs	40	Emerging	16	Python
19	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	40	Emerging	1,718	Python
20	aws-samples/llm-apps-workshop Use LLMs for building real-world apps	39	Emerging	112	HTML
21	ShawhinT/AI-Builders-Bootcamp-2 Code repository for AI Builders Bootcamp #2	38	Emerging	47	HTML
22	onlybooks/llm LLM을 활용한 실전 AI 애플리케이션 개발	38	Emerging	196	Jupyter Notebook
23	ShawhinT/AI-Builders-Bootcamp-1 Code repository for AI Builders Bootcamp #1	38	Emerging	72	HTML
24	Intelligent-Internet/II-Commons This repository `II-Commons` contains tools for managing text and image...	36	Emerging	33	Python
25	pabroux/llm-engineers-handbook LLM Engineer's Handbook by Paul Iusztin and Maxime Labonne with pixi.	35	Emerging	7	Python
26	ShawhinT/AI-Builders-Bootcamp-3 Code repository for AI Builders Bootcamp #3	33	Emerging	31	HTML
27	maj34/Legal_Specific_KoLLM [ Text Analytics ] 법률 도메인 특화 한국어 기반 LLM 개발	33	Emerging	15	Jupyter Notebook
28	recomoonmoon/LLM_book 非常详细的大模型LLM的学习教程与笔记	31	Emerging	178	Python
29	nouralmulhem/Enhancing-LLM-with-Jenkins-Knowledge 🚀 this project aims to develop an app using an existing open-source LLM with...	31	Emerging	12	Jupyter Notebook
30	eliotjlee/holmes Holmes is an interactive, text-based crime investigation game powered by a...	30	Emerging	20	Python
31	fan19-hub/LEMMA LEMMA: An effective and explainable way to detect multimodal misinformation...	30	Emerging	24	Jupyter Notebook
32	umitkacar/awesome-llm Large Language Models (LLMs): GPT, Claude, Llama, Gemini, fine-tuning, RAG,...	29	Experimental	2	Python
33	Eric-LLMs/LLMs-Lab Full-stack LLM Engineering Lab. Features: Autonomous Agents (ReAct/AutoGPT)...	28	Experimental	6	Jupyter Notebook
34	JoeJoe1313/LLMs-Journey Various LLM resources and experiments	28	Experimental	8	Jupyter Notebook
35	Pro-GenAI/AutoPureData Automated Filtering of Undesirable Web Data to Update LLM Knowledge	28	Experimental	8	Jupyter Notebook
36	Wildertrek/AA-LLM-Course Advanced Applications of LLMs	28	Experimental	3	Jupyter Notebook
37	kryptomrx/tonl-mcp-bridge Reduce LLM token costs by 30-60% with TONL format. TypeScript library & CLI...	27	Experimental	3	TypeScript
38	Chainlit/literalai-cookbooks Cookbooks and tutorials on Literal AI	27	Experimental	55	Jupyter Notebook
39	omrylcn/nlp-craft llm_works	27	Experimental	5	Jupyter Notebook
40	shure-dev/Awesome-LLM-Papers-Comprehensive-Topics Awesome LLM Papers and repos on very comprehensive topics.	26	Experimental	226	—
41	quarozox/happy-llm 🚀 Explore Happy-LLM, a tool designed to enhance interactions with language...	26	Experimental	6	Jupyter Notebook
42	RheagalFire/LLM-gym All things Essential For my Learning Curve in LLM	26	Experimental	5	Python
43	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	25	Experimental	1,227	—
44	AkiRusProd/llm-agent LLM using long-term memory through vector database	25	Experimental	52	Python
45	klikz-dev/LLM-VoIP-Caller This project is the backend engine for a fully autonomous AI-powered call...	25	Experimental	21	Python
46	tushar2704/ColabMixtral Welcome to the Mixtral 8x7B offloading demo repository! This project aims to...	25	Experimental	5	Python
47	SaiUbc/Tranquilo LLM powered Mental Health Support	25	Experimental	2	Jupyter Notebook
48	zjunlp/belief Illusions of Confidence? Diagnosing LLM Truthfulness via Neighborhood Consistency	25	Experimental	6	Python
49	edcalderin/llm-ml-experiments A curated collection of notebooks exploring Large Language Models and...	24	Experimental	1	Jupyter Notebook
50	saucam/Awesome-LLM-Prod A curated collection of open-source Large Language Model (LLM) projects that...	24	Experimental	7	—
51	chengyuZou/Open-LLM 一些大模型相关的开源网站	24	Experimental	82	—
52	svjack/Genshin-Impact-Fan-Video 一个《原神》AI驱动视频项目，利用LLM...	24	Experimental	19	Python
53	LoupFireYT/llm.c 🛠️ Explore GPT-2 with llm.c, a lightweight C implementation that simplifies...	23	Experimental	1	TeX
54	Bhoomika2224/MinivLLM 🚀 Implement a powerful vLLM inference engine with advanced attention...	23	Experimental	1	Python
55	Usuts/llm-stream Stream responses from OpenAI and Anthropic models with lightweight C++ tools...	23	Experimental	1	C++
56	emagod/LLM-Forecast 🚀 Integrate ARIMA and Large Language Models for accurate forecasting with...	23	Experimental	1	Python
57	RomiconEZ/KONSPECTO-LLM LLM agent that provides tools for convenient work with personal documents...	23	Experimental	6	Python
58	ahmed77fawzy/LightX2V ⚡️ Generate light video content effortlessly with LightX2V, a streamlined...	23	Experimental	1	Python
59	ZeroCoolZiemer/biblebridge-ai-examples AI examples for validating and grounding LLM-generated Bible references...	23	Experimental	1	Python
60	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）	22	Experimental	373	—
61	km1994/AwesomeMultiModel 【AIGC 实战入门笔记 —— AIGC 摩天大楼】分享...	22	Experimental	57	—
62	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	22	Experimental	—	Jupyter Notebook
63	kyleejustin/llm-glossary 📚 Explore and understand key terms in Large Language Models, AI, and Machine...	22	Experimental	—	—
64	Gmail1995/llm-course 🧩 Explore LLM essentials, build advanced models, and develop applications...	22	Experimental	—	—
65	lotaway/local-llm-provider This is a local LLM provider, include rag-mcp and agent features, can load...	22	Experimental	—	Python
66	websterzonedev5/llm-vision Enable multimodal image and text processing in C++ with a lightweight,...	22	Experimental	—	C++
67	usman-aicoder/local-llm-forge Local-first LLM fine-tuning platform — train, evaluate, and deploy private...	22	Experimental	—	Python
68	argahsuknesib/toon-ld Token Oriented Object Notation (TOON) for Linked Data	22	Experimental	11	Rust
69	wmeints/effective-llm-applications Learn how to build effective LLM-based applications with Semantic Kernel in C#	22	Experimental	16	Jupyter Notebook
70	ssum21/IM-F F학점에서 Future로🎓 AI 기반 고교학점제 맞춤 설계	21	Experimental	2	Python
71	henryhamon/dc-toon Token-Oriented Object Notation (TOON) encoder/decoder for InterSystems IRIS...	21	Experimental	—	ObjectScript
72	J-sephB-lt-n/llmducation Staying up to date with Large Language Models (no hype)	20	Experimental	1	—
73	tatwan/mastering_llm_deployments This is based on my comprehensive course on deploying Large Language Models...	20	Experimental	1	Jupyter Notebook
74	mac999/BIM_LLM_code_agent BIM LLM Code Agent	20	Experimental	23	Python
75	moonrunnerkc/rlfusion-orchestrator Local-first cognitive engine with asymmetric dual-model inference, offline...	20	Experimental	1	Python
76	sabit-shaiholla/ai-llm-tutorials Hands-on tutorials for learning Large Language Models and AI mechanisms	20	Experimental	1	Jupyter Notebook
77	DongjunLee/langdict Build complex LLM Applications with Python Dictionary	19	Experimental	40	Python
78	LuigiNeto01/projeto_llm 🧠 Experimentos práticos com Large Language Models (LLMs): RAG, agentes e...	19	Experimental	—	Jupyter Notebook
79	ninhnguyen01/LLM-AI-Project A large language model (LLM) is a type of artificial intelligence (AI)...	19	Experimental	—	Jupyter Notebook
80	Mahiyat/llm-hands-on A complete guide to NLP and ML for text processing, covering rule-based...	19	Experimental	3	Jupyter Notebook
81	WILLOSCAR/Awesome-HCI-LLM Awesome-HCI （Ubiquitous, LLM, MLLM, Agent, RAG, Embodied-AI, RLHF)	19	Experimental	14	Python
82	agriev/Awesome-Enterprise-LLM-Tools Awesome Enterprise LLM Tools and Architectures	18	Experimental	3	HTML
83	huseyincenik/nlp_natural_language_processing NLP (Natural Language Processing)	17	Experimental	5	Jupyter Notebook
84	czechfabric/tone TONE – Token-Optimized Notation Engine for LLMs is a compact, human-readable...	17	Experimental	2	Python
85	MehdiJmlkh/Large-Language-Models-Course-Assignments Large Language Models course, University of Tehran, Dr. MJ Dousti and Dr. Y...	17	Experimental	2	Jupyter Notebook
86	AI-SIP/OnO_AI_AND_SERVER 오노(OnO) - 나만의 손쉬운 오답노트	16	Experimental	3	Python
87	Pro-GenAI/LML-DAP Language Model Learning a Dataset for Data-Augmented Prediction	16	Experimental	11	Jupyter Notebook
88	Gauri-2704/Local-LLM 🛠️ Enable offline NLP workflows with Local-LLM, a lightweight Python library...	15	Experimental	1	Python
89	srebroa/Awesome-LLM-VLM-Foundation-Models 🚀⭐⭐⭐ Awesome curated list of LLM, VLM and other Foundation Models	15	Experimental	5	—
90	Pac-Man-PT/Awesome_Arabic_NLP 🌟 Discover and explore essential Arabic NLP resources, including research,...	15	Experimental	1	—
91	Ramsi-K/llm-zoomcamp A crash-course sprint through LLM Zoomcamp. Real-world LLM systems, minus...	15	Experimental	—	Jupyter Notebook
92	petermchale/llm-powered-applications Orchestrating the interaction between users and Large Language Models	15	Experimental	2	Jupyter Notebook
93	GAIR-Lab/LLMPopcorn LLM-assisted Popular Micro-video Creation	15	Experimental	1	Python
94	DevDiner/LLM-Study-Hub LLM-Study-Hub compiles the latest research and insights into Large Language...	15	Experimental	—	—
95	Farukul-Islam/from-mlops-to-llmops 🔍 Explore the shift from MLOps to LLMOps with materials that simplify AI...	14	Experimental	—	PHP
96	Andrew-Tsegaye/Advanced-AI-Code-Generation-Agent AI Agent Code Generation	14	Experimental	9	Python
97	MKarthik730/large-language-models learning generative models	14	Experimental	3	Python
98	vgcharan/Advanced-NLP-Workshop-2025 Slides and resources for HT Media Group NLP Workshop, 2025	14	Experimental	3	Jupyter Notebook
99	OLAMIDE100/Capstone-Project-LLM-ZoomCamp Comparative Guide Assistant	14	Experimental	1	Jupyter Notebook
100	anieqh/awesome-llm-chip-design-security 🛡️ Explore LLM-driven chip design automation and hardware security with...	14	Experimental	—	JavaScript
101	ajgarciaj/NaViL 🌐 Rethink Multimodal Large Language Models design and scaling under data...	14	Experimental	—	—
102	SSusantAchary/LLM-Resources-Papers-Frameworks-Tools ⚡One Stop Place for all LLM Related Resources⚡	14	Experimental	4	—
103	kangraemin/ai-paper-digest Claude AI가 매일 arXiv 최신 LLM 논문을 읽고, 한국어로 요약합니다.	14	Experimental	—	TypeScript
104	trivox-io/llmx Unified Python interface for working with multiple LLM providers across...	14	Experimental	—	Python
105	mabaeyens/qlik-sense-local-llm Reference architectures for integrating local or OpenAI-compatible LLMs with...	14	Experimental	—	—
106	gayathrikumari/Enterprise-Grade-LLM-Optimization-Alignment-PEFT-RLHF- End-to-end LLM optimization pipeline covering PEFT (LoRA), RLHF (PPO),...	14	Experimental	—	Python
107	sinanazem/llm-apps This repository showcases projects leveraging advanced language models.	14	Experimental	3	Jupyter Notebook
108	f-lab-edu/NowNewsKR [연봉 4000만원 이상] llm을 활용한 사용자가 원하는 키워드를 기반으로 실시간 뉴스 콘텐츠를 요약하여 제공하는 챗봇	14	Experimental	1	—
109	ayusudi/hangout-ai Hangout AI uses a Large Language Model (LLM) to create custom travel...	14	Experimental	9	JavaScript
110	EagleW/Multimedia-Generative-Script-Learning Official implementation of the ACL Findings 2023 paper: Multimedia...	13	Experimental	8	Python
111	ivichadriana/rocky_mountain_mentors Rocky Mountain Mentors Custom LLM: Academic Learning and Institutional...	13	Experimental	—	Jupyter Notebook
112	samadpls/hnn-llm hnn-llm streamlines access to Human Neocortical Neurosolver (HNN) guide...	13	Experimental	7	Python
113	beacoder/llm A bunch of experiments using Large Language Models	13	Experimental	2	Python
114	amckenny/AOM2025_EntrepDigitalFootprints AOM 2025 PDW presentation "Tips and Tricks for Obtaining and Analyzing...	13	Experimental	2	Jupyter Notebook
115	pxl-research/tai-llm-demos Repository with demo code for LLM's (using Azure OpenAI and OpenRouter)	12	Experimental	1	Python
116	dSupertramp/verbify Powered NLP with LLMs	12	Experimental	4	Python
117	mradovic38/multi-agent-llm-recipe-prices Multi-agent LLM system for meal planning and grocery budgeting, integrating...	12	Experimental	3	Python
118	SharathHebbar/LLM-Engineering LLM Engineering	12	Experimental	1	Jupyter Notebook
119	CaiGuoHui123/awesome-llm-chip-design-security A curated paper list and resources on LLM-driven chip design automation and...	12	Experimental	1	—
120	Braxvang/nist-llm-digital-assistant Repository that demonstrates how to build a digital assistant using the...	12	Experimental	4	Python
121	RabeaMue/git-llm-training-prototype Prototype for personalized RDM training using local LLMs and Library...	12	Experimental	1	Jupyter Notebook
122	cenaav/adaptive-persuasion-llm Adaptive Persuasion in Conversational AI: An LLM-Driven Framework for...	11	Experimental	—	—
123	christinajoslin/ml_job_compass Get the machine learning job you want by learning the skills to get there.	11	Experimental	—	Jupyter Notebook
124	Otina12/LLM-systems A set of learning notebooks and interesting projects for practical LLM...	11	Experimental	—	Jupyter Notebook
125	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,...	11	Experimental	2	Python
126	lirantal/llm-release-notes-summary Summarize release notes of new Node.js versions	11	Experimental	2	Python
127	nathanyun/dev_agi Developing LLM App in Practice	11	Experimental	2	Python
128	nabilshadman/llms-on-supercomputers Jupyter Notebooks containing exercises and lectures for the Foundations of...	11	Experimental	—	Jupyter Notebook
129	Wo08/ExploringLLMs Exploring the depths of LLMs 🚀	11	Experimental	2	Jupyter Notebook
130	varun-suresh/experiments-with-gpt2 Experimenting with GPT-2 and BERT	11	Experimental	—	Jupyter Notebook
131	AMfeta99/NLP_LLM This repository is dedicated to small projects and some theoretical material...	11	Experimental	—	Jupyter Notebook
132	Nngozii/llm-experiments Experiments and mini-projects exploring LLM engineering (RAG, prompts,...	11	Experimental	—	Jupyter Notebook
133	omid-sakaki-ghazvini/NLP-NLU-NLG-Projects NLP & NLU & NLG Projects	11	Experimental	—	Jupyter Notebook
134	tusharsinghsoam/building-with-llms This repository focuses on understanding Large Language Models (LLMs) and...	11	Experimental	—	Jupyter Notebook
135	Samya-S/Working-with-LLMs Comprehensive collection of materials and code examples for working with...	11	Experimental	—	Jupyter Notebook
136	simonpierreboucher02/awesome-llm 🧠 A legendary, curated list of everything about Large Language Models (LLMs)...	11	Experimental	—	—
137	JackSteve-code/Scalable-llmop Production-grade LLMOps pipeline: End-to-end guide for building scalable,...	11	Experimental	—	CSS
138	satyampurwar/large-language-models Unlocking the Power of Generative AI: In-Context Learning, Instruction...	11	Experimental	—	Jupyter Notebook
139	andre-anan-gilbert/llm-powered-ai-agents Develop an intuition about Large Language Models (LLMs)	11	Experimental	2	Jupyter Notebook
140	bjam24/agh-natural-language-processing This respository contains projects made for the NLP course at the AGH UST in...	10	Experimental	1	Julia
141	joefavergel/llm-information-extraction Notes about information extraction with Large Language Models (LLMs)	10	Experimental	1	Jupyter Notebook
142	RongzheZhao2R2-lab/Implementing-Core-LLM-Algorithms-from-Scratch This repository is dedicated to implementing algorithms "From Scratch". It...	10	Experimental	3	Python
143	jesusvillota/DataScience_CemfiSummerSchool Practical sessions for the “Data Science for Economics” at the CEMFI Summer...	10	Experimental	4	Jupyter Notebook
144	anadiedrichs/TP-LLMs Unstable and experimental repository. Activities to pass the LLM course at...	10	Experimental	1	Jupyter Notebook
145	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。	10	Experimental	1	Jupyter Notebook
146	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...	10	Experimental	3	Vue
147	berlinbrown/basic-eli5-learner-ml-llm-terminology Basic ELI5 Set of Terms, Vocabulary, Tools Glossary for Machine Learning and...	10	Experimental	1	—

Comparisons in this category

happy-llm and llm-universe (59 vs 48) LLMForEverybody and happy-llm (66 vs 59) happy-llm and happy-llm-colab (59 vs 44) awesome-LLM-resources and Awesome-LLM-Long-Context-Modeling (71 vs 51) LLM-Engineers-Handbook and llm-apps-workshop (61 vs 39)