Generative AI Learning Embedding Tools

Educational resources, tutorials, and hands-on projects for learning generative AI fundamentals including prompt engineering, LLM development, RAG, fine-tuning, and related practical skills. Does NOT include production deployment tools, specific embedding applications, or domain-specific solutions.

There are 65 generative ai learning tools tracked. 2 score above 50 (established tier). The highest-rated is Azure-Samples/azure-ai-document-processing-samples at 54/100 with 119 stars.

Get all 65 projects as JSON

curl "https://pt-edge.onrender.com/api/v1/datasets/quality?domain=embeddings&subcategory=generative-ai-learning&limit=20"

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#	Tool	Score	Tier	Stars	Language
1	Azure-Samples/azure-ai-document-processing-samples A collection of samples demonstrating techniques for processing documents...	54	Established	119	Bicep
2	artitw/text2text Text2Text Language Modeling Toolkit	53	Established	303	Python
3	aiplanethub/beyondllm Build, evaluate and observe LLM apps	46	Emerging	292	Jupyter Notebook
4	build-on-aws/langchain-embeddings This repository demonstrates the construction of a state-of-the-art...	46	Emerging	55	Jupyter Notebook
5	qianniuspace/llm_notebooks AI 应用示例合集	43	Emerging	110	Jupyter Notebook
6	Muennighoff/sgpt SGPT: GPT Sentence Embeddings for Semantic Search	41	Emerging	873	Jupyter Notebook
7	xebia-functional/xef Building applications with LLMs through composability, in Kotlin	38	Emerging	193	Kotlin
8	alphasecio/langchain-decoded A companion guide for the blog post series, LangChain Decoded.	38	Emerging	143	Jupyter Notebook
9	jmward01/lmplay A playground to make it easy to try crazy things	37	Emerging	33	Python
10	hodgesmr/llm_ai_eo Language Models on the AI Executive Order — Deploying text embeddings and...	36	Emerging	10	Jupyter Notebook
11	mkhludnev/langchain-localai Langchain integration package with LocalAI. It provides embeddings and...	36	Emerging	11	Python
12	suncloudsmoon/awesome-open-source-ai A curated list of useful open-source AI resources	34	Emerging	303	—
13	retkowsky/azure-content-understanding-ga Azure Content Understanding demos notebooks	33	Emerging	6	Jupyter Notebook
14	GUT-AI/automated-data-preprocessing Automated Data Preprocessing	31	Emerging	3	—
15	cofin/mogemma 🔥 Python / Mojo Interface for Google Gemma 3	31	Emerging	1	Python
16	xifanz42/nl2sql_agent 轻量化自然语言数据库查询工具，支持多轮对话完善查询目标，精确输出SQL查询语句、执行查询、数据分析并返回自然语言结果。A lightweight...	31	Emerging	16	Python
17	kantariyaraj/AI_Agent_Examples Various AI Agents built using different LLM and AI Agentic frameworks	30	Emerging	2	Python
18	SatvikPraveen/Optimal-Demo-Selection-ICL Implements and benchmarks optimal demonstration selection strategies for...	29	Experimental	3	Jupyter Notebook
19	Shaki774/AI-Tools-List 🛠️ Discover a curated list of AI tools, services, and platforms for...	29	Experimental	3	—
20	kartheikiyer/arxiv-gpt An extension of chaotic_neural to visualize papers clustered using GPT-based...	29	Experimental	1	Python
21	mayaradaher/github-guide Master GitHub with a Qwen AI app built on LangChain, Hugging Face & FAISS.	29	Experimental	6	Python
22	ToxyBorg/llama_langchain_documents_embeddings just testing langchain with llama cpp documents embeddings	27	Experimental	16	Python
23	TeamEpicProjects/Practical-LLM-and-GPT-Applications The repository is aimed at providing practical examples and resources for...	26	Experimental	9	Jupyter Notebook
24	Maksof-waqarahmed/LangChain-JS-Full-Course Learning LangChain with practical examples, theory notes, and code snippets....	24	Experimental	2	JavaScript
25	Practical-AI-Thessaloniki-Meetup/meetup-2 This repository contains code and examples for building a personal...	24	Experimental	1	Jupyter Notebook
26	leo-capvano/generative_ai_demos Generative AI demos, an example of a langchain based application that...	23	Experimental	3	Python
27	gouveiamaster-source/OffGrid-curiosity-ai Primeiro passo de um projeto definitivo.	22	Experimental	—	Python
28	devwithmohit/langchain-gemini-toolkit Comprehensive LangChain & Google Gemini API examples covering chat models, ...	21	Experimental	—	Python
29	joeywhelan/sm-gpu Demonstration of integration of Nvidia GPUs with Elasticsearch	21	Experimental	—	Jupyter Notebook
30	overcastbulb/llm-eval-framework Evaluation framework for LLMs and RAG pipelines LLM-as-a-judge scoring,...	21	Experimental	—	Python
31	edwardjensen/ai-confidence-demo A demo to show confidence probabilities in AI responses	21	Experimental	—	HTML
32	fardin-sabid/ai-prompt-engineer-roadmap 🤖 Complete A–Z roadmap to become an AI Developer & Prompt/Context Engineer...	21	Experimental	—	—
33	dcarpintero/ai-engineering AI Engineering: Annotated NBs to dive into Self-Attention, In-Context...	20	Experimental	7	Jupyter Notebook
34	theam/ellmental.py eLLMental for Python - Toolkit to build enterprise-grade AI applications	20	Experimental	8	Python
35	AnnasMustafaDev/advanced-text2sql-query-system An advanced Text-to-SQL system powered by LangChain and OpenAI that...	20	Experimental	1	Python
36	chrisgrieser/most-different-text-selection Use embedding data from LLMs to determine the most different text in a given corpus.	19	Experimental	2	TypeScript
37	HendrikReh/cheat-at-search-october-cohort A companion repo for my experiments following Doug Turnbull's Cheat at...	19	Experimental	—	Jupyter Notebook
38	Mar-Issah/langChain_apps LangChain apps \| Beginner \| Intermediate \| Advanced level - OpenAI, LLAMA2,...	19	Experimental	—	—
39	antdragiotis/Embedding-models-vs-Languages-performance This repository leverages OpenAI and LangChain to assess the...	18	Experimental	2	Python
40	n1ghtf4l1/jubilant-robot-hacker Collecting flags by evading, poisoning, stealing, and fooling AI/ML.	17	Experimental	1	Jupyter Notebook
41	Md-Emon-Hasan/LangChain Powerful framework for building applications with Large Language Models...	17	Experimental	1	Jupyter Notebook
42	gsaini/ai-playgrounds AI Playgrounds, a repository created to explore, experiment, and prototype...	14	Experimental	1	Jupyter Notebook
43	evinracher/3008410-intelligent-systems Practical exercises and projects for Intelligent Systems course covering...	14	Experimental	—	Jupyter Notebook
44	Braeden6/generative-ai-demo Jupyeter Notebooks that demo Generative AI concepts	14	Experimental	—	Jupyter Notebook
45	creativeessence/bittensor-subnet-ideathon Repo for bittensor subnet ideathon hosted by BitStarter	13	Experimental	—	—
46	aliza-dev/langchain-models Working with Model I/O in LangChain: LLMs, Chat, and Embeddings.	13	Experimental	—	Python
47	debjotyms/langchain-sandbox I just started learning LangChain. In the coming days, I will be exploring...	13	Experimental	—	Python
48	joshua-ebner/langchain-from-scratch Building LangChain and AI systems from first principles: embeddings, vector...	13	Experimental	—	Python
49	thrivewithai/langchain-fixie-marvin We compared LangChain, Fixie, and Marvin	13	Experimental	9	Python
50	Raghul-M/GenAI Generative AI experiments with embeddings and Ollama	13	Experimental	—	Jupyter Notebook
51	aniketsinharoy/Generative-AI A collection of basic code snippets and experiments created while learning...	13	Experimental	—	Jupyter Notebook
52	ThakkarVidhi/llm-sql-bot SQLens is an AI-powered SQL query generator that translates natural language...	13	Experimental	—	Python
53	hiDaDeng/hidadeng github介绍页	12	Experimental	2	—
54	Shehjad2019/langchain-learning A structured learning repository covering LangChain concepts, data...	12	Experimental	1	Jupyter Notebook
55	Citedrelevance/awesome-generative-engine-optimization The official technical standard and glossary for Generative Engine...	12	Experimental	1	—
56	RomanPankin/ai-tutorials AI tutorials	11	Experimental	—	Jupyter Notebook
57	GradientFlow-ai/terraform IaC for GradientFlow	11	Experimental	—	HCL
58	ramy-ibrahim-ahmed/Melang--Library-system Melang is my open-source software system for libraries with the power of...	11	Experimental	—	Jupyter Notebook
59	raulraja/compose-gpt A simple example with xef.ai	11	Experimental	4	Kotlin
60	Ampli-xD/SHIELD This is "SHIELD" a System for Harmful explicit-content Identification and...	11	Experimental	1	Python
61	rajasami156/Qdrant-Langchain-Multiple-Collections Make multiple Collections on Qdrant with Langchain & Openai	11	Experimental	3	Python
62	deprecated-work/LLMBot Spending hours trying to read research papers? LLMBot can help with that.	11	Experimental	—	Python
63	ideavision/llm-development "🚀 A job-ready, hands-on repository for practical LLM development! Master...	10	Experimental	2	Jupyter Notebook
64	tahirkorma/langchain-models A modular LangChain-based repository integrating Chat Models, traditional...	10	Experimental	1	Python
65	mkgraiitr/gen-ai A training repository for hands-on GenAI sessions conducted weekly on AI/ML...	10	Experimental	1	Jupyter Notebook