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 72 generative ai learning tools tracked. 1 score above 50 (established tier). The highest-rated is artitw/text2text at 52/100 with 303 stars and 606 monthly downloads.

Get all 72 projects as JSON

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

Open to everyone — 100 requests/day, no key needed. Get a free key for 1,000/day.

#	Tool	Score	Tier	Stars	Language
1	artitw/text2text Text2Text Language Modeling Toolkit	52	Established	303	Python
2	Azure-Samples/azure-ai-document-processing-samples A collection of samples demonstrating techniques for processing documents...	47	Emerging	119	Bicep
3	build-on-aws/langchain-embeddings This repository demonstrates the construction of a state-of-the-art...	42	Emerging	55	Jupyter Notebook
4	aiplanethub/beyondllm Build, evaluate and observe LLM apps	39	Emerging	292	Jupyter Notebook
5	cofin/mogemma 🔥 Python / Mojo Interface for Google Gemma 3	39	Emerging	1	Python
6	qianniuspace/llm_notebooks AI 应用示例合集	36	Emerging	110	Jupyter Notebook
7	mkhludnev/langchain-localai Langchain integration package with LocalAI. It provides embeddings and...	35	Emerging	11	Python
8	Muennighoff/sgpt SGPT: GPT Sentence Embeddings for Semantic Search	34	Emerging	873	Jupyter Notebook
9	retkowsky/azure-content-understanding-ga Azure Content Understanding demos notebooks	32	Emerging	6	Jupyter Notebook
10	alphasecio/langchain-decoded A companion guide for the blog post series, LangChain Decoded.	31	Emerging	143	Jupyter Notebook
11	xebia-functional/xef Building applications with LLMs through composability, in Kotlin	31	Emerging	193	Kotlin
12	chrisminnick/ai-integration This repository contains all the code examples, demos, and hands-on projects...	30	Emerging	3	JavaScript
13	jmward01/lmplay A playground to make it easy to try crazy things	30	Emerging	33	Python
14	hodgesmr/llm_ai_eo Language Models on the AI Executive Order — Deploying text embeddings and...	29	Experimental	10	Jupyter Notebook
15	inframarauder/ai-reel-generator A python-based tool to generate short video content (like Instagram reels or...	28	Experimental	4	Python
16	suncloudsmoon/awesome-open-source-ai A curated list of useful open-source AI resources	27	Experimental	303	—
17	isaccanedo/generative-ai-for-beginners About 18 Lessons, Get Started Building with Generative AI 🔗	26	Experimental	7	Jupyter Notebook
18	LazaUK/AOAI-EntraIDAuth-SDKv1 Authenticating with Entra ID (former Azure AD) to access Azure OpenAI models...	26	Experimental	5	Jupyter Notebook
19	nirmit27/genai-capstone-project-2025 This repository is dedicated to the development and exploration of...	25	Experimental	1	Jupyter Notebook
20	Shaki774/AI-Tools-List 🛠️ Discover a curated list of AI tools, services, and platforms for...	25	Experimental	3	—
21	SatvikPraveen/Optimal-Demo-Selection-ICL Implements and benchmarks optimal demonstration selection strategies for...	25	Experimental	3	Jupyter Notebook
22	GUT-AI/automated-data-preprocessing Automated Data Preprocessing	24	Experimental	3	—
23	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...	24	Experimental	16	Python
24	mayaradaher/github-guide Master GitHub with a Qwen AI app built on LangChain, Hugging Face & FAISS.	23	Experimental	6	Python
25	kantariyaraj/AI_Agent_Examples Various AI Agents built using different LLM and AI Agentic frameworks	23	Experimental	2	Python
26	galafis/Explorando-os-Recursos-de-IA-Generativa-com-Copilot-e-OpenAI Explorando Os Recursos De Ia Generativa Com Copilot E Openai - Professional project	23	Experimental	1	Python
27	thinktecture-labs/basta-spring-2024-gen-ai-workshop Samples and resources for the "Generative-AI-Workshop: Sprachzentrierte...	23	Experimental	2	Jupyter Notebook
28	gouveiamaster-source/OffGrid-curiosity-ai Primeiro passo de um projeto definitivo.	22	Experimental	—	Python
29	fardin-sabid/ai-prompt-engineer-roadmap 🤖 Complete A–Z roadmap to become an AI Developer & Prompt/Context Engineer...	22	Experimental	—	—
30	overcastbulb/llm-eval-framework Evaluation framework for LLMs and RAG pipelines LLM-as-a-judge scoring,...	22	Experimental	—	Python
31	kartheikiyer/arxiv-gpt An extension of chaotic_neural to visualize papers clustered using GPT-based...	22	Experimental	1	Python
32	AnnasMustafaDev/advanced-text2sql-query-system An advanced Text-to-SQL system powered by LangChain and OpenAI that...	20	Experimental	1	Python
33	ToxyBorg/llama_langchain_documents_embeddings just testing langchain with llama cpp documents embeddings	20	Experimental	16	Python
34	joeywhelan/sm-gpu Demonstration of integration of Nvidia GPUs with Elasticsearch	19	Experimental	—	Jupyter Notebook
35	edwardjensen/ai-confidence-demo A demo to show confidence probabilities in AI responses	19	Experimental	—	HTML
36	devwithmohit/langchain-gemini-toolkit Comprehensive LangChain & Google Gemini API examples covering chat models, ...	19	Experimental	—	Python
37	TeamEpicProjects/Practical-LLM-and-GPT-Applications The repository is aimed at providing practical examples and resources for...	19	Experimental	9	Jupyter Notebook
38	Maksof-waqarahmed/LangChain-JS-Full-Course Learning LangChain with practical examples, theory notes, and code snippets....	18	Experimental	2	JavaScript
39	ksm26/Getting-Started-with-Mistral Explore Mistral AI's extensive collection of models. Learn to select,...	18	Experimental	6	Jupyter Notebook
40	MuhammadTahaNasir/llm-learning-hub A hands-on collection of practical notebooks for learning and building with...	17	Experimental	2	Jupyter Notebook
41	Practical-AI-Thessaloniki-Meetup/meetup-2 This repository contains code and examples for building a personal...	17	Experimental	1	Jupyter Notebook
42	HendrikReh/cheat-at-search-october-cohort A companion repo for my experiments following Doug Turnbull's Cheat at...	17	Experimental	—	Jupyter Notebook
43	nsourlos/LLM_evaluation_framework Evaluate performance of LLM models for Q&A in any domain	17	Experimental	1	Python
44	Mar-Issah/langChain_apps LangChain apps \| Beginner \| Intermediate \| Advanced level - OpenAI, LLAMA2,...	17	Experimental	—	—
45	leo-capvano/generative_ai_demos Generative AI demos, an example of a langchain based application that...	16	Experimental	3	Python
46	EsmeraldasDEY/ai-topics-map 🗺️ Explore AI concepts through a structured map covering foundations,...	16	Experimental	2	—
47	PeterLu798/langchain-demo 向量化、RAG增强、智能体Agent、LangChain LCEL 管道组合等等。持续更新...	15	Experimental	2	Python
48	liux2/Langchain-LLM-Config Langchain LLM config adapters	15	Experimental	—	Python
49	PraveenKumar-Rajendran/Udacity-Generative-AI-Engineer-Nanodegree Projects Implemented for the Udacity Generative AI Engineer Nanodegree Program	15	Experimental	6	—
50	Raghul-M/GenAI Generative AI experiments with embeddings and Ollama	14	Experimental	—	Jupyter Notebook
51	Dotmebhanu/langchain-lab This repository contains my learning experiments with LangChain and RAG.	14	Experimental	—	Python
52	aniketsinharoy/Generative-AI A collection of basic code snippets and experiments created while learning...	14	Experimental	—	Jupyter Notebook
53	evinracher/3008410-intelligent-systems Practical exercises and projects for Intelligent Systems course covering...	14	Experimental	—	Jupyter Notebook
54	dcarpintero/ai-engineering AI Engineering: Annotated NBs to dive into Self-Attention, In-Context...	13	Experimental	7	Jupyter Notebook
55	theam/ellmental.py eLLMental for Python - Toolkit to build enterprise-grade AI applications	13	Experimental	8	Python
56	chrisgrieser/most-different-text-selection Use embedding data from LLMs to determine the most different text in a given corpus.	13	Experimental	2	TypeScript
57	vero-code/ai-thought-visual AI Thought Visualizer — multimodal app: text/image/voice → JSON concept →...	12	Experimental	1	TypeScript
58	Citedrelevance/awesome-generative-engine-optimization The official technical standard and glossary for Generative Engine...	12	Experimental	1	—
59	Braeden6/generative-ai-demo Jupyeter Notebooks that demo Generative AI concepts	12	Experimental	—	Jupyter Notebook
60	antdragiotis/Embedding-models-vs-Languages-performance This repository leverages OpenAI and LangChain to assess the...	11	Experimental	2	Python
61	deypadma2020/LangChain 🧠 A practical collection of small projects and examples to explore...	11	Experimental	—	Python
62	ThakkarVidhi/llm-sql-bot SQLens is an AI-powered SQL query generator that translates natural language...	11	Experimental	—	Python
63	creativeessence/bittensor-subnet-ideathon Repo for bittensor subnet ideathon hosted by BitStarter	11	Experimental	—	—
64	zanvari/llm-lab Projects on BERT, LLMs, RAG, Document AI, and GenAI using HuggingFace,...	11	Experimental	—	Jupyter Notebook
65	zkzkGamal/langchain This repository contains a collection of AI agents and Retrieval-Augmented...	11	Experimental	—	Jupyter Notebook
66	aliza-dev/langchain-models Working with Model I/O in LangChain: LLMs, Chat, and Embeddings.	11	Experimental	—	Python
67	LaneyBlack/Project-TEG Generative Technologies and AI - Practises from PJATK (magistry)	11	Experimental	—	Python
68	debjotyms/langchain-sandbox I just started learning LangChain. In the coming days, I will be exploring...	11	Experimental	—	Python
69	joshua-ebner/langchain-from-scratch Building LangChain and AI systems from first principles: embeddings, vector...	11	Experimental	—	Python
70	n1ghtf4l1/jubilant-robot-hacker Collecting flags by evading, poisoning, stealing, and fooling AI/ML.	10	Experimental	1	Jupyter Notebook
71	arylwen/mlk8s microk8s based ml cluster	10	Experimental	1	Jupyter Notebook
72	Md-Emon-Hasan/LangChain Powerful framework for building applications with Large Language Models...	10	Experimental	1	Jupyter Notebook