AI Engineering Fundamentals RAG Tools

Comprehensive guides, tutorials, and best practices for building production-grade AI systems with LLMs and agents. Includes foundational patterns, architecture design, deployment strategies, and engineering workflows. Does NOT include domain-specific applications, tool implementations, or single-use case tutorials.

There are 189 ai engineering fundamentals tools tracked. 16 score above 50 (established tier). The highest-rated is curiousily/AI-Bootcamp at 64/100 with 830 stars. 5 of the top 10 are actively maintained.

Get all 189 projects as JSON

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# Tool Score Tier
1 curiousily/AI-Bootcamp

Self-paced bootcamp on Generative AI. Tutorials on ML fundamentals, Ollama,...

64
Established
2 datawhalechina/hello-agents

📚 《从零开始构建智能体》——从零开始的智能体原理与实践教程

63
Established
3 langroid/langroid

Harness LLMs with Multi-Agent Programming

63
Established
4 Shubhamsaboo/awesome-llm-apps

Collection of awesome LLM apps with AI Agents and RAG using OpenAI,...

61
Established
5 ashishps1/learn-ai-engineering

Learn AI and LLMs from scratch using free resources

61
Established
6 patchy631/ai-engineering-hub

In-depth tutorials on LLMs, RAGs and real-world AI agent applications.

59
Established
7 EmbeddedLLM/JamAIBase

The collaborative spreadsheet for AI. Chain cells into powerful pipelines,...

56
Established
8 tuhinsharma121/ai-playground

I put all my exploration around AI in reproducible notebooks in this repository

55
Established
9 lavague-ai/LaVague

Large Action Model framework to develop AI Web Agents

55
Established
10 alirezadir/Agentic-AI-Systems

Practical system design, tools, and hands-on resources for building Gen-AI...

53
Established
11 decodingai-magazine/second-brain-ai-assistant-course

Learn to build your Second Brain AI assistant with LLMs, agents, RAG,...

52
Established
12 lbedner/aegis-stack

CLI for creating and evolving modular full stack Python applications over...

51
Established
13 towardsai/ai-tutor-rag-system

This is a repository for the course "From Beginner to LLM Developer" by Towards AI.

51
Established
14 microsoft/iq-series

The IQ Series is a hands-on learning experience for Microsoft IQ:...

51
Established
15 oracle-devrel/ai-solutions

A collection of AI solutions for oracle.ai

51
Established
16 oracle-devrel/oracle-ai-developer-hub

Technical resources for AI developers to build applications, agents, and...

50
Established
17 Shaurya-Sethi/circuitron

Circuitron: Agentic PCB Design Accelerator — Generate, plan, and layout...

48
Emerging
18 mac999/LLM-RAG-Agent-Tutorial

LLM-RAG-Agent-Tutorial

47
Emerging
19 HoussemDellai/ai-course

Learning Azure AI with APIM, Semantic Kernel and LangChain.

46
Emerging
20 kimtth/awesome-azure-openai-llm

A curated collection of resources for 🌌 Azure OpenAI, 🦙 LLMs (RAG, Agents).

46
Emerging
21 om-ai-lab/OmAgent

[EMNLP-2024] Build multimodal language agents for fast prototype and production

46
Emerging
22 tezansahu/ai-garage

Mini-Projects using Cutting-Edge AI Frameworks

45
Emerging
23 fwornle/agentic-ai-nano

nano-degree in Agentic AI

44
Emerging
24 mac999/AI_foundation_tutorial

AI foundation and trend seminar tutorial with code

44
Emerging
25 sinanuozdemir/building-agentic-ai

Code repository for "Building Agentic AI" by Sinan Ozdemir. Practical...

44
Emerging
26 shauryashaurya/rocket-ship

Long-form posts on AI, ML, Data Engineering and technology - in...

43
Emerging
27 The-AI-Alliance/applying-ai-guide

AI Alliance Living Guide to Applying AI

43
Emerging
28 global-agent-hackathon/global-agent-hackathon-may-2025

A month-long, open-source AI Agent Hackathon — open to all builders and...

43
Emerging
29 jakobap/aaron

Step-by-step challenge lab repo to build your custom LLM Deep Researcher...

42
Emerging
30 HeyNina101/ai-agents-101

Learn to build powerful AI agents from scratch. This repository contains...

42
Emerging
31 didilili/ai-agents-from-zero

📚 AI 智能体入门与大模型 LLM 系统实战教程 | 《AI 智能体实战速成指南:从零到企业级落地》 · LangChain / Coze /...

41
Emerging
32 anirvandecodes/build-ai-agent-that-works

A comprehensive end-to-end tutorial series covering the complete lifecycle...

41
Emerging
33 Brucewaynehatake/GenAI-Architect-70-Hands-On-Projects

🚀 Transform your skills with 70 hands-on projects in Generative AI, guiding...

41
Emerging
34 pravinchandankhede/agenticai

This repo contains demo samples on AI agents using Azure OpenAI, Semantic...

41
Emerging
35 inigokintana/homelab-2-prod-ai-golden-path

This is a golden path (opinionated shortcut) to explore AI from local...

40
Emerging
36 palico-ai/palico-ai

Build, Improve Performance, and Productionize your LLM Application with an...

40
Emerging
37 kingsdigitallab/iREAL

Inclusive Requirements Elicitation for AI in Libraries to Support Respectful...

39
Emerging
38 ombharatiya/ai-system-design-guide

AI system design guide for engineers building production AI systems and evals.

39
Emerging
39 MysterionRise/ai-engineering-hub

Production-grade AI engineering patterns, examples, and best practices for...

39
Emerging
40 aisingapore/bmad-aisg-aiml

BMAD AI/ML Engineering Expansion Pack - Streamlined framework for AI...

38
Emerging
41 SalvatoreRa/ML-news-of-the-week

A collection of the the best ML and AI news every week (research, news, resources)

38
Emerging
42 startino/critino

The LLM Agent Critique Platform.

38
Emerging
43 choukha/industrial-ai-agents

Industrial AI Agents using LLMs

37
Emerging
44 microsoft-foundry/Foundry-Local-Lab

Microsoft Foundry Local - Workshop - Build AI apps locally with Foundry...

37
Emerging
45 omdivyatej/Self-Learning-Agents

A lightweight Python library that allows any LLM agent to self-improve...

36
Emerging
46 PavanMudigonda/zero-to-ai

Complete AI/ML curriculum: From Python basics to production systems. 800+...

35
Emerging
47 priyanshujiiii/awesome_Agentic_AI

Resources and references on solved and unsolved problems in agentic AI.

35
Emerging
48 pyladiesams/global-ai-bootcamp-mar2025

Azure AI workshops

35
Emerging
49 amosproj/amos2024ss06-health-ai-framework

Ailixir is an application that utilises LLMs and custom user input to...

35
Emerging
50 inference-stack-llc/electripy-studio

Production-grade Python toolkit for AI product engineering — LLM gateway,...

34
Emerging
51 kaymen99/agentic-ai-projects

Collection of generative AI projects & applications including: multiple...

33
Emerging
52 mk-knight23/AI-SDK-ECOSYSTEM

Complete AI SDK ecosystem showcasing 10 production-ready SaaS products...

33
Emerging
53 ashishbamania/Tutorials-On-Artificial-Intelligence

A collection of AI tutorials from Dr. Ashish Bamania

32
Emerging
54 jxareas/oracle-ai-vector-search

Solutions & Material from Oracle AI Vector Search Certification.

32
Emerging
55 macespinoza/gcp-ai-agent-starter-kit

Starter kit to deploy LLM agents with memory and RAG using LangChain,...

31
Emerging
56 Huangjian2013/ai-demo

AI Demo 项目,一个专门为希望学习和探索人工智能(AI)技术的开发者准备的实战案例集合。

31
Emerging
57 contacttimowolf-netizen/innovation-intelligence-suite

This project explores how AI/ML can accelerate insight generation for R&D...

31
Emerging
58 zackiles/ia-for-ai

Applied linguistic systems and information architecture for AI in the workplace

30
Emerging
59 Premji-Invest-Labs/am1

AM1 – A personalized web application for conducting DeepResearch with any...

30
Emerging
60 jtgsystems/DRIVER-UPDATER---WINDOWS

🔧 Windows driver updater - Automatic driver detection, download & installation tool

28
Experimental
61 pixagan/laeyerz

Layerz is an Open-Source framework to build AI LLM Workflows and Agents with...

28
Experimental
62 ananttripathi/PGP-Applied-AI-Agentic-AI-IIITB

Applied AI and Agentic AI project repository from the IIIT Bangalore PGP...

27
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63 daboi2331/ai-agents-masterclass

🤖 Build AI agents to transform businesses and create powerful software with...

27
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64 imran-siddique/agentic-architecture

Comprehensive guide to building production AI agent systems - Scale by...

26
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65 ZHANG-AOXIANG/IBM-AI-Engineering-Coursera

A collection of hands-on labs and projects from the IBM AI Engineering...

26
Experimental
66 Narasimha-kambham/agentic-ai-learning-series

A 7-part practical notebook series exploring LLMs, RAG, LangChain, CrewAI,...

25
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67 JosefAlbers/Roy

Roy: A lightweight, model-agnostic framework for crafting advanced...

25
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68 balavenkatesh3322/free-ai-certification

Your one-stop repository for 100% free, high-quality AI certifications...

25
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69 OpenSymbolicAI/examples-py

Examples for OpenSymbolic AI Python

24
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70 iMelonArt/AI-CodePlaybook

AI CodePlaybook contains a series of POVs for iMelonArt's AI MVP and help...

24
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71 racksync/workshop-ai

LLM Workshop Materials

24
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72 FawwazRaza/AI-projects

AI Projects repository! This repository serves as a collection of my latest...

24
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73 Youss2f/Deep-Learning-Portfolio

A collection of labs in deep learning and Flutter: CNN-based pneumonia...

24
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74 serkannpolatt/REAL-LIFE-AI-PROJECTS

This repository contains practical AI projects applying machine learning...

23
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75 chyu-wissfi/aether-llmops-platform

A full-stack Python LLMOps platform. Issues and contributions are welcome. ...

23
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76 fcyber-labs/ai-engineering-hub

A collection of LLM-powered Real-World applications and projects

23
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77 RayeesYousufGenAi/awesome-llm-apps

Production-ready LLM applications and AI agents built with Python,...

22
Experimental
78 brightboateng/.Industrial-LLM-Agents

🚀 Enhance industrial operations with safe, observable LLM agents for sectors...

22
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79 obielin/awesome-responsible-ai-apps

A curated collection of practical AI apps built with explainability,...

22
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80 Aryan99445/AI-Projects

A collection of AI/ML projects built with Python.

22
Experimental
81 fbenkhelifa/ai-school-website

Canonical AI School Website repository: multi-agent RAG educational platform...

22
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82 eva-foundry/54-ai-engineering-hub

AI Engineering Hub - 93+ production-ready AI projects, tutorials, and...

22
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83 osama-ata/MAICEN2511

This repository contains the assignments for the Master's in AI for...

22
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84 pixagan/laeyerz-examples

Examples of how to use the Laeyerz AI workflow and Agent builder

22
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85 bishwaghimire/ai-learning-roadmaps

A complete, structured hub for learning Artificial Intelligence — covering...

22
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86 cmangun/fde-reference-architectures

Reference architectures and engagement playbooks for production AI deployments

22
Experimental
87 Rowusuduah/llm-sentry

Unified AI Reliability Platform. One install, 12 diagnostic engines....

22
Experimental
88 balavenkatesh3322/AIExperimentHub

A growing collection of AI projects exploring LLM, Agents, RAG using...

22
Experimental
89 triumphal-io/datafactory

Spreadsheet AI

22
Experimental
90 niloydebbarma-code/niloydebbarma-code

AI research, intelligent systems, and practical machine learning projects by...

22
Experimental
91 theshivamlko/flutter_firebase_ai_logic_ai_agents

Flutter AI Agents is a project which Flutter app with Firebase Ai Logic.

22
Experimental
92 tysoncung/ai-platform-aws

AI Platform on AWS — Multi-provider gateway, RAG, agents, dashboard. 6...

22
Experimental
93 KnVark/dojutsu-for-ai

Enable AI models to access, query, and retrieve knowledge using a robust...

21
Experimental
94 ManuelPalermo/dev-playground

Environment to explore AI/DL algorithms, with experiments and results. |...

21
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95 burn-tokens/ai-infra-guide

Everything they don't teach you about running AI in production. Real costs,...

21
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96 agiens/worldmodel

The World Model is a framework to train agiens to understand and engineer...

21
Experimental
97 sathish15g/agents-playground

This repository contains several small example projects and experiments for...

21
Experimental
98 yeemio/owl-github-intel

Evidence-led AI development ecosystem research trails and intelligence...

21
Experimental
99 joaorossi15/requirements-to-us

Ethical requirements to ethical user stories

21
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100 RAGsToRichAIs-PESU-IO/agent-interact

A small demo web platform for marketing the course

21
Experimental
101 Zonglee/aie_sprint_2026

A 120-day intensive sprint of AI Engineering. Building a production-ready,...

21
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102 duxai-project/ai-engineering-playbook

AI engineering notes and production experiments.

21
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103 abdullahsindhu/THE-IMPOSSIBLE-QUESTIONS

❓ Explore profound questions humanity has pondered, inviting future AI to...

21
Experimental
104 eva-foundry/29-foundry

Placeholder for future foundry integration

21
Experimental
105 vortex007-YS/seinfo-minicurso-criacao-agentes-ia

🤖 Build an AI agent to answer document-based questions using LLMs, vector...

21
Experimental
106 buithanhdam/maowrag-ai-research

This repository is dedicated to the daily research and practical application...

21
Experimental
107 rusliksu/ai-learning

AI/ML learning: from fundamentals to production RAG and multi-agent systems

21
Experimental
108 lidiadeveloper/my-ai-engineer-roadmap

Hands-on AI/ML Engineer roadmap with weekly deliverables: Python notebooks,...

21
Experimental
109 digitalvarsha/niloydebbarma-code

🤖 Explore dynamic AI solutions and intelligent systems through practical...

21
Experimental
110 michelmazza/homelab-infrastructure-portfolio

Production-grade infrastructure & AI/ML systems portfolio. HashiCorp Nomad...

21
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111 nitin27may/ai-resources

Comprehensive collection of AI concepts, research findings, and practical...

21
Experimental
112 kimsanguine/AI_Human

초급자를 위한 AI Engineer 100일 커리큘럼 — Python부터 RAG까지 + 매일 AI 뉴스 자동 큐레이션

21
Experimental
113 keugenek/ai-research-papers

Pre-prints and research papers on artificial intelligence, large language...

21
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114 Draichi/formula1-AI

AI + Formula 1 = 🔥🧑‍💻

21
Experimental
115 cryptokid980/homelab-2-prod-ai-golden-path

This is a golden path (opinionated shortcut) to explore AI from local...

20
Experimental
116 SaharZargarzadeh/aws-agentic-ai-workshop

Repo from AWS GenAI workshop—build cost-efficient agentic LLM systems using...

20
Experimental
117 abduulrahmankhalid/NTI-AAICV-Projects

A curated portfolio showcasing advanced AI, machine learning, and...

20
Experimental
118 junwoojeong100/azure-intelligent-app-labs

Labs for Prompt Engineering, AutoGen, AI Agents, Vibe Coding, GitHub...

20
Experimental
119 karenwky/hugging-face-agents-course

🤗Archive of follow-along notebooks and demos, with additional trials.

19
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120 GengGao/hackathon-agent

Zero to Hero Hackathon Local Agent

19
Experimental
121 dexmac221/InSearchOfAnAuthor

Multi-agent LLM system for collaborative book writing inspired by...

19
Experimental
122 jtgsystems/The-Ultimate-Bat-File

🦇 Ultimate batch file collection - Essential Windows automation scripts & utilities

19
Experimental
123 thekishandev/AI-Agents

This repository contains my personal documentation and learning journey...

19
Experimental
124 isaccanedo/awesome-llm-apps

:star: Collection of awesome LLM apps with AI Agents and RAG using OpenAI,...

19
Experimental
125 hereandnowai/sathyabama-be-cse-ai-pt1-07-2025-hands-on-professional-training-on-genai-and-ai-agents

Hands-on training (July 2025) at Sathyabama Univ on GenAI & AI Agents. Learn...

18
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126 IlyesBaccour/free-ai-certification

Discover free AI certifications and courses with our interactive web app....

18
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127 renoyuan/AinA

all in AI

18
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128 itsadi1/Agentic-AI

This project explores architectures that enable intelligent, autonomous...

18
Experimental
129 CicadAI-dev/InCA

InCA: In-context Continual Learning Assisted by an External Continual Learner

18
Experimental
130 azminewasi/AyaFestPe

Developing AyaFestPe, A Multi-lingual and Multi-cultural Festival Exploration Guide

18
Experimental
131 jesfra929/agentic-ai-learning-series

🛠️ Explore hands-on notebooks to master LLMs, RAG, LangChain, CrewAI, and...

17
Experimental
132 JaimeLucena/04-ai-learning-projects

7 production-ready AI applications showcasing advanced LangChain, LangGraph,...

17
Experimental
133 immortals-ume/AI-Enginneering

An AI engineering project focused on building and evaluating machine...

17
Experimental
134 geyuxu/learning-notes

Markdown notes + Jupyter labs (personal learning KB)

17
Experimental
135 Abhinandan-Khurana/Null-Bangalore-Meetup-Feb-15-2025

Simplifying Security with Local AI Agents

17
Experimental
136 edumgt/AI-Korean-Education-Counsel

AI Education Counsel

17
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137 jtgsystems/PYTHON-BEST-PRACTICES-2025

🐍 Python best practices guide 2025 - Modern coding standards, patterns &...

16
Experimental
138 arndvs/The-AI-Engineering-Bootcamp

A 10-week intensive bootcamp focused on building production-ready AI agent...

16
Experimental
139 ElMoorish/ai-engineer-vault

🚀 The Definitive Field Manual for AI Engineering. 12 chapters covering RAG,...

16
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140 jtgsystems/WEBSITE-SOPS

📋 Website SOPs - Standard operating procedures for web development

15
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141 ericroy561/Amazon-MLA-C01-Updated-Exam-Questions

Amazon MLA-C01 Exam cleared in the first attempt with updated exam questions...

15
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142 codebygk/learn-ai-fundamentals

Learn Artificial Intelligence by Building LLM apps and enhancing them with...

15
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143 chenweidu666/AI-Engineering-Docs

📚 DOCS | AI工程技术文档库 | AI Engineering Notes | LLM · RAG · Agent · 部署 · 微调

14
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144 duthaho/ai-in-action

For AI beginner

14
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145 vola-trebla/llm-infrastructure

Full-stack AI infrastructure - 5 projects from data ingestion to autonomous agents

14
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146 santoshiimind/AI_KNOWLEDGE_BASE

🧠 Structured learning path for developers building AI apps & GenAI solutions...

14
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147 sumitdas1984/phidata-agentic-ai-demos

AI agent implementations using **Phidata** framework.

14
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148 ksbisht941/ai-engineer

A complete AI & ML Engineering lab: Python foundations, NumPy, Pandas,...

14
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149 Naresh1401/GEN-AI-roadmap

10-week hands-on GenAI mastery curriculum: Transformers, LLMs, RAG,...

14
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150 abdul4rehman215/Hugging-Face-AI-Learning-Portfolio

A documentation-first portfolio of my Hugging Face learning journey,...

14
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151 hoax12/Alfie

AI MindMap generator

14
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152 harshdotcom/ai-periodic-table

An interactive periodic table of AI models, tools, frameworks, and concepts...

14
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153 Fahadfk/AI_deployment

Comprehensive guide to FastAPI, Pydantic, and SQLAlchemy for AI engineers....

14
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154 musamaanjum/ai-engineer-roadmap

A complete roadmap to become an AI/LLM Engineer in 2026. Free & paid...

14
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155 CodeBy-HP/agentic-ai-projects

A collection of hands-on Agentic AI projects exploring LLM agents, RAG, and...

14
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156 SAKET-SK/Full_Stack_AI_with_Python

My notes from Full Stack AI with Python Course from Udemy : by Hitesh...

13
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157 RKiddle/DP-100-Mini-Projects

Project-based DP-100 study toolkit with reproducible Azure ML workflows,...

13
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158 fouratmansouri/Auditron

This project, Auditron, was created as part of the Challenge-Based Learning...

13
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159 Aditya1upreti/20-Days-of-AI-ML

20-day intensive AI/ML roadmap covering Machine Learning, Deep Learning,...

13
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160 adhytiarachman/AI_testing101

🤖 Explore hands-on experiments with open-source AI frameworks, showcasing...

13
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161 Rickcau/vendor-contracts-gen-ai

Vendor Contracts GenAI Solution

13
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162 mykounityadmin/Amazon-MLA-C01-Updated-Exam-Questions

📚 Access updated Amazon MLA-C01 exam questions and practice resources to...

13
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163 ortus-boxlang/bx-ai-docs

BoxLang AI Docs

13
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164 ransharirodrigo/Applied-AI-Engineering

🧠 Hands-on AI Engineering roadmap: LLM Foundations, Prompt Patterns, RAG,...

13
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165 inigokintana/homelab-2-prod-golden-path-AI-electrical-consume-weather

This is a golden path (opinionated shortcut) to explore AI from local...

13
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166 Jason26214/ai-engineering-handbook

A practical AI engineering guide for backend developers — from LLM basics to...

13
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167 inity13/ai-builder-pro

AI Builder Pro - Production LLM application frameworks, RAG pipelines, and...

13
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168 purpletrainwreck/Complete-guide-for-secure-boot-on-Arch-Linux-with-rEFInd

Provide a clear, step-by-step guide to enable Secure Boot with module...

13
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169 Arnav-Ajay/Arnav-Ajay

Building AI systems from first principles, focusing on retrieval,...

13
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170 udaydhanush0207/AGENTIC_AI

Agentic AI + LLM systems portfolio (RAG, tool use, automation, deployments)

13
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171 amitprajapati08/LearnMate-AI-Project

IBM AI & Cloud Internship Final Project – Agentic AI for Personalized Course Pathways

13
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172 SannidhyaDas/AI_testing101

Practical use cases and experiments with open-source AI frameworks for...

13
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173 apurv912/AI_Projects

AI PM Portfolio — RAG Microbuild Ladder (PM-first): citations, reranking,...

13
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174 TomasrRodrigues/AI-Handbook

A collection of my personal notes and summaries as I explore the world of...

13
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175 NotebookAI/ai-wiki

An AI/LLM/RAG/Agent glossary for everyone interested in AI | AI...

13
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176 zotko/aws-bedrock-study-guide

Amazon Bedrock Complete Study Guide for AWS AI Practitioner (AIF-C01), ML...

13
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177 convoluted-m/AIE-Certification-Challenge

Prototype of my DreamNest app for personal dream exploration. Build for the...

13
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178 In1a/AngleLab-Explore

🎯 Explore AngleLab, an end-to-end system for generating and refining ideas...

13
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179 HowestAILab/workshop-private-agentic-ai

🤖🕵️ Workshop about private agentic AI

12
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180 morty649/RAG_and_Agentic_AI_Implementation_Suite

A repo consisting of all the different RAG and Agentic AI implementatins

12
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181 aditya452007/Ai-Agents

This repository showcases a variety of AI agent implementations, ranging...

12
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182 DavoCoder/ai-lab

An experimental platform for technical users to explore various AI concepts...

12
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183 dhanushhhhh01/llm-agent-toolkit

Modular Python LLM agent framework with RAG, tool use, and multi-provider...

11
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184 chuongmep/omniclass-ai

demo in blog how ai help understand omniclass

11
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185 praevalis/infosys-project-submission

This repository features the final submission for the AI&ML Internship...

11
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186 rezart95/ai

A repository for learning (RAG) and AI agents, drawing directly from...

11
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187 Denilson-Mattos-Alvarez/12_month_production_apps

12 month programming app

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188 zocomputer/substrate-examples

Substrate examples

10
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189 DressMe-AI/awesome-dressmeai

Contains the links and descriptions of the DressMe.AI app inc. Frontend...

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