{"repo":"MuhammadIbtisam/ai-engineer-roadmap","free":true,"listed":false,"github":"https://github.com/MuhammadIbtisam/ai-engineer-roadmap","clone":"git clone https://github.com/MuhammadIbtisam/ai-engineer-roadmap.git","description":"A complete, hands-on roadmap to becoming an AI Engineer, from Python basics to production RAG, Agents, and Fine-Tuning. 10 modules, 20+ notebooks, 15 real projects. Free, open source, built for the community.","language":"Python","stars":27,"topics":["agents","ai-engineering","anthropic","fine-tuning","generative-ai","langchain","llm","machine-learning","mlops","openai"],"license":"MIT","category":"ai-agents","readme_excerpt":"🧠 AI Engineer Roadmap — From Zero to Production A complete, no-fluff, human-first guide to becoming an AI Engineer. Built for everyone: the curious beginner, the Python developer, and the engineer who wants to ship real AI systems. --- 👋 Hey, before you start — read this Most \"Learn AI\" resources do one of two things: they either throw math at you until you give up, or they hand you a ChatGPT wrapper and call it a course. This repo does neither. We start with why things work , then move to how to build them , and finally how to ship them in production . Every concept is explained in plain language first. Code comes second — and it's always Python. You don't need a PhD. You need curiosity, consistency, and this guide. --- 🗺️ The Big Picture Each stage builds on the last. Don't skip stages — the magic is in the connections. --- 📦 What's Inside This Repo # Module What You'll Learn Level Time Est. --- -------- ------------------- ------- ----------- 00 Prerequisites Python, Math, Tools setup 🟢 Beginner 1–2 weeks 00.5 What is an AI Engineer? The role, the stack, the career 🟢 Beginner 1 hour 01 Foundations How LLMs actually work 🟢 Beginner 2 weeks 02 Prompt Engineering Talk to models like an expert 🟡 Intermediate 1 week 03 LLM APIs Connect to OpenAI, Anthropic, OSS 🟡 Intermediate 1 week 04 RAG Give models long-term memory 🟡 Intermediate 2 weeks 05 Agents & Tools Build autonomous AI systems 🔴 Advanced 2 weeks 06 Fine-Tuning Customise models for your use case 🔴 Advanced 2","default_branch":null,"files":null,"tree":[],"storefront":"/r/MuhammadIbtisam","claimed":false,"request_supported":{"post":"https://gitbuyer.com/r/MuhammadIbtisam/ai-engineer-roadmap/request-supported","requests":0},"note":"indexed from public GitHub; nothing is for sale on this page. Clone it from GitHub. Paid listings live at /search."}