learn-ai-engineering  by ashishps1

This repository provides a curated, comprehensive collection of free online resources for learning AI Engineering, Machine Learning, and Large Language Models (LLMs) from foundational mathematics to advanced deployment. It targets aspiring and practicing engineers seeking a structured path to mastering modern AI technologies.

How It Works

The project acts as a meta-resource, aggregating links to high-quality, free educational materials from reputable sources like Coursera, Deeplearning.ai, Hugging Face, and university courses. It organizes these resources into logical learning paths covering mathematical foundations, core ML, deep learning, NLP, generative AI, LLMs, AI agents, MLOps, and prompt engineering.

Quick Start & Requirements

No installation is required. This is a curated list of external resources.

• Resources: ashishps1/learn-ai-engineering

Highlighted Details

• Covers a broad spectrum from foundational math to advanced LLM agents and MLOps.
• Includes links to key papers like "Attention Is All You Need" and "GPT-3".
• Features practical frameworks like LangChain, LlamaIndex, and Ollama.
• Offers guidance on prompt engineering and Retrieval-Augmented Generation (RAG).

Maintenance & Community

This is a static collection of links. No active development or community interaction is indicated.

Licensing & Compatibility

The repository itself is licensed under the MIT License, permitting free use and distribution. The linked external resources are subject to their respective licenses and terms of service.

Limitations & Caveats

As a curated list, the quality and availability of external resources are subject to change. The "free" nature of some linked courses may require account creation or have time-limited access.