YouTube tutorials
Data Independent AI tutorials
Beginner to intermediate
Use this when you want Greg Kamradt's material for rag and related AI skills.
AI educator
Data Independent AI tutorials
Practical walkthroughs for retrieval, LLM application patterns, and common developer questions.
Start with: Search the channel for the RAG or LangChain workflow you are building.
YouTube tutorials
Beginner to intermediate
Use this when you want Greg Kamradt's material for rag and related AI skills.
Developers learning RAG and LLM apps should start here when they need rag, llm apps, prompting, and evaluation. The strongest fit is a learner who wants material in these formats: youtube tutorials, code walkthroughs.
Search the channel for the RAG or LangChain workflow you are building. After that, open one related resource below and write down the exact workflow, concept, or implementation pattern you want to apply.
Practical walkthroughs for retrieval, LLM application patterns, and common developer questions. Use this profile when you are comparing educators by topic, level, format, and practical usefulness rather than browsing random AI content.
Compare the skill coverage, the starting recommendation, the educator's own resources, and any videos when available. If you need rag, search the directory for that skill and shortlist three profiles before committing to a course, book, or playlist.
| Resource | Kind | Level | Use when |
|---|---|---|---|
|
ChatGPT Prompt Engineering for Developers
DeepLearning.AI
|
Short course | Beginner | You want a short, structured intro to prompting for software tasks. |
|
OpenAI Cookbook
OpenAI
|
GitHub repo | Beginner to advanced | You need implementation examples rather than theory. |
|
Learn Prompting
Sander Schulhoff
|
Guide | Beginner to intermediate | You need a broad prompt engineering reference. |
|
Prompt Engineering Guide
DAIR.AI
|
Guide | Beginner to advanced | You want examples of prompting techniques and patterns. |
|
AI SDK v6 Crash Course
Matt Pocock
|
Workshop | Intermediate | You want a structured AI SDK v6 course that covers model choice, text and object generation, UI streams, agents, persistence, context engineering, evals, and advanced app patterns. |
|
The AI Engineer Roadmap
Matt Pocock
|
Free tutorial | Beginner to intermediate | You want a guided path through core AI concepts, model selection, the AI engineering mindset, evals, and techniques for improving LLM-powered apps. |
|
LLM Evals
Hamel Husain
|
Guide | Intermediate | Your AI app needs quality checks before users see it. |
|
Building and Evaluating Advanced RAG Applications
DeepLearning.AI
|
Short course | Intermediate | You already know basic RAG and need better retrieval, evaluation, and production-quality patterns. |
|
LangChain for LLM Application Development
DeepLearning.AI
|
Short course | Beginner to intermediate | You want a fast introduction to building LLM applications with chains, retrieval, and tools. |
|
GPT-5.5 prompting guide
OpenAI
|
Guide | Intermediate | You want the official prompting adjustments for GPT-5.5 instead of reusing older GPT-4 or GPT-5 prompt habits unchanged. |
|
OpenAI model optimization
OpenAI
|
Guide | Intermediate | You need a practical optimization loop across prompt changes, evals, and fine-tuning rather than guessing which knob to turn next. |
|
OpenAI Retrieval guide
OpenAI
|
Guide | Intermediate | You need the official path for file search, retrieval, and grounded answers before designing a RAG stack. |