Tauseef FayyazChapter 05
Embeddings and retrieval (RAG)
Retrieval-augmented generation finds the most relevant pieces of your own data and puts them in the prompt, so answers are grounded in current, private information the model was never trained on.
7 concepts locked
6 more chapters, 42 more concepts, free with an account.
You have read the open chapters of the LLM APIs sheet. Every concept it covers is listed above, and an account opens the rest of them, the examples, the pitfalls and the whole library alongside it. Early access is open: sign up and your account is active shortly after.
Everything here is free to learn from. A few things, like adding a roadmap, keeping a cheat sheet or asking Tauseef a question, use credits. You get 15 when you join, your first roadmap is free, and if you are learning seriously and run out, you can ask for more. Credits only make sure the platform goes to people who are actually learning.