August 3, 2026
RAG from First Principles
RAG from First Principles | 40.21 MB
Title: RAG from First Principles
Author: Jia Huang
Category: Nonfiction, Computers, Advanced Computing, Natural Language Processing, Database Management, Data Processing, Artificial Intelligence
Language: English | 492 Pages | ISBN: 9781835888674
Description:
A rigorous, code-first guide to RAG engineering by a bestselling AI author. Master data ingestion, chunking, embeddings, vector storage, hybrid retrieval, reranking, and evaluation from the ground up.Free with your book: DRM-free PDF version + access to Packt’s next-gen Reader*Key FeaturesEngineer RAG systems layer by layer, from ingestion to evaluation
Master hybrid retrieval, reranking, and index optimization strategies
Learn through a dialogue-driven, code-first teaching style used by 10,000+ of students
Book DescriptionMost developers can spin up a RAG pipeline in an afternoon using LangChain or LlamaIndex. Far fewer understand why retrieval fails or how to fix it. This book is for those who want to go deeper.RAG From First Principles dismantles the retrieval-augmented generation stack layer by layer, explaining how documents are ingested and parsed, why chunking strategy directly impacts answer quality, how embedding models encode meaning,…
A rigorous, code-first guide to RAG engineering by a bestselling AI author. Master data ingestion, chunking, embeddings, vector storage, hybrid retrieval, reranking, and evaluation from the ground up.Free with your book: DRM-free PDF version + access to Packt’s next-gen Reader*Key Features
Book DescriptionMost developers can spin up a RAG pipeline in an afternoon using LangChain or LlamaIndex. Far fewer understand why retrieval fails or how to fix it. This book is for those who want to go deeper.RAG From First Principles dismantles the retrieval-augmented generation stack layer by layer, explaining how documents are ingested and parsed, why chunking strategy directly impacts answer quality, how embedding models encode meaning,…
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