| Record Type: |
Electronic resources
: Monograph/item
|
| Title/Author: |
Mastering retrieval-augmented generation/ by Ranajoy Bose. |
| Reminder of title: |
advanced techniques and production-ready solutions for enterprise AI / |
| Author: |
Bose, Ranajoy. |
| Published: |
Berkeley, CA :Apress : : 2025., |
| Description: |
xxxix, 820 p. :ill., digital ;24 cm. |
| [NT 15003449]: |
Part I: Foundations -- Chapter 1: Introduction to Retrieval-Augmented Generation (RAG) -- Chapter 2: Core Concepts of Retrieval-Augmented Generation (RAG) -- Chapter 3: Building a Retrieval-Augmented Generation (RAG) Application -- Part II: Core Components -- Chapter 4: Document Loaders: The Gateway to Knowledge -- Chapter 5: Text Splitters in RAG Systems -- Chapter 6: Embedding Models: Converting Text to Vectors -- Chapter 7: Vector Stores: Organizing and Retrieving Your Knwledge -- Chapter 8: Retrievers: Finding the Most Relevant Information -- Part III: Advanced Implementation -- Chapter 9: Prompt Templates: The Communication Experts that Structure Interactions with the LLM -- Chapter 10: RAG in Action: Advanced Patterns for Unstructured Data -- Chapter 11: RAG for Structured Data: Building Question-Answering Systems for SQL Databases and CSV Files -- Chapter 12: Graph RAG: Leveraging Knowledge Graphs for Enhanced Retrieval -- Chapter 13: Agentic RAG: Building Autonomous Information Systems -- Part IV: Production and Evaluation -- Chapter 14: RAG Evaluation: Measuring Quality and Performance. |
| Contained By: |
Springer Nature eBook |
| Subject: |
Natural language processing (Computer science) - |
| Online resource: |
https://doi.org/10.1007/979-8-8688-1808-0 |
| ISBN: |
9798868818080 |