Lyt når som helst, hvor som helst

Nyd den ubegrænsede adgang til tusindvis af spændende e- og lydbøger - helt gratis

  • Lyt og læs så meget du har lyst til
  • Opdag et kæmpe bibliotek fyldt med fortællinger
  • Eksklusive titler + Mofibo Originals
  • Opsig når som helst
Start tilbuddet
DK - Details page - Device banner - 894x1036

RAG-Driven Generative AI: Build custom retrieval augmented generation pipelines with LlamaIndex, Deep Lake, and Pinecone

1 Anmeldelser

5

Sprog
Engelsk
Format
Kategori

Fakta

Minimize AI hallucinations and build accurate, custom generative AI pipelines with RAG using embedded vector databases and integrated human feedback Get With Your Book: PDF Copy, AI Assistant, and Next-Gen Reader FreeKey Features • Implement RAG’s traceable outputs, linking each response to its source document to build reliable multimodal conversational agents • Deliver accurate generative AI models in pipelines integrating RAG, real-time human feedback improvements, and knowledge graphs • Balance cost and performance between dynamic retrieval datasets and fine-tuning static dataBook DescriptionRAG-Driven Generative AI provides a roadmap for building effective LLM, computer vision, and generative AI systems that balance performance and costs. This book offers a detailed exploration of RAG and how to design, manage, and control multimodal AI pipelines. By connecting outputs to traceable source documents, RAG improves output accuracy and contextual relevance, offering a dynamic approach to managing large volumes of information. This AI book shows you how to build a RAG framework, providing practical knowledge on vector stores, chunking, indexing, and ranking. You’ll discover techniques to optimize your project’s performance and better understand your data, including using adaptive RAG and human feedback to refine retrieval accuracy, balancing RAG with fine-tuning, implementing dynamic RAG to enhance real-time decision-making, and visualizing complex data with knowledge graphs. You’ll be exposed to a hands-on blend of frameworks like LlamaIndex and Deep Lake, vector databases such as Pinecone and Chroma, and models from Hugging Face and OpenAI. By the end of this book, you will have acquired the skills to implement intelligent solutions, keeping you competitive in fields from production to customer service across any project.What you will learn • Scale RAG pipelines to handle large datasets efficiently • Employ techniques that minimize hallucinations and ensure accurate responses • Implement indexing techniques to improve AI accuracy with traceable and transparent outputs • Customize and scale RAG-driven generative AI systems across domains • Find out how to use Deep Lake and Pinecone for efficient and fast data retrieval • Control and build robust generative AI systems grounded in real-world data • Combine text and image data for richer, more informative AI responsesWho this book is forThis book is ideal for data scientists, AI engineers, machine learning engineers, and MLOps engineers. If you are a solutions architect, software developer, product manager, or project manager looking to enhance the decision-making process of building RAG applications, then you’ll find this book useful.

© 2024 Packt Publishing (E-bog): 9781836200901

Release date

E-bog: 30. september 2024

Andre kan også lide...

  1. The Fourth Age: Smart Robots, Conscious Computers, and the Future of Humanity Byron Reese
  2. The Developer's Playbook for Large Language Model Security: Building Secure AI Applications Steve Wilson
  3. A Brief History of Intelligence: Why the Evolution of the Brain Holds the Key to the Future of AI Max Bennett
  4. Generative AI: The Insights You Need from Harvard Business Review Harvard Business Review
  5. Security Chaos Engineering: Sustaining Resilience in Software and Systems Aaron Rinehart
  6. Designing Machine Learning Systems: An Iterative Process for Production-Ready Applications Chip Huyen
  7. Big Data Revolution: What farmers, doctors and insurance agents teach us about discovering big data patterns Rob Thomas
  8. Competing in the Age of AI: Strategy and Leadership When Algorithms and Networks Run the World Karim R. Lakhani
  9. The Creativity Code: How AI is learning to write, paint and think Marcus du Sautoy
  10. Data Science John D. Kelleher
  11. Fundamentals of Data Engineering: Plan and Build Robust Data Systems Matt Housley
  12. AI Engineering: Building Applications with Foundation Models Chip Huyen
  13. Driven: The Race to Create the Autonomous Car Alex Davies
  14. Retrieval Augmented Generation (RAG) AI: A Comprehensive Guide to Building and Deploying Intelligent Systems with RAG Technology Et Tu Code
  15. RAG, LLM's and Prompt Engineering: A Comprehensive Guide on Retrieval-Augmented Generation (RAG) Technology, Large Language Models (LLM's), and Prompt Engineering Et Tu Code
  16. The History of the Future: Oculus, Facebook, and the Revolution That Swept Virtual Reality Blake J. Harris
  17. The Deep Learning Revolution Terrence J. Sejnowski
  18. Supremacy: Winner of the FT Business Book of the Year 2024 Parmy Olson
  19. Azure OpenAI Service for Cloud Native Applications: Designing, Planning, and Implementing Generative AI Solutions Adrian Gonzalez Sanchez
  20. LLM Universe: Building LLMs, OpenAI & Llama 2: Building LLMs, OpenAI & Llama 2: A Comprehensive Guide to Large Language Model Development, OpenAI and Meta Llama 2 Et Tu Code
  21. Thinking Better: The Art of the Shortcut Marcus du Sautoy
  22. AI for Life: 100+ Ways to Use Artificial Intelligence to Make Your Life Easier, More Productive…and More Fun! Celia Quillian
  23. Docker Essentials: Simplifying containerization : A Beginner's Guide Mike Wilson
  24. How Smart Machines Think Sean Gerrish
  25. Human + Machine, Updated and Expanded: Reimagining Work in the Age of AI H. James Wilson
  26. Future Minds: The Rise of Intelligence, from the Big Bang to the End of the Universe Richard Yonck
  27. Machines of Loving Grace: The Quest for Common Ground Between Humans and Robots John Markoff
  28. How To Talk To Robots: A Girls’ Guide To a Future Dominated by AI Tabitha Goldstaub
  29. Machine Learning Interviews: Kickstart Your Machine Learning and Data Career Susan Shu Chang
  30. On the Future: Prospects for Humanity Martin Rees
  31. Nudge: Improving Decisions About Health, Wealth, and Happiness Richard H. Thaler
  32. Conscious: A Brief Guide to the Fundamental Mystery of the Mind Annaka Harris
  33. WTF?: What's the Future and Why It's Up to Us Tim O'Reilly
  34. AI at the Edge: Solving Real-World Problems with Embedded Machine Learning Jenny Plunkett
  35. Large Language Model-Based Solutions: How to Deliver Value with Cost-Effective Generative AI Applications Shreyas Subramanian
  36. The Rules of Programming: How to Write Better Code Chris Zimmerman
  37. AI and Machine Learning for On-Device Development: A Programmer's Guide, 1st Edition Laurence Moroney
  38. AI and Machine Learning for Coders: A Programmer's Guide to Artificial Intelligence Laurence Moroney
  39. Prompt Engineering for Generative AI: Future-Proof Inputs for Reliable AI Outputs Mike Taylor
  40. Deep Learning for Finance: Creating Machine & Deep Learning Models for Trading in Python Sofien Kaabar
  41. Database Internals: A Deep Dive into How Distributed Data Systems Work, 1st Edition Alex Petrov
  42. Mastering Large Language Models with Python Raj R
  43. Graph Data Science with Python and Neo4j Timothy Eastridge
  44. Spies, Lies, and Algorithms: The History and Future of American Intelligence Amy B. Zegart
  45. Most Likely to Succeed: Preparing Our Kids for the New Innovation Era Ted Dintersmith
  46. Google Cloud Cookbook: Practical Solutions for Building and Deploying Cloud Services, 1st Edition Rui Costa

Vælg dit abonnement

  • Over 600.000 titler

  • Download og nyd titler offline

  • Eksklusive titler + Mofibo Originals

  • Børnevenligt miljø (Kids Mode)

  • Det er nemt at opsige når som helst

Flex

For dig som vil prøve Mofibo.

89 kr. /måned
  • 1 konto

  • 20 timer/måned

  • Gem op til 100 ubrugte timer

  • Eksklusivt indhold hver uge

  • Fri lytning til podcasts

  • Ingen binding

Prøv gratis
Den mest populære

Premium

For dig som lytter og læser ofte.

129 kr. /måned
  • 1 konto

  • 100 timer/måned

  • Eksklusivt indhold hver uge

  • Fri lytning til podcasts

  • Ingen binding

Start tilbuddet

Unlimited

For dig som lytter og læser ubegrænset.

149 kr. /måned
  • 1 konto

  • Ubegrænset adgang

  • Eksklusivt indhold hver uge

  • Fri lytning til podcasts

  • Ingen binding

Start tilbuddet

Family

For dig som ønsker at dele historier med familien.

Fra 179 kr. /måned
  • 2-6 konti

  • 100 timer/måned pr. konto

  • Fri lytning til podcasts

  • Kun 39 kr. pr. ekstra konto

  • Ingen binding

2 konti

179 kr. /måned
Prøv gratis