Building Data-Driven Applications with LlamaIndex: A practical guide to retriev...

16 Views | 0 Comments | Posted in: eBooks
10
May
2024

Building Data-Driven Applications with LlamaIndex: A practical guide to retriev...


pdf | 19.73 MB | English | Isbn:9781835089507 | Author: Andrei Gheorghiu | Year: 2024


About ebook: Building Data-Driven Applications with LlamaIndex: A practical guide to retrieval-augmented generation (RAG) to enhance LLM applications

Solve real-world problems easily with artificial intelligence (AI) using the LlamaIndex data framework to enhance your LLM-based Python applications
• Examine text chunking effects on RAG workflows and understand security in RAG app development

• Discover chatbots and agents and learn how to build complex conversation engines

• Build as you learn by applying the knowledge you gain to a hands-on project

Generative AI, such as Large Language Models (LLMs) possess immense potential. These models simplify problems but have limitations, including contextual memory constraints, prompt size issues, real-time data gaps, and occasional "hallucinations." With this book, you'll go from preparing the environment to gradually adding features and deploying the final project. You'll gradually progress from fundamental LLM concepts to exploring the features of this framework. Practical examples will guide you through essential steps for personalizing and launching your LlamaIndex projects. Additionally, you'll overcome LLM limitations, build end-user applications, and acquire skills in ingesting, indexing, querying, and connecting dynamic knowledge bases, covering Generative AI and LLM, as well as LlamaIndex deployment. As you approach the conclusion, you'll delve into customization, gaining a holistic grasp of LlamaIndex's capabilities and applications. By the end of the book, you'll be able to resolve challenges in LLMs and build interactive AI-driven applications by applying best practices in prompt engineering and troubleshooting Generative AI projects.
• Understand the LlamaIndex ecosystem and common use cases

• Master techniques to ingest and parse data from various sources into LlamaIndex

• Discover how to create optimized indexes tailored to your use cases

• Understand how to query LlamaIndex effectively and interpret responses

• Build an end-to-end interactive web application with LlamaIndex, Python, and Streamlit

• Customize a LlamaIndex configuration based on your project needs

• Predict costs and deal with potential privacy issues

• Deploy LlamaIndex applications that others can use

This book is for Python developers with basic knowledge of natural language processing (NLP) and LLMs looking to build interactive LLM applications. Experienced developers and conversational AI developers will also benefit from the advanced techniques covered in the book to fully unleash the capabilities of the framework.


Note:
Only Registed user can add comment, view hidden links and more, please register now
At 0dayhome.net, you'll find a vast collection of educational and informative tutorials to help you enhance your skills and knowledge in various fields. Our tutorials section serves as a valuable resource for beginners and experts alike, providing step-by-step guides, tips, and tricks on subjects such as technology, design, programming, photography, and much more. Whether you're looking to expand your professional repertoire or simply indulge in a new hobby, 0dayhome.net has got you covered. Why choose 0dayhome.net for all your tutorial needs? Here are a few reasons: Diverse Topics: Our platform offers a diverse range of tutorials, catering to various interests and skill levels. From learning the basics of coding to mastering advanced graphic design techniques, our tutorials cover it all. Easy-to-Follow Guides: We understand the importance of clear and concise instructions. Our tutorials are meticulously crafted with simplicity in mind, allowing you to easily grasp complex concepts and apply your newfound knowledge. Comprehensive Content: Whether you're a beginner seeking introductory tutorials or an expert looking for advanced techniques, our comprehensive collection has tutorials for every level of expertise. Take your skills to the next level with 0dayhome.net . Regular Updates: We frequently update our tutorials section, ensuring that you have access to the latest trends and techniques in your chosen field. Stay ahead of the curve and expand your knowledge with our up-to-date content. Community Engagement: Join our thriving community of learners and experts to connect, share insights, and seek guidance. Interact with fellow enthusiasts, exchange ideas, and strengthen your skills through collaboration. Free Access: Yes, you read it right! 0dayhome.net offers free access to its tutorials section. Learn and grow without any financial constraints. So, whether you're an aspiring programmer, a budding designer, or simply curious about exploring new subjects, 0dayhome.net tutorials are your go-to resource. Visit our website today and embark on a journey of continuous learning and improvement.
все шаблоны для dle на сайте шаблоны dle 11.2 скачать