Building Data Driven Applications With Llamaindex

Author : Andrei Gheorghiu
Publisher : Packt Publishing Ltd
ISBN 13 : 1805124404
Total Pages : 368 pages
Book Rating : 4.05/5 ( download)

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Download or read book Building Data-Driven Applications with LlamaIndex written by Andrei Gheorghiu and published by Packt Publishing Ltd. This book was released on 2024-05-10 with total page 368 pages. Available in PDF, EPUB and Kindle. Book excerpt: Solve real-world problems easily with artificial intelligence (AI) using the LlamaIndex data framework to enhance your LLM-based Python applications Key Features 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 Book DescriptionDiscover the immense potential of Generative AI and Large Language Models (LLMs) with this comprehensive guide. Learn to overcome LLM limitations, such as contextual memory constraints, prompt size issues, real-time data gaps, and occasional ‘hallucinations’. Follow practical examples to personalize and launch your LlamaIndex projects, mastering skills in ingesting, indexing, querying, and connecting dynamic knowledge bases. From fundamental LLM concepts to LlamaIndex deployment and customization, this book provides a holistic grasp of LlamaIndex's capabilities and applications. By the end, you'll be able to resolve LLM challenges and build interactive AI-driven applications using best practices in prompt engineering and troubleshooting Generative AI projects.What you will learn 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 Who this book is for 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.

Author : Wladislav Cugunov
Publisher : Packt Publishing Ltd
ISBN 13 : 1805127233
Total Pages : 142 pages
Book Rating : 4.39/5 ( download)

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Download or read book Unlocking the Power of Auto-GPT and Its Plugins written by Wladislav Cugunov and published by Packt Publishing Ltd. This book was released on 2024-09-13 with total page 142 pages. Available in PDF, EPUB and Kindle. Book excerpt: Harness the revolutionary power of Auto-GPT and its plugins to transform your projects with advanced AI capabilities Key Features Discover the untapped power of Auto-GPT, opening doors to limitless AI possibilities Craft your own AI applications, from chat assistants to speech companions, with step-by-step guidance Explore advanced AI topics like Docker configuration and LLM integration for cutting-edge AI development Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionUnlocking the Power of Auto-GPT and Its Plugins reveals how Auto-GPT is transforming the way we work and live, by breaking down complex goals into manageable subtasks and intelligently utilizing the internet and other tools. With a background as a self-taught full stack developer and key contributor to Auto-GPT’s Inner Team, the author blends unconventional thinking with practical expertise to make Auto-GPT and its plugins accessible to developers at all levels. This book explores the potential of Auto-GPT and its associated plugins through practical applications. Beginning with an introduction to Auto-GPT, it guides you through setup, utilization, and the art of prompt generation. You'll gain a deep understanding of the various plugin types and how to create them. The book also offers expert guidance on developing AI applications such as chat assistants, research aides, and speech companions, while covering advanced topics such as Docker configuration, continuous mode operation, and integrating your own LLM with Auto-GPT. By the end of this book, you'll be equipped with the knowledge and skills needed for AI application development, plugin creation, setup procedures, and advanced Auto-GPT features to fuel your AI journey.What you will learn Develop a solid understanding of Auto-GPT's fundamental principles Hone your skills in creating engaging and effective prompts Effectively harness the potential of Auto-GPT's versatile plugins Tailor and personalize AI applications to meet specific requirements Proficiently manage Docker configurations for advanced setup Ensure the safe and efficient use of continuous mode Integrate your own LLM with Auto-GPT for enhanced performance Who this book is for This book is for developers, data scientists, and AI enthusiasts interested in leveraging the power of Auto-GPT and its plugins to create powerful AI applications. Basic programming knowledge and an understanding of artificial intelligence concepts are required to make the most of this book. Familiarity with the terminal will also be helpful.

Author : Josué R. Batista
Publisher : Packt Publishing Ltd
ISBN 13 : 1835087493
Total Pages : 372 pages
Book Rating : 4.97/5 ( download)

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Download or read book Learn OpenAI Whisper written by Josué R. Batista and published by Packt Publishing Ltd. This book was released on 2024-05-31 with total page 372 pages. Available in PDF, EPUB and Kindle. Book excerpt: Master automatic speech recognition (ASR) with groundbreaking generative AI for unrivaled accuracy and versatility in audio processing Key Features Uncover the intricate architecture and mechanics behind Whisper's robust speech recognition Apply Whisper's technology in innovative projects, from audio transcription to voice synthesis Navigate the practical use of Whisper in real-world scenarios for achieving dynamic tech solutions Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionAs the field of generative AI evolves, so does the demand for intelligent systems that can understand human speech. Navigating the complexities of automatic speech recognition (ASR) technology is a significant challenge for many professionals. This book offers a comprehensive solution that guides you through OpenAI's advanced ASR system. You’ll begin your journey with Whisper's foundational concepts, gradually progressing to its sophisticated functionalities. Next, you’ll explore the transformer model, understand its multilingual capabilities, and grasp training techniques using weak supervision. The book helps you customize Whisper for different contexts and optimize its performance for specific needs. You’ll also focus on the vast potential of Whisper in real-world scenarios, including its transcription services, voice-based search, and the ability to enhance customer engagement. Advanced chapters delve into voice synthesis and diarization while addressing ethical considerations. By the end of this book, you'll have an understanding of ASR technology and have the skills to implement Whisper. Moreover, Python coding examples will equip you to apply ASR technologies in your projects as well as prepare you to tackle challenges and seize opportunities in the rapidly evolving world of voice recognition and processing.What you will learn Integrate Whisper into voice assistants and chatbots Use Whisper for efficient, accurate transcription services Understand Whisper's transformer model structure and nuances Fine-tune Whisper for specific language requirements globally Implement Whisper in real-time translation scenarios Explore voice synthesis capabilities using Whisper's robust tech Execute voice diarization with Whisper and NVIDIA's NeMo Navigate ethical considerations in advanced voice technology Who this book is for Learn OpenAI Whisper is designed for a diverse audience, including AI engineers, tech professionals, and students. It's ideal for those with a basic understanding of machine learning and Python programming, and an interest in voice technology, from developers integrating ASR in applications to researchers exploring the cutting-edge possibilities in artificial intelligence.

Author : Paul Singh
Publisher : Packt Publishing Ltd
ISBN 13 : 1835080162
Total Pages : 301 pages
Book Rating : 4.60/5 ( download)

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Download or read book Generative AI for Cloud Solutions written by Paul Singh and published by Packt Publishing Ltd. This book was released on 2024-04-22 with total page 301 pages. Available in PDF, EPUB and Kindle. Book excerpt: Explore Generative AI, the engine behind ChatGPT, and delve into topics like LLM-infused frameworks, autonomous agents, and responsible innovation, to gain valuable insights into the future of AI Key Features Gain foundational GenAI knowledge and understand how to scale GenAI/ChatGPT in the cloud Understand advanced techniques for customizing LLMs for organizations via fine-tuning, prompt engineering, and responsible AI Peek into the future to explore emerging trends like multimodal AI and autonomous agents Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionGenerative artificial intelligence technologies and services, including ChatGPT, are transforming our work, life, and communication landscapes. To thrive in this new era, harnessing the full potential of these technologies is crucial. Generative AI for Cloud Solutions is a comprehensive guide to understanding and using Generative AI within cloud platforms. This book covers the basics of cloud computing and Generative AI/ChatGPT, addressing scaling strategies and security concerns. With its help, you’ll be able to apply responsible AI practices and other methods such as fine-tuning, RAG, autonomous agents, LLMOps, and Assistants APIs. As you progress, you’ll learn how to design and implement secure and scalable ChatGPT solutions on the cloud, while also gaining insights into the foundations of building conversational AI, such as chatbots. This process will help you customize your AI applications to suit your specific requirements. By the end of this book, you’ll have gained a solid understanding of the capabilities of Generative AI and cloud computing, empowering you to develop efficient and ethical AI solutions for a variety of applications and services.What you will learn Get started with the essentials of generative AI, LLMs, and ChatGPT, and understand how they function together Understand how we started applying NLP to concepts like transformers Grasp the process of fine-tuning and developing apps based on RAG Explore effective prompt engineering strategies Acquire insights into the app development frameworks and lifecycles of LLMs, including important aspects of LLMOps, autonomous agents, and Assistants APIs Discover how to scale and secure GenAI systems, while understanding the principles of responsible AI Who this book is for This artificial intelligence book is for aspiring cloud architects, data analysts, cloud developers, data scientists, AI researchers, technical business leaders, and technology evangelists looking to understanding the interplay between GenAI and cloud computing. Some chapters provide a broad overview of GenAI, which are suitable for readers with basic to no prior AI experience, aspiring to harness AI's potential. Other chapters delve into technical concepts that require intermediate data and AI skills. A basic understanding of a cloud ecosystem is required to get the most out of this book.

Author : Olivier Caelen
Publisher : "O'Reilly Media, Inc."
ISBN 13 : 1098168062
Total Pages : 299 pages
Book Rating : 4.63/5 ( download)

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Download or read book Developing Apps with GPT-4 and ChatGPT written by Olivier Caelen and published by "O'Reilly Media, Inc.". This book was released on 2024-07-10 with total page 299 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book provides an ideal guide for Python developers who want to learn how to build applications with large language models. Authors Olivier Caelen and Marie-Alice Blete cover the main features and benefits of GPT-4 and GPT-3.5 models and explain how they work. You'll also get a step-by-step guide for developing applications using the OpenAI Python library, including text generation, Q&A, and smart assistants. Written in clear and concise language, Developing Apps with GPT-4 and ChatGPT includes easy-to-follow examples to help you understand and apply the concepts to your projects. Python code examples are available in a GitHub repository, and the book includes a glossary of key terms. Ready to harness the power of large language models in your applications? This book is a must. You'll learn: Fundamentals and benefits of GPT-4 and GPT-3.5 models, including the main features and how they work How to integrate these models into Python-based applications, leveraging natural language processing capabilities and overcoming specific LLM-related challenges Examples of applications demonstrating the OpenAI API in Python for tasks including text generation, question answering, content summarization, classification, and more Advanced LLM topics such as prompt engineering, fine-tuning models for specific tasks, RAG, plug-ins, LangChain, LlamaIndex, GPTs, and assistants Olivier Caelen is a machine learning researcher at Worldline and teaches machine learning courses at the University of Brussels. Marie-Alice Blete, a software architect and data engineer in Worldline's R&D department, is interested in performance and latency issues associated with AI solutions.

Author : Noel Jerke
Publisher : Apress
ISBN 13 : 1430211121
Total Pages : 417 pages
Book Rating : 4.29/5 ( download)

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Download or read book Building Database Driven Flash Applications written by Noel Jerke and published by Apress. This book was released on 2003-10-01 with total page 417 pages. Available in PDF, EPUB and Kindle. Book excerpt: Two authors demonstrate techniques for controlling flash web front ends with data from database repositories.

Author : Anand Vemula
Publisher : Anand Vemula
ISBN 13 :
Total Pages : 26 pages
Book Rating : 4./5 ( download)

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Download or read book LangChain & LlamaIndex: A Practical Guide written by Anand Vemula and published by Anand Vemula. This book was released on with total page 26 pages. Available in PDF, EPUB and Kindle. Book excerpt: "LangChain & LlamaIndex: A Practical Guide" is an insightful exploration into the world of blockchain technology and its applications within the emerging cryptocurrency market. Authored by leading experts in the field, this book offers a comprehensive overview of LangChain, a cutting-edge blockchain platform, and LlamaIndex, a unique cryptocurrency index. Readers are taken on a journey through the intricacies of LangChain, learning about its architecture, functionality, and potential uses in various industries. From its secure decentralized network to its smart contract capabilities, the book provides clear explanations and practical examples to help readers grasp the fundamentals of this innovative technology. In parallel, the book delves into the fascinating realm of the LlamaIndex, a benchmark for tracking the performance of cryptocurrencies. Through detailed analysis and case studies, readers gain valuable insights into how the LlamaIndex is constructed, its methodology for selecting and weighting cryptocurrencies, and its significance in the broader financial landscape. More than just a theoretical exploration, "LangChain & LlamaIndex: A Practical Guide" equips readers with the knowledge and tools they need to navigate the rapidly evolving world of blockchain and cryptocurrencies. Whether you're a novice looking to understand the basics or a seasoned investor seeking to stay ahead of the curve, this book offers invaluable guidance for leveraging LangChain and interpreting the LlamaIndex to make informed decisions in the digital asset space. With its accessible language, real-world examples, and actionable advice, this book is a must-read for anyone interested in unlocking the potential of blockchain technology and cryptocurrency investing.

Author : Shahram Latifi
Publisher : Springer Nature
ISBN 13 : 3031565991
Total Pages : 513 pages
Book Rating : 4.91/5 ( download)

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Download or read book ITNG 2024: 21st International Conference on Information Technology-New Generations written by Shahram Latifi and published by Springer Nature. This book was released on with total page 513 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author :
Publisher : Springer Nature
ISBN 13 : 3031656474
Total Pages : 496 pages
Book Rating : 4.77/5 ( download)

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Download or read book written by and published by Springer Nature. This book was released on with total page 496 pages. Available in PDF, EPUB and Kindle. Book excerpt:

Author : George Joseph
Publisher : Universities Press
ISBN 13 : 9788173715358
Total Pages : 522 pages
Book Rating : 4.51/5 ( download)

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Download or read book Fundamentals of Remote Sensing written by George Joseph and published by Universities Press. This book was released on 2005 with total page 522 pages. Available in PDF, EPUB and Kindle. Book excerpt: This book presents the fundamental concepts covering various stages of remote sensing from data collection to end utilization, so that it can be appreciated irrespective of the discipline in which the reader has graduated. The physical principles on which remote sensing are based has been explained without getting into complicated mathematical equations.