Developing Apps with GPT-4 and ChatGPT

Developing Apps with GPT-4 and ChatGPT PDF Author: Olivier Caelen
Publisher: "O'Reilly Media, Inc."
ISBN: 1098168062
Category : Computers
Languages : en
Pages : 299

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Book Description
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.

Developing Apps with GPT-4 and ChatGPT

Developing Apps with GPT-4 and ChatGPT PDF Author: Olivier Caelen
Publisher: "O'Reilly Media, Inc."
ISBN: 1098168062
Category : Computers
Languages : en
Pages : 299

Get Book Here

Book Description
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.

Developing Apps with GPT-4 and ChatGPT

Developing Apps with GPT-4 and ChatGPT PDF Author: Olivier Caelen
Publisher: "O'Reilly Media, Inc."
ISBN: 109815245X
Category : Computers
Languages : en
Pages : 158

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Book Description
This minibook is a comprehensive 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 ChatGPT and explain how they work. You'll also get a step-by-step guide for developing applications using the GPT-4 and ChatGPT Python library, including text generation, Q&A, and content summarization tools. 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: The fundamentals and benefits of ChatGPT and GPT-4 and how they work How to integrate these models into Python-based applications for NLP tasks How to develop applications using GPT-4 or ChatGPT APIs in Python for text generation, question answering, and content summarization, among other tasks Advanced GPT topics including prompt engineering, fine-tuning models for specific tasks, plug-ins, LangChain, and more

OpenAI API Cookbook

OpenAI API Cookbook PDF Author: Henry Habib
Publisher: Packt Publishing Ltd
ISBN: 1805125737
Category : Computers
Languages : en
Pages : 192

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Book Description
Explore the vast possibilities of integrating the ChatGPT API across various domains, from creating simple wrappers to developing knowledge-based assistants, multi-model applications, and conversational interfaces Key Features Understand the different elements, endpoints, and parameters of the OpenAI API Build tailored intelligent applications and workflows with the OpenAI API Create versatile assistants with for a multitude of tasks Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionAs artificial intelligence continues to reshape industries with OpenAI at the forefront of AI research, knowing how to create innovative applications such as chatbots, virtual assistants, content generators, and productivity enhancers is a game-changer. This book takes a practical, recipe-based approach to unlocking the power of OpenAI API to build high-performance intelligent applications in diverse industries and seamlessly integrate ChatGPT in your workflows to increase productivity. You’ll begin with the OpenAI API fundamentals, covering setup, authentication, and key parameters, and quickly progress to the different elements of the OpenAI API. Once you’ve learned how to use it effectively and tweak parameters for better results, you’ll follow advanced recipes for enhancing user experience and refining outputs. The book guides your transition from development to live application deployment, setting up the API for public use and application backend. Further, you’ll discover step-by-step recipes for building knowledge-based assistants and multi-model applications tailored to your specific needs. By the end of this book, you’ll have worked through recipes involving various OpenAI API endpoints and built a variety of intelligent applications, ready to apply this experience to building AI-powered solutions of your own.What you will learn Grasp the fundamentals of the OpenAI API Navigate the API's capabilities and limitations of the API Set up the OpenAI API with step-by-step instructions, from obtaining your API key to making your first call Explore advanced features such as system messages, fine-tuning, and the effects of different parameters Integrate the OpenAI API into existing applications and workflows to enhance their functionality with AI Design and build applications that fully harness the power of ChatGPT Who this book is for This book is perfect for developers, data scientists, AI/tech enthusiasts, citizen developers, and no-code aficionados keen on using and mastering the OpenAI API. Whether you’re a beginner or experienced professional, this book is ideal for quickly creating intelligent applications such as chatbots or content generators, through step-by-step recipes that take you from the basics of the API to creating sophisticated applications systematically. The OpenAI API is accessed with Python in this book, so familiarity with Python and APIs is preferred but not mandatory.

OpenAI GPT For Python Developers - 2nd Edition

OpenAI GPT For Python Developers - 2nd Edition PDF Author: Aymen El Amri
Publisher: Independently Published
ISBN:
Category : Computers
Languages : en
Pages : 0

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Book Description
The knowledge you'll acquire from this guide will be applicable to the current families of GPT models (GPT-3, GPT-3.5, GPT-4, etc.) and will likely also be relevant to GPT-5, should it ever be released. OpenAI provides APIs (Application Programming Interfaces) to access their AI. The goal of an API is to abstract the underlying models by creating a universal interface for all versions, allowing users to use GPT regardless of its version. This guide aims to provide a comprehensive, step-by-step tutorial on how to utilize GPT-3.5 and GPT-4 in your projects via this API. It also covers other models, such as Whisper and Text-to-Speech. If you're developing a chatbot, an AI assistant, or a web application that utilizes AI-generated data, this guide will assist you in achieving your objectives. If you have a basic understanding of the Python programming language and are willing to learn a few additional techniques, such as using Pandas Dataframes and some NLP methods, you possess all the necessary tools to start building intelligent systems with OpenAI tools. Rest assured, you don't need to be a data scientist, machine learning engineer, or AI expert to comprehend and implement the concepts, techniques, and tutorials presented in this guide. The explanations provided are straightforward and easy to understand, featuring simple Python code, examples, and hands-on exercises. This guide emphasizes practical, hands-on learning and is designed to assist readers in building real-world applications. It is example-driven and provides numerous practical examples to help readers understand the concepts and apply them to real-life scenarios to solve real-world problems. By the end of your learning journey, you will have developed applications such as: Fine-tuned, domain-specific chatbots. An intelligent conversational system with memory and context. A semantic modern search engine using RAG and other techniques. An intelligent coffee recommendation system based on your taste. A chatbot assistant to assist with Linux commands A fine-tuned news category prediction system. An AI-to-AI autonomous discussion system to simulate human-like conversations or solve problems An AI-based mental health coach trained on a large dataset of mental health conversations and more! By reading this guide and following the examples, you will be able to: Understand the different models available, and how and when to use each one. Generate human-like text for various purposes, such as answering questions, creating content, and other creative uses. Control the creativity of GPT models and adopt the best practices to generate high-quality text. Transform and edit the text to perform translation, formatting, and other useful tasks. Optimize the performance of GPT models using various parameters and options such as max_tokens, temperature, top_p, n, stream, logprobs, stop, presence_penalty, frequency_penalty, best_of, and others. Stem, lemmatize and reduce your costs when using the API. Understand Context Stuffing, chaining, and practice prompt engineering. Implement a chatbot with memory and context. Create prediction algorithms and zero-shot techniques and evaluate their accuracy. Understand, practice, and improve few-shot learning. Understand fine-tuning and leverage its power to create your own fine-tuned models. Understand and use fine-tuning best practices Practice training and classification techniques using GPT. Understand embedding and how companies such as Tesla and Notion are using it. Understand and implement semantic search, RAG, and other advanced tools and concepts. Integrate a Vector Database (e.g.: Weaviate) with your intelligent systems.

Advanced App Development with GPT-4o, GPT-4o Mini, and GPT-4

Advanced App Development with GPT-4o, GPT-4o Mini, and GPT-4 PDF Author: Marco Gottschalk
Publisher: Independently Published
ISBN:
Category : Computers
Languages : en
Pages : 0

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Book Description
This comprehensive guide takes you through the cutting-edge world of Generative Pre-trained Transformer (GPT) models, empowering you to create sophisticated applications that revolutionize user experiences. In this book, you'll discover how to seamlessly integrate GPT into your projects, from ideation to deployment. Whether you're a seasoned developer or just starting out, this guide offers practical insights, hands-on examples, and expert tips that make advanced AI technology accessible to everyone. What You'll Learn: -Foundations of GPT Technology: Understand the core principles behind GPT models and how they can be leveraged in app development. - Building Intelligent Applications: Step-by-step instructions on integrating GPT to create responsive, intuitive, and adaptive applications. - Enhancing User Interactions: Learn how to use GPT to improve user engagement and deliver personalized experiences. - Optimization and Scaling: Master the art of optimizing your GPT-powered applications for performance and scalability in real-world environments. - Practical Use Cases: Explore a variety of industry-specific applications, from chatbots and virtual assistants to content generation and beyond. With Advanced App Development with GPT, you're not just learning how to code-you're learning how to innovate. This book is your roadmap to mastering the future of AI technology, enabling you to stay ahead in a rapidly evolving digital landscape. Who This Book Is For: - App Developers: Seeking to incorporate cutting-edge AI into their applications. - Tech Enthusiasts: Interested in understanding the potential of GPT technology. - Business Innovators: Looking to leverage AI to create smarter, more efficient solutions.

Building AI Applications with ChatGPT APIs

Building AI Applications with ChatGPT APIs PDF Author: Martin Yanev
Publisher: Packt Publishing Ltd
ISBN: 1805128604
Category : Computers
Languages : en
Pages : 258

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Book Description
Enhance your application development skills by building a ChatGPT clone, code bug fixer, quiz generator, translation app, email auto-reply, PowerPoint generator, and more in just one read! Key Features Become proficient in building AI applications with ChatGPT, DALL-E, and Whisper Understand how to select the optimal ChatGPT model and fine-tune it for your specific use case Monetize your applications by integrating the ChatGPT API with Stripe Purchase of the print or Kindle book includes a free PDF eBook Book DescriptionCombining ChatGPT APIs with Python opens doors to building extraordinary AI applications. By leveraging these APIs, you can focus on the application logic and user experience, while ChatGPT’s robust NLP capabilities handle the intricacies of human-like text understanding and generation. This book is a guide for beginners to master the ChatGPT, Whisper, and DALL-E APIs by building ten innovative AI projects. These projects offer practical experience in integrating ChatGPT with frameworks and tools such as Flask, Django, Microsoft Office APIs, and PyQt. Throughout this book, you’ll get to grips with performing NLP tasks, building a ChatGPT clone, and creating an AI-driven code bug fixing SaaS application. You’ll also cover speech recognition, text-to-speech functionalities, language translation, and generation of email replies and PowerPoint presentations. This book teaches you how to fine-tune ChatGPT and generate AI art using DALL-E APIs, and then offers insights into selling your apps by integrating ChatGPT API with Stripe. With practical examples available on GitHub, the book gradually progresses from easy to advanced topics, cultivating the expertise required to develop, deploy, and monetize your own groundbreaking applications by harnessing the full potential of ChatGPT APIs.What you will learn Develop a solid foundation in using the ChatGPT API for natural language processing tasks Build, deploy, and capitalize on a variety of desktop and SaaS AI applications Seamlessly integrate ChatGPT with established frameworks such as Flask, Django, and Microsoft Office APIs Channel your creativity by integrating DALL-E APIs to produce stunning AI-generated art within your desktop applications Experience the power of Whisper API's speech recognition and text-to-speech features Discover techniques to optimize ChatGPT models through the process of fine-tuning Who this book is for With best practices, tips, and tricks for building applications using the ChatGPT API, this book is for programmers, entrepreneurs, and software enthusiasts. Python developers interested in AI applications involving ChatGPT, software developers who want to integrate AI technology, and web developers looking to create AI-powered web applications with ChatGPT will also find this book useful. A fundamental understanding of Python programming and experience of working with APIs will help you make the most of this book.

Natural Language Processing with Python

Natural Language Processing with Python PDF Author: Steven Bird
Publisher: "O'Reilly Media, Inc."
ISBN: 0596555717
Category : Computers
Languages : en
Pages : 506

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Book Description
This book offers a highly accessible introduction to natural language processing, the field that supports a variety of language technologies, from predictive text and email filtering to automatic summarization and translation. With it, you'll learn how to write Python programs that work with large collections of unstructured text. You'll access richly annotated datasets using a comprehensive range of linguistic data structures, and you'll understand the main algorithms for analyzing the content and structure of written communication. Packed with examples and exercises, Natural Language Processing with Python will help you: Extract information from unstructured text, either to guess the topic or identify "named entities" Analyze linguistic structure in text, including parsing and semantic analysis Access popular linguistic databases, including WordNet and treebanks Integrate techniques drawn from fields as diverse as linguistics and artificial intelligence This book will help you gain practical skills in natural language processing using the Python programming language and the Natural Language Toolkit (NLTK) open source library. If you're interested in developing web applications, analyzing multilingual news sources, or documenting endangered languages -- or if you're simply curious to have a programmer's perspective on how human language works -- you'll find Natural Language Processing with Python both fascinating and immensely useful.

Beginning ChatGPT for Python

Beginning ChatGPT for Python PDF Author: LYDIA. HOPKINS EVELYN (BRUCE.)
Publisher:
ISBN:
Category : Computers
Languages : en
Pages : 0

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Book Description
Unlock the future of software development and empower yourself to elevate your Python applications by harnessing the power of AI as this field continues to grow and evolve. Perfect for beginner to intermediate Python programmers, this book breaks down the essentials of using ChatGPT and OpenAI APIs. You'll start with the basics, learning to authenticate, send prompts, generate responses, test in the Playground, and handle errors with ease. Each chapter includes hands-on exercises that bring concepts to life, demonstrating different API functionalities and practical applications. You'll master models like GPT-4o, GPT-4, GPT-3.5, Whisper, and DALL-E, enabling you to enhance your applications with cutting-edge AI. Discover how generative AI tools like ChatGPT can automate tedious tasks rather than replace jobs. Leverage ChatGPT's powerful Natural Language Processing (NLP) capabilities to handle various formats of unstructured text within your Python apps. Quickly see how easy it is to use ChatGPT as your AI-pair programmer, boosting your productivity and speed. This step-by-step guide will have you creating intelligent chatbots that can automatically process messages from Slack or Discord. With Beginning ChatGPT for Python, you'll master the ChatGPT and OpenAI APIs, building intelligent applications that offer a personalized and engaging user experience. What You'll Learn Connect with the ChatGPT and OpenAI APIs and send effective prompts. Harness parameters like temperature and top_p to create unique and engaging responses from ChatGPT. Create an intelligent assistant bot for Slack that automates tasks and enhances productivity. Develop a bot that can moderate conversations and manage communities on Discord. Add context to your prompts to get more accurate and relevant responses. Who This Book Is For Python developers and enthusiasts who aspire to employ OpenAI and ChatGPT in the creation of intelligent applications to enhance productivity.

ChatGPT Creations

ChatGPT Creations PDF Author: Barrett Williams
Publisher: Barrett Williams
ISBN:
Category : Computers
Languages : en
Pages : 115

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Book Description
Unlock limitless creativity and transform your digital projects with "ChatGPT Creations"—the ultimate guide to mastering the art of AI-driven content. This compelling eBook dives deeply into how ChatGPT technology can be harnessed to revolutionize everything from storytelling to customer interaction, and everything in between. In Chapter 1, you’ll embark on an eye-opening journey through the history and evolution of AI creativity, setting the stage for what’s to come. You’ll understand the book’s scope and objectives, giving you a comprehensive view of your forthcoming creative voyage. Ever dreamed of designing immersive, interactive stories? Chapter 2 is your playground. Learn the secrets of constructing engaging narratives, utilizing ChatGPT for seamless plot development, and breathing life into characters and dialogues. This chapter is perfect for authors and game designers looking to push the boundaries of traditional storytelling. Education takes on a whole new dimension in Chapter 3. Discover how ChatGPT can help create interactive learning modules, enhance classroom engagement, and develop personalized educational aids. Teachers, students, and e-learning developers will find invaluable insights here. Digital marketers and content creators will revel in Chapter 4, which focuses on automating blog posts, generating innovative social media content, and producing compelling marketing copy. Save time and turbocharge your content generation strategies. Gaming enthusiasts, your chapter awaits in Chapter 5. Explore how ChatGPT can reshape game narratives, scriptwriting, and even generate fresh ideas for puzzles and quests. Elevate your game design to unparalleled heights. Customer service meets cutting-edge technology in Chapter 6. This chapter delves into optimizing customer service with intelligent chatbots, creating conversational interfaces, and improving user experience—all through the power of ChatGPT. From co-writing novels and poems (Chapter 7) to generating vivid visual descriptions for artists (Chapter 8), and developing AI-powered simulations (Chapter 9), "ChatGPT Creations" caters to every facet of creative work. Delve into AI’s role in academic research, ethical considerations in creative projects, and the future prospects of AI in Chapter 10 through Chapter 12. With fascinating case studies and practical tips for effective AI integration (Chapters 13 and 14), this eBook ensures you are well-equipped to make the most of ChatGPT. Concluding with a powerful recap and encouragement for continuous innovation in Chapter 15, "ChatGPT Creations" doesn’t just stop at teaching—you'll be inspired to redefine the boundaries of your creative ambitions. Dive in to discover the exhilarating potential of AI as your creative partner!

ChatGPT for Java

ChatGPT for Java PDF Author: Bruce Hopkins
Publisher: Springer Nature
ISBN:
Category :
Languages : en
Pages : 243

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Book Description