Developing Apps with GPT-4 and ChatGPT: Build Intelligent Chatbots, Content Generators, and More (Paperback)
Caelen, Olivier, Blete, Marie-Alice
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商品描述
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.
商品描述(中文翻譯)
這本書為希望學習如何使用大型語言模型構建應用程式的 Python 開發者提供了理想的指南。作者 Olivier Caelen 和 Marie-Alice Blete 涵蓋了 GPT-4 和 GPT-3.5 模型的主要特徵和優勢,並解釋了它們的運作方式。您還將獲得使用 OpenAI Python 庫開發應用程式的逐步指南,包括文本生成、問答和智能助手。
《使用 GPT-4 和 ChatGPT 開發應用程式》以清晰簡潔的語言撰寫,包含易於跟隨的範例,幫助您理解並將概念應用於您的專案。Python 代碼範例可在 GitHub 倉庫中找到,書中還包括關鍵術語的詞彙表。準備好在您的應用程式中利用大型語言模型的力量了嗎?這本書是必備之選。
您將學到:
- GPT-4 和 GPT-3.5 模型的基本原理和優勢,包括主要特徵及其運作方式
- 如何將這些模型整合到基於 Python 的應用程式中,利用自然語言處理能力並克服特定的 LLM 相關挑戰
- 展示 OpenAI API 在 Python 中的應用範例,涵蓋文本生成、問題回答、內容摘要、分類等任務
- 進階 LLM 主題,如提示工程、針對特定任務的模型微調、RAG、插件、LangChain、LlamaIndex、GPTs 和助手
Olivier Caelen 是 Worldline 的機器學習研究員,並在布魯塞爾大學教授機器學習課程。
Marie-Alice Blete 是 Worldline 研發部門的軟體架構師和數據工程師,對與 AI 解決方案相關的性能和延遲問題感興趣。