Ollama in Practice: Applications & Advanced Techniques: Build Real-World RAG Systems, Automations, and Deploy Local AI Apps
暫譯: Ollama 實務應用:應用與進階技術:構建真實世界的 RAG 系統、自動化及部署本地 AI 應用程式
Lane, Gregory
- 出版商: Independently Published
- 出版日期: 2025-10-18
- 售價: $840
- 貴賓價: 9.5 折 $798
- 語言: 英文
- 頁數: 136
- 裝訂: Quality Paper - also called trade paper
- ISBN: 9798270488864
- ISBN-13: 9798270488864
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相關分類:
LangChain
無法訂購
相關主題
商品描述
Unlock the power of local large language models (LLMs) and build high-value AI applications with "Ollama in Practice: Applications & Advanced Techniques". Designed for developers, tech leads, and AI practitioners, this hands-on guide takes you from functional prototypes to production-ready local AI systems.
You'll discover how to architect real-world solutions using Ollama, integrate with frameworks like LangChain and LlamaIndex, deploy vector search and retrieval-augmented generation (RAG) pipelines, and scale end-to-end: batching, caching, and containerizing for multi-user environments. Along the way you'll automate workflows such as summarization, classification and extraction, and explore business-critical use cases-from legal, finance and compliance to offline field tools and creative content engines.
With ready-to-use templates, deployment checklists and code snippets, this book not only teaches you what to do, but how to build it. Whether you're securing data in regulated industries or enabling fast local inference at the edge, you'll come away with a blueprint that delivers measurable results. Transform experimentation into production-grade local AI-empowered, private, and scalable.
商品描述(中文翻譯)
解鎖本地大型語言模型(LLMs)的力量,並透過《Ollama 實務:應用與進階技術》構建高價值的 AI 應用程式。本書專為開發人員、技術負責人和 AI 實踐者設計,這本實用指南將帶您從功能原型轉變為可投入生產的本地 AI 系統。
您將學會如何使用 Ollama 架構現實世界的解決方案,與 LangChain 和 LlamaIndex 等框架整合,部署向量搜尋和增強生成(RAG)管道,並實現端到端的擴展:批次處理、快取和容器化以適應多用戶環境。在此過程中,您將自動化工作流程,例如摘要、分類和提取,並探索業務關鍵的使用案例——從法律、金融和合規到離線現場工具和創意內容引擎。
本書提供即用的範本、部署檢查清單和程式碼片段,不僅教您該做什麼,還教您如何構建。無論您是在受監管行業中保護數據,還是在邊緣設備上實現快速本地推理,您都將獲得一個能夠產生可衡量結果的藍圖。將實驗轉變為生產級的本地 AI,實現私有化和可擴展性。