August 2026
Intermediate
336 pages
4h 30m
Chinese
book
Databricks 上生成式人工智能的实用 MLflow 指南 (Chinese Edition)
by Nuwan Ganganath, Julie Nguyen, Chang Shi Lim
Overview
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弥合前沿研究与生成式人工智能（GenAI）实际应用之间的鸿沟。本实用指南通过在 Databricks 上使用领先的开源平台 MLflow，为您揭开管理生成式人工智能应用程序的复杂面纱。
本书的独特之处在于它专注于生成式人工智能应用程序的管理与部署需求。来自 Databricks 的机器学习与人工智能专家——作者 Nuwan Ganganath、Julie Nguyen 和 Chang Shi Lim 将带您逐步了解具有自主行为能力的聊天机器人的开发全过程，并在此过程中分享最佳实践、创新技术以及常见的挑战。 通过将深入的技术见解与互动练习及可直接应用的实际代码示例相结合，他们确保您能够掌握在现代企业环境中构建稳健生成式AI应用程序所需的技能。
- 掌握 MLflow 的基础知识，包括其核心组件以及该工具在 Databricks 平台上应用于生成式人工智能（GenAI）的情况
- 使用 MLflow 构建、跟踪和管理生成式人工智能应用，涵盖从 prompt 到整个智能代理链的各个环节
- 通过自动化 LLM 辅助评估与人工介入审查相结合的方式，优化并评估生成式 AI 应用程序
- 利用 Databricks 的可扩展基础设施和监控能力，部署可投入生产使用的生成式人工智能应用程序
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