October 2025
Intermediate to advanced
878 pages
12h 53m
Chinese
Overview
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当今机器学习的潜力令人惊叹，但许多有志于此的开发者和技术从业者却因其复杂性望而却步。无论您是想提升技能将机器学习应用于实际项目，还是单纯好奇人工智能系统的运作原理，本书都是您的理想起点。
作者奥雷利安·杰隆以通俗易懂却内容丰富的风格，打造了这本机器学习与Deep Learning的终极入门指南。本书依托Hugging Face生态系统，注重清晰阐释与现实案例，带你从基础回归技术到高级神经网络，全面掌握Scikit-Learn和PyTorch等前沿工具。无论你是学生、从业者还是爱好者，都能在此习得构建智能系统的核心技能。
- 掌握机器学习基础，包括过拟合与超参数调优等概念
- 运用scikit-learn完成端到端机器学习项目，涵盖数据探索到模型评估的全流程
- 掌握无监督学习技术，如聚类分析与异常检测
- 运用PyTorch构建变换器和扩散模型等高级架构
- 驾驭预训练模型（包括LLMs）的强大功能，并掌握微调技巧
- 运用强化学习训练自主智能体
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