自动机器学习 / 经典译丛·人工智能与智能系统
¥79.00定价
作者: 张峰
出版时间:2023-06
出版社:电子工业出版社
- 电子工业出版社
- 9787121457050
- 1-1
- 512255
- 48253853-5
- 平塑
- 16开
- 2023-06
- 301
- 188
- 计算机科学与技术
- 本科 研究生及以上
内容简介
本书重点讲解基于云平台的超参数优化、神经构架搜索以及算法选择等内容,是自动机器学习的基本任务。介绍了基于三个主要云服务提供商(包括 Microsoft Azure、Amazon Web Services (AWS) 和 Google Cloud Platform)进行 AutoML,同时部署 ML 模型和管道,具有较强的实用性。在应用场景中评估 AutoML 方面,例如算法选择、自动特征化和超参数调整,并区分云和 OSS 产品等。本书适用于从事机器学习或人工智能方向的数据科学家或工程师学习,也适合学生或行业初学者进行入门学习实践。
目录
第 1 章 走进自动机器学习··············································································· 1 __eol__1.1 机器学习开发生命周期 ········································································ 1 __eol__1.2 自动机器学习简介 ·············································································· 2 __eol__1.3 自动机器学习的工作原理 ····································································· 3 __eol__1.4 数据科学的大众化 ·············································································· 5 __eol__1.5 揭穿自动机器学习的迷思 ····································································· 5 __eol__1.6 自动机器学习生态系统 ········································································ 6 __eol__1.7 小结 ·······························································································11 __eol__第 2 章 自动机器学习、算法和技术··································································12 __eol__2.1 自动机器学习概述 ·············································································12 __eol__2.2 自动特征工程 ···················································································15 __eol__2.3 超参数优化 ······················································································16 __eol__2.4 神经架构搜索 ···················································································18 __eol__2.5 小结 ·······························································································19 __eol__第 3 章 使用开源工具和库进行自动机器学习······················································20 __eol__3.1 技术要求 ·························································································20 __eol__3.2 自动机器学习的开源生态系统 ······························································21 __eol__3.3 TPOT······························································································22 __eol__3.4 Featuretools ······················································································29 __eol__3.5 Microsoft NNI ···················································································32 __eol__3.6 auto-sklearn ······················································································38 __eol__3.7 AutoKeras ························································································41 __eol__3.8 Ludwig ····························································································44 __eol__3.9 AutoGluon························································································44 __eol__3.10 小结······························································································44 __eol__第 4 章 Azure Machine Learning········································································45 __eol__4.1 Azure Machine Learning 入门 ································································45 __eol__4.2 Azure Machine Learning 栈 ···································································46 __eol__4.3 Azure Machine Learning 服务 ································································50 __eol__4.4 使用 Azure Machine Learning 建模 ·························································56 __eol__4.5 使用 Azure Machine Learning 部署和测试模型 ··········································68 __eol__4.6 小结 ·······························································································70 __eol__第 5 章 使用 Azure 进行自动机器学习 ·······························································71 __eol__5.1 Azure 中的自动机器学习 ·····································································71__eol__5.2 使用自动机器学习进行时间序列预测 ·····················································85 __eol__5.3 小结 ·······························································································97 __eol__第 6 章 使用 AWS 进行机器学习 ······································································98 __eol__6.1 AWS 环境中的机器学习······································································98 __eol__6.2 开始使用 AWS ·········································································