May 2025
Intermediate to advanced
380 pages
4h 56m
Chinese
Content preview from 在企业中实施 MLOpsBecome an O’Reilly member and get unlimited access to this title plus top books and audiobooks from O’Reilly and nearly 200 top publishers, thousands of courses curated by job role, 150+ live events each month,
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索引
A
- A/B 测试部署策略,部署策略
- 高级数据类型
- 针对 MLOps NLP 问题的构建与购买，Build Versus Buy for MLOps NLP Problems-ExploringNLP with OpenAI
- 复合型人工智能，复合型人工智能--使用无服务器的复合型人工智能 应用案例
- 利用时间序列构建 ML 问题框架，利用时间序列构建 ML 问题框架-利用GCP BigQuery 和 SQL构建时间序列
- 高级数据类型的解决方案 --结论
- 视频分析、图像分类和生成式人工智能，视频分析、图像分类和生成式人工智能--使用 CreateML 的 图像分类技术
- 人工智能基础设施联盟（AIIA），云中的 MLOps
- 人工智能、业务转型、确定业务用例和目标--确定目标并评估投资回报率
- 人工智能结对编程助手，使用 Rust 实现 MLOps
- 算法, 选择,选择你的算法-选择你 的算法
- 亚马逊
- 亚马逊 DynamoDB，使用 AWS 导航时间序列分析
- 亚马逊 EMR，使用 AWS 导航时间序列分析
- 亚马逊预测，使用 AWS 导航时间序列分析
- 亚马逊预测 DeepAR+（见DeepAR+）
- 亚马逊 Kinesis 数据分析，使用 AWS 导航时间序列分析
- 亚马逊 Kinesis 数据流，利用 AWS 导航时间序列分析
- 亚马逊 QuickSight，使用 AWS 导航时间序列分析
- 亚马逊 SageMaker，使用 AWS 导航时间序列分析
- 模型注册代码示例,SageMaker 示例
- 模型监控,Amazon SageMaker
- 模型服务,Amazon SageMaker-AmazonSageMaker
- 亚马逊 SageMaker 地面实况、数据标签解决方案
- Anno-Mage，数据标签解决方案
- Apache Airflow、批量数据处理-批量数据处理
- Apache Beam,从模型端点到应用管道
- 为流处理定义滑动窗口,流处理框架
- 使用 Apache Beam实现可扩展的应用管道
- Apache Hadoop、批量数据处理
- 应用管道，从模型端点到应用管道--从模型端点到应用管道，项目扩展和产品化
- 高级管道,高级服务和应用管道-模型优化和 ONNX
- 用于实施的 Apache Beam，Apache Beam
- AWS Step Functions for implementing,AWS Step Functions-AWS StepFunctions
- 批量应用管道，批量应用管道
- 使用 Enrichment 和 Ensemble 构建 应用管道, 使用 Enrichment 和 Ensemble 构建应用管道 -使用 Enrichment 和 Ensemble 构建应用管道
- 自定义模型服务类,定义自定义模型服务类
- 定义,应用程序管道开发
- 部署和测试,部署和测试实时应用管道
- LLM 项目,应用程序和模型服务管道-应用程序和模型服务管道
- ML 项目示例，应用程序管道开发-批量应用程序管道
- MLRun 服务图,MLRun 服务图-MLRun 服务图
- 模型优化和 ONNX,模型优化和 ONNX
- 模型路由和集合,模型路由和集合-模型路由和 集合
- 实时应用管道,实时应用管道, 实时应用管道 --部署和测试实时应用管道
- 可扩展管道实施,实施可扩展应用管道-MLRun服务图
- 本地测试,本地测试应用程序管道
- 自动记录,自动记录-自动记录
- 自动机定律、AutoML
- AutoML（自动机器学习）,AutoML-AutoML
- AutoMLOps、跟踪和比较实验结果、MLOps 自动化：AutoMLOps ...
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O’Reilly covers everything we've got, with content to help us build a world-class technology community, upgrade the capabilities and competencies of our teams, and improve overall team performance as well as their engagement.Julian F.
I wanted to learn C and C++, but it didn't click for me until I picked up an O'Reilly book. When I went on the O’Reilly platform, I was astonished to find all the books there, plus live events and sandboxes so you could play around with the technology.Addison B.
I’ve been on the O’Reilly platform for more than eight years. I use a couple of learning platforms, but I'm on O'Reilly more than anybody else. When you're there, you start learning. I'm never disappointed.Amir M.
I'm always learning. So when I got on to O'Reilly, I was like a kid in a candy store. There are playlists. There are answers. There's on-demand training. It's worth its weight in gold, in terms of what it allows me to do.