May 2025
Intermediate to advanced
462 pages
6h 16m
Chinese
Overview
本作品已使用人工智能进行翻译。欢迎您提供反馈和意见：translation-feedback@oreilly.com
了解在使用 Google Cloud Platform （GCP） 进行构建时，将复杂的统计和机器学习方法应用到实际问题中是多么容易。本实践指南向数据工程师和数据科学家展示了如何在 GCP 上使用云原生工具实现端到端的数据管道。
在本更新的第二版中，您将通过一个示例业务决策，运用多种数据科学方法进行实践。跟随指南在GCP上自己的项目中构建数据管道，探索如何以更具变革性和协作性的方式解决数据科学问题。
您将学习如何：
- 在 Google Cloud 上构建高度可扩展的数据和机器学习管道的最佳实践
- 使用 Cloud Run 自动化和计划数据摄入
- 在Data Studio中创建并填充仪表盘
- 使用 Pub/Sub、Dataflow 和 BigQuery 构建实时分析管道
- 使用 BigQuery 进行交互式数据探索
- 使用 Cloud Dataproc 上的 Spark 创建贝叶斯模型
- 使用 BigQuery ML 进行时间序列预测和异常检测
- 使用 Dataflow 在时间窗口内进行聚合
- 使用 Vertex AI 训练可解释的机器学习模型
- 使用 Vertex AI Pipelines 实现机器学习的 operationalization
Become 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,
and much more.
Read now
Unlock full access
More than 5,000 organizations count on O’Reilly
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.