在 Google Cloud 上存储、处理和管理数据 - 命令行
Earned Mar 17, 2025 EDT
Skills Boost Arcade Trivia March 2025 Week 2
Earned Mar 13, 2025 EDT
在 Google Cloud 上存储、处理和管理数据 - 控制台
Earned Mar 1, 2025 EST
使用 Cloud Run Functions 构建无服务器应用
Earned Feb 27, 2025 EST
Cloud Storage 使用入门
Earned Feb 26, 2025 EST
Pub/Sub 使用入门
Earned Feb 26, 2025 EST
Google Cloud: Prompt Engineering Guide
Earned Feb 26, 2025 EST
Dataplex 使用入门
Earned Feb 25, 2025 EST
在 Cloud Storage 上创建安全的数据湖
Earned Feb 25, 2025 EST
Data Lake Modernization on Google Cloud: Cloud Composer
Earned Feb 21, 2025 EST
Level 1: App Dev and Deployment
Earned Feb 12, 2025 EST
在 Cloud Storage 上创建流式数据湖
Earned Feb 11, 2025 EST
在 Google Cloud 上实施云安全基础措施
Earned Feb 6, 2025 EST
Level 3: Building Blocks
Earned Feb 5, 2025 EST
Skills Boost Arcade Trivia February 2025 Week 1
Earned Feb 4, 2025 EST
Skills Boost Arcade Base Camp February 2025
Earned Feb 4, 2025 EST
基准：基础架构
Earned Jan 18, 2025 EST
Google Cloud 上的 AI 和机器学习简介
Earned Jan 14, 2025 EST
Level 3: Arcade Heroes
Earned Jan 14, 2025 EST
The Arcade Base Camp January 2025
Earned Jan 12, 2025 EST
Level 1: Cloud Infrastructure and Data
Earned Dec 25, 2024 EST
Level 3: BigQuery and Firebase
Earned Dec 17, 2024 EST
The Arcade Certification Zone December 2024
Earned Dec 16, 2024 EST
大型语言模型简介
Earned Dec 10, 2024 EST
Google Cloud 数据工程简介
Earned Dec 10, 2024 EST
从 BigQuery 数据中挖掘数据洞见
Earned Dec 7, 2024 EST
Vertex AI Studio 简介
Earned Dec 6, 2024 EST
The Arcade Base Camp December 2024
Earned Dec 6, 2024 EST
Serverless Data Processing with Dataflow: Foundations
Earned Dec 4, 2024 EST
图像生成简介
Earned Dec 3, 2024 EST
生成式 AI 简介
Earned Dec 2, 2024 EST
为 Looker 信息中心和报告准备数据
Earned Nov 29, 2024 EST
[DEPRECATED] Basic Performance Measurement
Earned Nov 22, 2024 EST
Preparing for your Professional Data Engineer Journey
Earned Oct 25, 2024 EDT
This course is for developers interested in learning how to use TPUs for inference—from architecture to deployment, and how to solve common implementation challenges.
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This course introduces the Cloud Run serverless platform for running applications.
In this course, you learn about the fundamentals of Cloud Run, its resource model and the container lifecycle.
You learn about service identities, how to control access to services, and how to develop and test your
application locally before deploying it to Cloud Run. The course also teaches you how to integrate
with other services on Google Cloud so you can build full-featured applications.
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Welcome to Observability in Google Cloud, the second part of a two-part course series. It is suggested that you complete part 1, Logging and Monitoring in Google Cloud, prior to taking this course.
This course is all about application performance management tools, including Error Reporting, Cloud Trace, and Cloud Profiler.
In this course, you learn to analyze and choose the right database for your needs, to effectively develop applications on Google Cloud. You explore relational and NoSQL databases, dive into Cloud SQL, AlloyDB, and Spanner, and learn how to align database strengths with your application requirements, including those of generative AI. Gain hands-on experience configuring Vector Search and migrating applications to the cloud.
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这门自助式速成课程向学员介绍 Google Cloud 提供的灵活全面的基础架构和平台服务，着重介绍了 Compute Engine。学员将通过一系列视频讲座、演示和动手实验，探索和部署各种解决方案元素，包括网络、系统和应用服务等基础架构组件。本课程的内容还包括如何部署实用的解决方案，包括客户提供的加密密钥、安全和访问权限管理、配额和结算，以及资源监控。
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完成在 Google Cloud 上使用 Terraform 构建基础设施技能徽章中级课程， 展示您在以下方面的技能：在使用 Terraform 时遵循基础设施即代码 (IaC) 原则；利用 Terraform 配置 来预配和管理 Google Cloud 资源；管理有效状态（本地和远程）；以及将 Terraform 代码模块化，以方便重复使用和整理。
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这门自助式速成课程向学员介绍 Google Cloud 提供的灵活全面的基础架构和平台服务，其中着重介绍了 Compute Engine。学员将通过一系列视频讲座、演示和动手实验，探索和部署各种解决方案元素，包括网络、虚拟机和应用服务等基础架构组件。您将学习如何通过控制台和 Cloud Shell 使用 Google Cloud。您还将了解云架构师角色、基础架构设计方法以及虚拟网络配置和虚拟私有云 (VPC)、项目、网络、子网、IP 地址、路由及防火墙规则。
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在本次课程中，探索 AI 赋能的搜索技术、工具和应用。学习利用向量嵌入的语义搜索、融合语义和关键字的混合搜索方法，以及检索增强生成 (RAG) 技术，以打造基于事实的 AI 智能体，尽可能减少 AI 幻觉。获取 Vertex AI Vector Search 实战经验，打造您自己的智能搜索引擎。
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This course explores the benefits of using Vertex AI Feature Store, how to improve the accuracy of ML models, and how to find which data columns make the most useful features. This course also includes content and labs on feature engineering using BigQuery ML, Keras, and TensorFlow.
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Data complexity slows innovation, with studies showing that nearly 70% of organizations struggle to unify siloed data and apply AI effectively. This challenge takes you end-to-end—starting with solving data join pitfalls, building warehouses, and governing assets with Dataplex, then moving into automation with Document AI and hands-on generative AI. You’ll practice ingesting healthcare data, managing cloud storage, customizing AI models, and even building a chat app with the Gemini API—skills that reflect the real-world shift toward data-driven and AI-powered solutions.
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Specifically designed for healthcare professionals, this course demystifies generative AI, the latest breakthrough in artificial intelligence, and the large language models (LLMs) that drive it. Discover real-world applications of generative AI in healthcare settings and master the art of crafting effective prompts tailored to your goals.
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“生成式 AI：不只是聊天机器人”是 Generative AI Leader 学习路线中的第一门课程。学习本课程没有知识门槛。本课程旨在帮助您超越对聊天机器人的基本认知,探索生成式 AI技术为您的组织带来的真正潜力。您将探索基础模型和提示工程等概念,这些知识对利用生成式 AI 的强大功能至关重要。本课程还将说明,为组织制定成功的生成式 AI 策略时,需要考虑哪些重要因素。
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for September Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the September Trivia Week 1 badge!
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Data-driven decisions fuel growth, but research shows over 80% of enterprise workloads still juggle complex integrations across systems. These labs walk you through Cloud Spanner, Cloud SQL, Dataproc, and Dataflow—giving you hands-on practice in managing, processing, scaling data the way modern businesses do and a chance to earn an exclusive Google Cloud credential!
This is the third of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll begin by getting an overview of the data journey, from collection to insights. You’ll then learn how to use SQL to transform raw data into a usable format. Next, you’ll learn how to transform high volumes of data with a data pipeline. Finally, you’ll gain experience applying transformation strategies to real data sets to solve business needs.
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This course helps you structure your preparation for the Associate Cloud Engineer exam. You will learn about the Google Cloud domains covered by the exam and how to create a study plan to improve your domain knowledge.
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Cloud Healthcare API bridges the gap between care systems and applications built on Google Cloud. By supporting standards-based data formats and protocols of existing healthcare technologies, Cloud Healthcare API connects your data to advanced Google Cloud capabilities, including streaming data processing with Cloud Dataflow, scalable analytics with BigQuery, and machine learning with Cloud Machine Learning Engine. In this Quest you will use the Cloud Healthcare API to ingest and process data in the industry standard FHIR, HL7v2 and DICOM formats, train a TensorFlow model for prediction with FHIR data, and also gain practice with de-identification of datasets.
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Migration from MySQL to Cloud Spanner using Dataflow that includes sample mock data and all necessary steps with initial assessment to validation including taking care of migrating users and grants.
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Used by over 70% of DevOps teams globally, Terraform has become the go-to tool for provisioning and managing infrastructure as code. In this hands-on challenge, you'll use Terraform to automate the setup of Google Cloud resources—Firestore, Compute Engine, Cloud Storage, VPCs, and more. You'll also manage secure configurations with Service Accounts, Firewall Rules, and Secret Manager. Build a strong foundation for scalable, repeatable deployments and earn an exclusive Google Cloud Credential!.
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In this quest you will get hands-on experience writing infrastructure as code with Terraform.
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“Google Cloud 基础知识：核心基础设施”介绍在使用 Google Cloud 时会遇到的重要概念和术语。本课程通过视频和实操实验来介绍并比较 Google Cloud 的多种计算和存储服务，并提供重要的资源和政策管理工具。
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Kubernetes 是最受欢迎的容器编排系统， Google Kubernetes Engine 专为支持 Google Cloud 中的托管式 Kubernetes 部署 而设计。在本高级课程中，您将亲自动手配置 Docker 映像、容器，并部署功能完备的 Kubernetes Engine 应用。 此课程将帮助您掌握在工作流中集成容器编排所需的 实用技能。 想要参加实操实验室挑战赛， 展示您的技能并检验所学知识？完成本课程后，不妨继续参与这项额外的 实验室挑战赛，赢得 Google Cloud 专属数字徽章。 该挑战赛位于在 Google Cloud 上部署 Kubernetes 应用课程的结尾处。
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In this quest, you will get hands-on experience with LookML in Looker. You will learn how to write LookML code to create new dimensions and measures, create derived tables and join them to Explores, filter Explores, and define caching policies in LookML.
This course is an introduction to Vertex AI Notebooks, which are Jupyter notebook-based environments that provide a unified platform for the entire machine learning workflow, from data preparation to model deployment and monitoring. The course covers the following topics: (1) The different types of Vertex AI Notebooks and their features and (2) How to create and manage Vertex AI Notebooks.
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This course empowers you to develop scalable, performant LookML (Looker Modeling Language) models that provide your business users with the standardized, ready-to-use data that they need to answer their questions. Upon completing this course, you will be able to start building and maintaining LookML models to curate and manage data in your organization’s Looker instance.
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This course provides an introduction to Looker Studio’s powerful features for data visualization and reporting. Learn to transform raw data into insightful reports by mastering various visualization options, connecting to diverse data sources, and implementing interactive controls such as filters. Explore data blending techniques to combine information from multiple sources and unlock deeper insights. Through hands-on exercises you'll gain the skills to create compelling, dynamic reports that effectively communicate data-driven stories.
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In this course, you learn how to do the kind of data exploration and analysis in Looker that would formerly be done primarily by SQL developers or analysts. Upon completion of this course, you will be able to leverage Looker's modern analytics platform to find and explore relevant content in your organization’s Looker instance, ask questions of your data, create new metrics as needed, and build and share visualizations and dashboards to facilitate data-driven decision making.
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完成用 Database Migration Service 将 MySQL 数据迁移至 Cloud SQL 这一入门级的技能徽章课程，展示您在以下方面的技能： 使用 Database Migration Service 中提供的不同作业类型和连接选项，将 MySQL 数据迁移到 Cloud SQL； 以及在运行 Database Migration Service 作业时 迁移 MySQL 用户数据。
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本课程是 Google Cloud 数据分析认证计划的第五门课程（共五门）。在本课程中，你将综合运用前 4 门课程所学的基础知识和技能，实操完成一个结业项目，全面探索整个数据生命周期。您将练习使用云端工具来有效地获取、存储、处理、分析、直观呈现数据并传达数据分析洞见。课程结束时，您将完成一个项目，证明您在以下方面的熟练程度：高效地设计数据结构以整理来自多个来源的数据、向不同利益相关方展示解决方案，以及使用云端软件直观呈现数据分析洞见。您还将更新个人简历并练习面试技巧，为求职申请与面试环节做好准备。
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本课程是 Google Cloud 数据分析认证计划的第四门课程（共五门课程）。在本课程中，您将重点学习在云端可视化数据的相关技能，其中数据可视化可分为五个关键阶段：讲故事、规划、探索数据、构建可视化图表以及与他人共享数据。您还将获得实操经验，尝试使用 UI（界面）/UX（用户体验）技能来制作线框图，从而设计出有影响力的云原生可视化图表，并使用云原生数据可视化工具来探索数据集、创建报告和构建信息中心，从而推动决策并促进协作。
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此课程将探索如何使用 AI 功能套件 Gemini in BigQuery 为“数据到 AI”工作流提供助力。其中涉及到的功能包括数据探索和准备、代码生成和问题排查，以及工作流发现和可视化。此课程包含概念解释、真实使用场景以及实操实验等内容，可帮助数据从业者提升效率并加快流水线开发速度。
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In this introductory course, you'll learn how Looker can help you explore, analyze, and visualize your data to drive better decisions. Through a combination of video lectures and demos, you'll discover how to connect to various data sources, build interactive dashboards, and perform effective data analysis. Whether you're a data analyst, BI analyst, data scientist or business user, this course will equip you with the foundational knowledge to start using Looker effectively, regardless of your background.
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As organizations move their data and applications to the cloud, they must address new security challenges. The Trust and Security with Google Cloud course explores the basics of cloud security, the value of Google Cloud's multilayered approach to infrastructure security, and how Google earns and maintains customer trust in the cloud.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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Organizations of all sizes are embracing the power and flexibility of the cloud to transform how they operate. However, managing and scaling cloud resources effectively can be a complex task.
Scaling with Google Cloud Operations explores the fundamental concepts of modern operations, reliability, and resilience in the cloud, and how Google Cloud can help support these efforts.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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完成中级技能徽章课程通过 BigQuery ML 创建机器学习模型，展示您在以下方面的技能： 使用 BigQuery ML 创建和评估机器学习模型，以执行数据预测。
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Many traditional enterprises use legacy systems and applications that can't stay up-to-date with modern customer expectations. Business leaders often have to choose between maintaining their aging IT systems or investing in new products and services. "Modernize Infrastructure and Applications with Google Cloud" explores these challenges and offers solutions to overcome them by using cloud technology.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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Artificial intelligence (AI) and machine learning (ML) represent an important evolution in information technologies that are quickly transforming a wide range of industries. “Innovating with Google Cloud Artificial Intelligence” explores how organizations can use AI and ML to transform their business processes.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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This course is designed for data analysts who want to learn about using BigQuery for their data analysis needs. Through a combination of videos, labs, and demos, we cover various topics that discuss how to ingest, transform, and query your data in BigQuery to derive insights that can help in business decision making.
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本课程是 Google Cloud 数据分析认证计划的第三门课程（共五门）。在本课程中，您将首先了解从收集数据到获取数据分析洞见的整个数据历程。然后，您将学习如何使用 SQL 将原始数据转换为可用格式。接下来，您将学习如何使用数据流水线转换大量数据。最后，您会获得相关经验，熟悉如何将数据转换策略应用于真实数据集以满足业务需求。
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本课程是 Google Cloud 数据分析认证计划的第二门课程（共五门）。在本课程中，您将探索数据的结构形式和组织方式。您将获得数据湖仓一体架构和云组件（如 BigQuery、Google Cloud Storage 和 DataProc）的实操经验，以便高效地存储、分析和处理大型数据集。
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本课程是 Google Cloud 数据分析认证的第一门课程（共五门）。在本课程中，您将认识云数据分析领域，并了解云数据分析师在数据获取、存储、处理和可视化方面的角色和职责。您将探索 BigQuery 和 Cloud Storage 等基于 Google Cloud 的工具的架构，以及如何使用这些工具有效地设计数据结构，以及展示和报告数据。
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Build and deploy modern apps the smart way. These labs walk you through containerization with Kubernetes, serverless with Cloud Run, and continuous delivery with Cloud Deploy. Learn to scale, secure, and automate—then earn a Google Cloud credential to show you’ve got it covered.
Every great app starts with a solid foundation—and that’s exactly what you’ll build here. Spin up VMs, deploy SQL Server, and move data with confidence. But it doesn't stop there. As threats loom and traffic spikes, you’ll step up—locking buckets, defending with Cloud Armor, and scanning for vulnerabilities. It’s your mission to launch fast, stay secure, and keep everything running smoothly—all while working towards an exclusive Google Cloud credential!
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在本新手级课程中，您将了解 Google Cloud 数据分析工作流，以及可用于探索、分析和直观呈现数据并与相关人员共享发现结果的工具。结合案例研究、实操实验、讲座和测验/演示，本课程展示了如何将原始数据集转化为纯净数据，进而转化为实用的可视化图表和信息中心。无论您是已经在从事数据工作并想了解如何通过 Google Cloud 取得成功，还是在寻求职业发展，都可以借助本课程迈出第一步。几乎所有在工作中执行或使用数据分析的人都可以从本课程中受益。
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在众多课程中，本入门课程独具特色。 这些实验经过精心设计，旨在让 IT 专业人员通过实践掌握 Google Cloud 认证 Associate Cloud Engineer 考核中的各项主题和服务内容。从 IAM 到网络组建和管理， 再到 Kubernetes Engine 部署，本课程将通过特定实验 检验您的 Google Cloud 知识掌握情况。请注意，虽然这些实操 实验有助于提升您的技能和能力，我们仍建议您同时查阅 考试指南和其他可用的备考资源。
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完成用 Google Data Cloud 共享数据技能徽章课程，赢取技能 徽章。您将获得使用 Google Cloud 数据共享合作伙伴 的实操经验，这些合作伙伴拥有专有数据集， 客户可将其用于自己的分析应用场景。客户订阅这些数据集，可在自己的 平台上查询，然后使用自己的数据集加以扩充，并使用自己的可视化 工具，用于面向客户的信息中心。
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大数据、机器学习和人工智能是当今计算领域的热门话题， 但这些领域的专业性很强，因而很难找到 入门资料。幸运的是，Google Cloud 在这些领域提供了方便用户使用的服务， 通过本入门级课程，您可以 开始学习使用 BigQuery、Cloud Speech API 和 Video Intelligence 等工具。
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本课程提供 Cloud Data Fusion 的实操练习。Cloud Data Fusion 是云原生的 无代码数据集成平台。受益于此，ETL 开发者、数据工程师和分析师 可以利用预构建的转换工具和连接器，轻松构建和 部署流水线，而无需操心编码问题。本课程首先提供了 一个快速入门实验，让学习者熟悉 Cloud Data Fusion 界面。接下来， 学员将尝试运行批处理和实时流水线，并使用内置的 Wrangler 插件对数据执行一些有趣的转换。
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完成入门技能徽章课程使用 Dataplex 构建数据网格，展示以下方面的技能：使用 Dataplex 构建数据网格， 以在 Google Cloud 上实现数据安全、治理和发现。您将在 Dataplex 中练习和测试自己在标记资产、分配 IAM 角色和评估数据质量方面的技能。
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Cloud technology can bring great value to an organization, and combining the power of cloud technology with data has the potential to unlock even more value and create new customer experiences.
“Exploring Data Transformation with Google Cloud” explores the value data can bring to an organization and ways Google Cloud can make data useful and accessible.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
欢迎学习“Google Kubernetes Engine 使用入门”课程。Kubernetes 是位于应用和硬件基础架构之间的软件层，如果您对 Kubernetes 感兴趣，那就来对地方了！Google Kubernetes Engine 将 Kubernetes 作为 Google Cloud 上的代管式服务提供给您使用。
本课程的目标是介绍 Google Kubernetes Engine（通常称为 GKE）的基础知识，以及将应用容器化并在 Google Cloud 中运行的方法。本课程首先介绍 Google Cloud 的基础知识，然后概述容器、Kubernetes、Kubernetes 架构以及 Kubernetes 操作。
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本课程最适合担任技术或财务职务 且负责管理 Google Cloud 费用的人员。您将学习如何设置 结算账号、组织资源以及管理结算访问权限。 在实操实验中，您将学习如何查看账单、使用结算报告跟踪 Google Cloud 成本、使用 BigQuery 或 Google 表格分析结算数据， 以及使用 Looker Studio 创建自定义结算信息中心。视频中提及的链接 可以在此其他资源文档中查看。
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In this course you will get hands-on in order to work through real-world challenges faced when building streaming data pipelines. The primary focus is on managing continuous, unbounded data with Google Cloud products.
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In this intermediate course, you will learn to design, build, and optimize robust batch data pipelines on Google Cloud. Moving beyond fundamental data handling, you will explore large-scale data transformations and efficient workflow orchestration, essential for timely business intelligence and critical reporting.
Get hands-on practice using Dataflow for Apache Beam and Serverless for Apache Spark (Dataproc Serverless) for implementation, and tackle crucial considerations for data quality, monitoring, and alerting to ensure pipeline reliability and operational excellence. A basic knowledge of data warehousing, ETL/ELT, SQL, Python, and Google Cloud concepts is recommended.
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完成中级技能徽章课程利用 BigQuery ML 构建预测模型时的数据工程处理， 展示自己在以下方面的技能：利用 Dataprep by Trifacta 构建 BigQuery 数据转换流水线； 利用 Cloud Storage、Dataflow 和 BigQuery 构建提取、转换和加载 (ETL) 工作流； 以及利用 BigQuery ML 构建机器学习模型。
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There's much excitement about cloud technology and digital transformation, but often many unanswered questions.
For example: What is cloud technology? What does digital transformation mean? How can cloud technology help your organization? Where do you even begin?
If you've asked yourself any of these questions, you're in the right place. This course provides an overview of the types of opportunities and challenges that companies often encounter in their digital transformation journey. If you want to learn about cloud technology so you can excel in your role and help build the future of your business, then this introductory course on digital transformation is for you. This course is part of the Cloud Digital Leader learning path.
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完成入门级技能徽章课程在 Google Cloud 上为机器学习 API 准备数据，展示以下技能： 使用 Dataprep by Trifacta 清理数据、在 Dataflow 中运行数据流水线、在 Dataproc 中创建集群和运行 Apache Spark 作业，以及调用机器学习 API，包括 Cloud Natural Language API、Google Cloud Speech-to-Text API 和 Video Intelligence API。
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完成构建安全的 Google Cloud 网络课程，赢取技能徽章。在此课程中，您将了解与网络有关的众多 资源，以便在 Google Cloud 上构建、扩缩和保护自己的应用。
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Google Cloud 云计算基础课程面向没有或很少有云计算基础或经验的人群。本课程概述了云计算基础知识、大数据和机器学习的核心概念，以及 Google Cloud 在其中的定位与应用方式。
完成本系列课程后，学员将能够清晰阐述这些概念，并掌握一些实际操作技能。
课程应按以下顺序完成：
1. Google Cloud 云计算基础课程：云计算基础知识
2. Google Cloud 云计算基础课程：Google Cloud 中的基础设施
3. Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
4. Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
本课程是该系列课程的最后一门，回顾了托管式大数据服务、机器学习及其价值，以及如何通过获得技能徽章来进一步展示您在 Google Cloud 方面的技能。
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完成“在 Google Cloud 上设置应用开发环境”课程，赢取技能徽章；通过该课程，您将了解如何使用以下技术的基本功能来构建和连接以存储为中心的云基础设施： Cloud Storage、Identity and Access Management、Cloud Functions 和 Pub/Sub。
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Google Cloud 云计算基础课程面向几乎没有云计算背景或经验的人士。本课程概述了云计算基础知识、大数据和机器学习的核心概念，以及 Google Cloud 在其中的定位与应用方式。
完成本课程系列后，学员将能够阐述这些概念，并展示一定的实操技能。
课程应按以下顺序完成：
1. Google Cloud 云计算基础课程：云计算基础知识
2. Google Cloud 云计算基础课程：Google Cloud 中的基础设施
3. Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
4. Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
本课是第三门课程，介绍云端自动化和管理工具以及如何构建安全网络。
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Google Cloud 云计算基础课程面向云计算零基础或经验较少的人群。本课程概述了云计算基础知识、大数据和机器学习的核心概念，以及 Google Cloud 在其中的定位与应用方式。
完成本系列课程后，学员将能够清晰阐述这些概念，并掌握部分实操技能。
课程应按以下顺序完成：
1. Google Cloud 云计算基础课程：云计算基础知识
2. Google Cloud 云计算基础课程：Google Cloud 中的基础设施
3. Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
4. Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
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While the traditional approaches of using data lakes and data warehouses can be effective, they have shortcomings, particularly in large enterprise environments. This course introduces the concept of a data lakehouse and the Google Cloud products used to create one. A lakehouse architecture uses open-standard data sources and combines the best features of data lakes and data warehouses, which addresses many of their shortcomings.
Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 3 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 4 badge!
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Learn how to use NotebookLM to create a personalized study guide for the Professional Machine Learning Engineer certification exam (PMLE). You'll review NotebookLM features, create a notebook, and use the study guide to practice for a certification exam.
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Google Cloud 云计算基础课程面向云计算零基础或经验较少的人群。本课程概述了云计算基础知识、大数据和机器学习的核心概念，以及 Google Cloud 在其中的定位与应用方式。
完成本系列课程后，学员将能够清晰阐述这些概念，并掌握部分实操技能。
课程应按以下顺序完成：
1. Google Cloud 云计算基础课程：云计算基础知识
2. Google Cloud 云计算基础课程：Google Cloud 中的基础设施
3. Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
4. Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
本课是第一门课程，概述了云计算、Google Cloud 的使用方式以及各种计算选项。
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随着企业对人工智能和机器学习的应用越来越广泛，以负责任的方式构建这些技术也变得更加重要。但对很多企业而言，真正践行 Responsible AI 并非易事。如果您有意了解如何在组织内践行 Responsible AI，本课程正适合您。
本课程将介绍 Google Cloud 目前如何践行 Responsible AI，以及从中总结的最佳实践和经验教训，便于您以此为框架构建自己的 Responsible AI 方法。
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Welcome to the Arcade Quiz, where every question is a chance to learn, explore, and challenge yourself. Explore a variety of intriguing topics, put your cloud knowledge to the test, and complete all the challenges to earn an exclusive Google Cloud Credential!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 1 badge!
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完成 在 Vertex AI 中设计提示入门技能徽章课程，展示以下方面的技能： Vertex AI 中的提示工程、图片分析和多模态生成式技术。探索如何编写有效的提示，指导生成式 AI 输出， 以及将 Gemini 模型应用于真实的营销场景。
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这是一节入门级微课程，旨在解释什么是负责任的 AI、它的重要性，以及 Google 如何在自己的产品中实现负责任的 AI。此外，本课程还介绍了 Google 的 7 个 AI 开发原则。
Hey there! You're invited to game on with Skills Boost Arcade Trivia for March Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the March Trivia Week 2 badge!
Google Cloud : Prompt Engineering Guide examines generative AI tools, how they work. We'll explore how to combine Google Cloud knowledge with prompt engineering to improve Gemini responses.
Welcome to Cloud Composer, where we discuss how to orchestrate data lake workflows with Cloud Composer.
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Turn your app ideas into reality with Google Cloud in 2025! Whether you're a beginner or looking to level up, these hands-on labs will guide you through building and deploying apps. Set up your development environment, store and manage data, and launch scalable, serverless applications—all with real-world challenges designed to boost your skills. No experience? No problem!
完成在 Google Cloud 上实施云安全基础措施技能徽章中级课程， 展示自己在以下方面的技能：使用 Identity and Access Management (IAM) 创建和分配角色； 创建和管理服务账号；跨虚拟私有云 (VPC) 网络实现专用连接； 使用 Identity-Aware Proxy 限制应用访问权限； 使用 Cloud Key Management Service (KMS) 管理密钥和加密数据；创建专用 Kubernetes 集群。
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Getting started in the cloud doesn’t have to be complicated. With these hands-on building blocks, you’ll explore essential Google Cloud services like Cloud Storage, BigQuery, and IAM. You’ll learn how to store and manage data, set up secure networks, and even deploy apps with Cloud Run and Firestore. Whether you're new to the cloud or just brushing up on the basics, these labs provide real, practical experience—no prior experience needed!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for February Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the February Trivia Week 1 badge!
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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
本课程介绍 Google Cloud 的 AI 和机器学习 (ML) 能力，重点讲解如何开发生成式和预测式 AI 项目。本课程将探讨“数据到 AI”全生命周期中的多种技术、产品和工具，并通过互动练习帮助数据科学家、AI 开发者和机器学习工程师提升专业能力。
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Level up your cloud skills with hands-on labs covering everything from storage and BigQuery to VPCs, Pub/Sub, and Artifact Registry for Python and Go. No experience needed—explore, learn, and earn your Google Cloud Credential on your journey to becoming an Arcade Hero!
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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
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The demand for cloud skills has surged by 30% in the past year, and this set of hands-on labs is designed to help you gain them and earn an exclusive Google Cloud credential! Learn how to migrate databases with Cloud SQL, explore AI using Gemini, deploy apps with Cloud Run Canary Deployments, analyze data in BigQuery, and more. All with no prior experience needed!
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Start your next Arcade Adventure that will set you on the path to becoming a Professional Cloud Database Engineer. Pick up essential BigQuery and Firebase skills, and earn an exclusive Google Cloud credential along the way!
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Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone. Be one of the first 20 people to complete the challenge and earn a 100% discount voucher for your next Google Cloud Digital Leader Examination. Welcome!
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这是一节入门级微学习课程，探讨什么是大型语言模型 (LLM)、适合的应用场景以及如何使用提示调整来提升 LLM 性能，还介绍了可以帮助您开发自己的 Gen AI 应用的各种 Google 工具。
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在本课程中，您将了解 Google Cloud 数据工程、数据工程师的角色和职责，以及相关的 Google Cloud 产品和服务。您还将了解如何应对数据工程挑战。
本课程介绍 Vertex AI Studio，这是一种用于与生成式 AI 模型交互、围绕业务创意进行原型设计并在生产环境中落地的工具。通过沉浸式应用场景、富有吸引力的课程和实操实验，您将探索从提示到产品的整个生命周期，了解如何将 Vertex AI Studio 用于多模态 Gemini 应用、提示设计、提示工程和模型调优。本课程的目的在于帮助您利用 Vertex AI Studio，在自己的项目中充分发掘生成式 AI 的潜力。
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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
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This course is part 1 of a 3-course series on Serverless Data Processing with Dataflow. In this first course, we start with a refresher of what Apache Beam is and its relationship with Dataflow. Next, we talk about the Apache Beam vision and the benefits of the Beam Portability framework. The Beam Portability framework achieves the vision that a developer can use their favorite programming language with their preferred execution backend. We then show you how Dataflow allows you to separate compute and storage while saving money, and how identity, access, and management tools interact with your Dataflow pipelines. Lastly, we look at how to implement the right security model for your use case on Dataflow.
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本课程向您介绍扩散模型。这类机器学习模型最近在图像生成领域展现出了巨大潜力。扩散模型的灵感来源于物理学，特别是热力学。过去几年内，扩散模型成为热门研究主题并在整个行业开始流行。Google Cloud 上许多先进的图像生成模型和工具都是以扩散模型为基础构建的。本课程向您介绍扩散模型背后的理论，以及如何在 Vertex AI 上训练和部署此类模型。
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这是一节入门级微课程，旨在解释什么是生成式 AI、它的用途以及与传统机器学习方法的区别。该课程还介绍了可以帮助您开发自己的生成式 AI 应用的各种 Google 工具。
This course explores the fundamentals of the feedback loop process for Virtual Agent development and introduces the native capabilities within Dialogflow CX that support it
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This course helps learners create a study plan for the PDE (Professional Data Engineer) certification exam. Learners explore the breadth and scope of the domains covered in the exam. Learners assess their exam readiness and create their individual study plan.
How to Use TPUs for Inference
Earned Feb 25, 2026 EST
Developing Applications with Cloud Run on Google Cloud: Fundamentals
Earned Nov 27, 2025 EST
Observability in Google Cloud
Earned Nov 20, 2025 EST
开发 Google Cloud 网络
Earned Nov 16, 2025 EST
Select a Google Cloud Database for Your Applications
Earned Nov 15, 2025 EST
Google Cloud 重要基础设施：核心服务
Earned Nov 15, 2025 EST
在 Google Cloud 上使用 Terraform 构建基础设施
Earned Nov 10, 2025 EST
Google Cloud 重要基础设施：基础
Earned Nov 2, 2025 EST
矢量搜索和嵌入
Earned Oct 28, 2025 EDT
Feature Engineering
Earned Oct 27, 2025 EDT
Level 2: AI and Data Innovation on Google Cloud
Earned Sep 22, 2025 EDT
Generative AI for Healthcare
Earned Sep 17, 2025 EDT
生成式 AI：不只是聊天机器人
Earned Sep 16, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 1
Earned Sep 13, 2025 EDT
Level 1: Cloud Infrastructure and Data Foundation
Earned Sep 10, 2025 EDT
保护 BigLake 数据
Earned Aug 26, 2025 EDT
Data Transformation in the Cloud
Earned Aug 25, 2025 EDT
Preparing for Your Associate Cloud Engineer Journey
Earned Aug 24, 2025 EDT
Cloud Healthcare API
Earned Aug 23, 2025 EDT
MySQL to Cloud Spanner
Earned Aug 14, 2025 EDT
Level 3: Terraform Essentials
Earned Aug 11, 2025 EDT
Creating Infrastructure on Google Cloud with Terraform
Earned Aug 11, 2025 EDT
Google Cloud 基础知识：核心基础设施
Earned Aug 10, 2025 EDT
在 Google Cloud 中使用 Kubernetes
Earned Aug 8, 2025 EDT
Understanding LookML in Looker
Earned Aug 8, 2025 EDT
在 Looker 中应用高级 LookML 概念
Earned Aug 8, 2025 EDT
在 Looker 中管理数据模型
Earned Aug 6, 2025 EDT
Working with Notebooks in Vertex AI
Earned Aug 5, 2025 EDT
Developing Data Models with LookML
Earned Aug 5, 2025 EDT
Looker Studio Essentials
Earned Aug 4, 2025 EDT
Analyzing and Visualizing Data in Looker
Earned Aug 3, 2025 EDT
用 Database Migration Service 将 MySQL 数据迁移至 Cloud SQL
Earned Aug 3, 2025 EDT
融会贯通：为云数据分析师岗位做好准备
Earned Aug 1, 2025 EDT
讲故事的力量：如何在云端可视化数据
Earned Jul 31, 2025 EDT
使用 Gemini in BigQuery 提高效率
Earned Jul 31, 2025 EDT
Introduction to Looker
Earned Jul 29, 2025 EDT
Trust and Security with Google Cloud
Earned Jul 29, 2025 EDT
Scaling with Google Cloud Operations
Earned Jul 28, 2025 EDT
通过 BigQuery ML 创建机器学习模型
Earned Jul 28, 2025 EDT
Modernize Infrastructure and Applications with Google Cloud
Earned Jul 28, 2025 EDT
Innovating with Google Cloud Artificial Intelligence
Earned Jul 28, 2025 EDT
BigQuery for Data Analysts
Earned Jul 27, 2025 EDT
云端数据转换
Earned Jul 27, 2025 EDT
云端数据管理和存储
Earned Jul 27, 2025 EDT
Google Cloud 数据分析功能简介
Earned Jul 26, 2025 EDT
Level 2: Modern Application Deployment
Earned Jul 26, 2025 EDT
在 BigQuery 中使用 Gemini 模型
Earned Jul 16, 2025 EDT
Level 1: Core Infrastructure and Security
Earned Jul 16, 2025 EDT
Google Cloud 数据分析功能简介
Earned Jul 10, 2025 EDT
云工程
Earned Jul 9, 2025 EDT
用 Google Data Cloud 共享数据
Earned Jul 9, 2025 EDT
基准：数据、机器学习和 AI
Earned Jul 7, 2025 EDT
在 Cloud Data Fusion 上构建无代码流水线
Earned Jul 6, 2025 EDT
使用 Dataplex 构建数据网格
Earned Jul 3, 2025 EDT
Exploring Data Transformation with Google Cloud
Earned Jul 1, 2025 EDT
使用 BigQuery 构建数据仓库
Earned Jun 26, 2025 EDT
Google Kubernetes Engine 使用入门
Earned Jun 26, 2025 EDT
了解自己的 Google Cloud 成本
Earned Jun 22, 2025 EDT
Build Streaming Data Pipelines on Google Cloud
Earned Jun 19, 2025 EDT
Build Batch Data Pipelines on Google Cloud
Earned Jun 17, 2025 EDT
利用 BigQuery ML 构建预测模型时的数据工程处理
Earned Jun 12, 2025 EDT
Digital Transformation with Google Cloud
Earned Jun 8, 2025 EDT
在 Google Cloud 上为机器学习 API 准备数据
Earned Jun 2, 2025 EDT
构建安全的 Google Cloud 网络
Earned Jun 2, 2025 EDT
Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
Earned May 31, 2025 EDT
在 Google Cloud 上设置应用开发环境
Earned May 30, 2025 EDT
Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
Earned May 28, 2025 EDT
Google Cloud 云计算基础课程：Google Cloud 中的基础设施
Earned May 18, 2025 EDT
Build Data Lakes and Data Warehouses on Google Cloud
Earned May 12, 2025 EDT
为 Compute Engine 实现云负载均衡
Earned Apr 30, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 3
Earned Apr 23, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 4
Earned Apr 23, 2025 EDT
Build a Certification Study Guide: PMLE
Earned Apr 22, 2025 EDT
Google Cloud 云计算基础课程：云计算基础知识
Earned Apr 22, 2025 EDT
Responsible AI: 和 Google Cloud 一起践行 AI 原则
Earned Apr 21, 2025 EDT
Level 3: The Arcade Quiz
Earned Apr 17, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 1
Earned Apr 16, 2025 EDT
在 Vertex AI 中设计提示
Earned Apr 16, 2025 EDT
负责任的 AI 简介
Earned Apr 14, 2025 EDT
BigQuery 流式数据分析
Earned Mar 17, 2025 EDT
在 Google Cloud 上存储、处理和管理数据 - 命令行
Earned Mar 17, 2025 EDT
Skills Boost Arcade Trivia March 2025 Week 2
Earned Mar 13, 2025 EDT
在 Google Cloud 上存储、处理和管理数据 - 控制台
Earned Mar 1, 2025 EST
使用 Cloud Run Functions 构建无服务器应用
Earned Feb 27, 2025 EST
Cloud Storage 使用入门
Earned Feb 26, 2025 EST
Pub/Sub 使用入门
Earned Feb 26, 2025 EST
Google Cloud: Prompt Engineering Guide
Earned Feb 26, 2025 EST
Dataplex 使用入门
Earned Feb 25, 2025 EST
在 Cloud Storage 上创建安全的数据湖
Earned Feb 25, 2025 EST
Data Lake Modernization on Google Cloud: Cloud Composer
Earned Feb 21, 2025 EST
Level 1: App Dev and Deployment
Earned Feb 12, 2025 EST
在 Cloud Storage 上创建流式数据湖
Earned Feb 11, 2025 EST
在 Google Cloud 上实施云安全基础措施
Earned Feb 6, 2025 EST
Level 3: Building Blocks
Earned Feb 5, 2025 EST
Skills Boost Arcade Trivia February 2025 Week 1
Earned Feb 4, 2025 EST
Skills Boost Arcade Base Camp February 2025
Earned Feb 4, 2025 EST
基准：基础架构
Earned Jan 18, 2025 EST
Google Cloud 上的 AI 和机器学习简介
Earned Jan 14, 2025 EST
Level 3: Arcade Heroes
Earned Jan 14, 2025 EST
The Arcade Base Camp January 2025
Earned Jan 12, 2025 EST
Level 1: Cloud Infrastructure and Data
Earned Dec 25, 2024 EST
Level 3: BigQuery and Firebase
Earned Dec 17, 2024 EST
The Arcade Certification Zone December 2024
Earned Dec 16, 2024 EST
大型语言模型简介
Earned Dec 10, 2024 EST
Google Cloud 数据工程简介
Earned Dec 10, 2024 EST
从 BigQuery 数据中挖掘数据洞见
Earned Dec 7, 2024 EST
Vertex AI Studio 简介
Earned Dec 6, 2024 EST
The Arcade Base Camp December 2024
Earned Dec 6, 2024 EST
Serverless Data Processing with Dataflow: Foundations
Earned Dec 4, 2024 EST
图像生成简介
Earned Dec 3, 2024 EST
生成式 AI 简介
Earned Dec 2, 2024 EST
为 Looker 信息中心和报告准备数据
Earned Nov 29, 2024 EST
[DEPRECATED] Basic Performance Measurement
Earned Nov 22, 2024 EST
Preparing for your Professional Data Engineer Journey
Earned Oct 25, 2024 EDT