面向开发者的 Responsible AI：公平性与偏见
Earned Aug 29, 2024 EDT
使用多模态 Gemini 和多模态 RAG 检查富文档
Earned Aug 26, 2024 EDT
矢量搜索和嵌入
Earned Aug 24, 2024 EDT
Vertex AI Studio 简介
Earned Aug 22, 2024 EDT
创建图片标注模型
Earned Aug 20, 2024 EDT
Transformer 模型和 BERT 模型
Earned Aug 20, 2024 EDT
编码器-解码器架构
Earned Aug 18, 2024 EDT
注意力机制
Earned Aug 18, 2024 EDT
Introduction to Data Analytics in Google Cloud
Earned Jul 7, 2024 EDT
图像生成简介
Earned Jun 19, 2024 EDT
Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
Earned Jun 12, 2024 EDT
Managing Cloud Infrastructure with Terraform
Earned May 24, 2024 EDT
基准：数据、机器学习和 AI
Earned May 23, 2024 EDT
Generative AI Fundamentals - 简体中文
Earned May 17, 2024 EDT
在 Agent Platform 中设计提示
Earned May 15, 2024 EDT
Responsible AI: 和 Google Cloud 一起践行 AI 原则
Earned May 14, 2024 EDT
负责任的 AI 简介
Earned Nov 27, 2023 EST
生成式 AI 简介
Earned Nov 27, 2023 EST
大型语言模型简介
Earned Nov 23, 2023 EST
完成在 Cloud Run 上开发无服务器应用技能徽章中级课程， 展示您在以下方面的技能：集成 Cloud Run 与 Cloud Storage 以管理数据， 使用 Cloud Run 和 Pub/Sub 设计弹性异步系统架构， 构建依托 Cloud Run 技术的 REST API 网关，以及在 Cloud Run 上构建和部署服务。
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完成在 Google Cloud 中管理 Kubernetes这一中级技能徽章课程， 展示您在以下方面的技能：使用 kubectl 管理部署、监控并 调试在 Google Kubernetes Engine (GKE) 上运行的应用，以及持续交付技术。
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完成本课程，赢取使用智能体开发套件 (ADK) 构建 AI 智能体中级技能徽章，展示您在以下方面的技能： 提出实际的语言模型研究问题；构建一个简单的词元化器；制作用于训练 Transformer 语言模型的数据集；运行小语言模型的训练循环。
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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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Unlock the power of generative AI to create intelligent, automated agents. After completing this course, you'll be equipped to develop a data store agent that can instantly answer complex questions by automatically extracting and synthesizing information from your websites, documents, or structured data. Say goodbye to static FAQs—your new agent will provide dynamic, accurate answers and even surface the original source URLs, all with a simple and rapid setup.
This month's Arcade Sprint 1 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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This month's Arcade Sprint 4 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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This month's Arcade Sprint 3 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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This month's Arcade Sprint 2 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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This month's Arcade Sprint 1 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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Generative AI is quickly becoming a core part of modern cloud solutions. In this challenge, you’ll build applications using Gemini on Vertex AI for text embeddings, multimodal content generation, and text-to-image workflows, while also learning how to ingest data into BigQuery from Cloud Storage. You’ll then test your understanding through role-based Arcade quizzes designed for Workspace Administrators, Database Engineers, DevOps Engineers, and Digital Leaders—bringing together hands-on building and practical knowledge validation.
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Hey there! You're invited to game on with Google Skills Arcade Trivia for January 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 January Trivia Week 3 badge!
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Hey there! You're invited to game on with Google Skills Arcade Trivia for January 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 January Trivia Week 2 badge!
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Hey there! You're invited to game on with Google Skills Arcade Trivia for January 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 January Trivia Week 1 badge!
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完成 实现云协作和生产力工作流课程，赢取入门技能徽章。在此课程中，您将了解 Google 的协作平台 并学习如何使用 Gmail、Google 日历、Meet、Google 云端硬盘、Google 表格和 AppSheet。
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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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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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July 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 July Trivia Week 1 badge!
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Build reliable systems that can handle real-world demands. These labs focus on automated deployments, smart traffic management, and resilient architecture using GKE, Cloud Run, and Cloud Deploy. Finish strong and earn a Google Cloud credential that highlights your operational edge.
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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.
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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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在本课程中，您将了解 Gemini（Google Cloud 的生成式 AI 赋能的协作工具）如何帮助分析客户数据并预测产品销售情况。此外，您还将了解如何在 BigQuery 中使用客户数据来识别、开发新客户并对其进行分类。通过动手实验，您将体验 Gemini 如何改进数据分析和机器学习工作流。
Duet AI 已更名为 Gemini，这是我们的新一代模型。
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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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完成用 Document AI 实现大规模自动数据采集课程，赢取入门级技能徽章。在本课程中，您将学习如何使用 Document AI 提取、处理和采集数据。
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This video will cover how you can leverage Gemini's advanced AI capabilities in Google Docs to brainstorm ideas, draft various marketing content, and collaborate with your team.
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“生成式 AI 应用：改变工作方式”是 Generative AI Leader 学习路线的第四门课程。本课程介绍 Google 的生成式 AI 应用，例如 Gemini for Workspace 和 NotebookLM。它将引导您逐一了解接地、检索增强生成、构建有效提示和构建自动化工作流等概念。
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“生成式 AI: 全面了解生成式 AI”是 Generative AI Leader 学习路线中的第三门课程。生成式 AI 正在改变我们的工作方式,以及我们与周围世界的互动方式。作为领导者,应该如何利用生成式 AI 来推动实现实际的业务成果?在本课程中,您将探索构建生成式 AI 解决方案的不同层级、Google Cloud 的产品,以及选择解决方案时需要考虑的因素。
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“生成式 AI: 剖析基本概念”是 Generative AI Leader 学习路线中的第二门课程。在本课程中,您将了解生成式 AI 的基本概念。您要探索 AI、机器学习和生成式 AI 之间的区别,了解各种数据类型如何赋能生成式 AI,从而应对各种业务挑战。您还将深入了解 Google Cloud 应对基础模型局限性的策略,以及负责任和安全的 AI 开发与部署面临着哪些关键挑战。
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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。
In this quest you will use a collection of Google APIs that are all related to language, and speech. You will use the Speech-to-Text API to transcribe an audio file into a text file, the Cloud Translation API to translate from one language to another, the Cloud Translation API to detect what language is being used and translate to a different language, the Natural Language API to classify text and analyze sentiment, and create synthetic speech.
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Lace up for the Learn-a-Thon, your ultimate endurance challenge to master Google Cloud! This game features dynamic, hands-on labs where you'll conquer advanced topics like Terraform for robust load balancing, extract deep insights using Cloud ML APIs for perceptive text analysis, explore the fundamentals of EOSIO blockchain, and deploy Jenkins on Kubernetes for seamless CI/CD. Rack up points, earn a prestigious badge, and truly accelerate your cloud expertise.
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for June 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 June Trivia Week 4 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for June 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 June Trivia Week 3 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for June 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 June Trivia Week 2 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for June 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 June Trivia Week 1 badge!
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This set of labs helps you explore, manage, and visualize data effectively while also diving into task automation and performance testing on Google Cloud. You’ll work with tools like Looker and Looker Studio to model data, create derived tables, and build compelling dashboards for insights into billing and usage. You’ll also explore data governance with Data Catalog and service discovery using Service Directory. On the automation front, you’ll set up scheduled jobs with Cloud Scheduler and use Kubernetes for distributed load testing. Additionally, you'll learn how to test network latency between VMs and earn an exclusive Google Cloud Credential!
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This set of labs helps you get practical experience deploying applications and managing cloud infrastructure on Google Cloud. You’ll start by launching apps using App Engine and Dataflow across languages like PHP, Go, and Python. Then, you’ll explore how to design and manage Virtual Private Cloud (VPC) networks, control access, and use tools like internal load balancers and Cloud CDN to optimize performance and cost. As you go, you'll gain hands-on experience with Terraform to automate infrastructure deployment and maintain state across environments. Whether you're new to cloud deployment or looking to sharpen your networking and automation skills, these labs provide a strong foundation for building scalable, efficient applications.
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Thinking about certifications or just want to see how far you've come? This challenge is your chance to sharpen your skills with help from Generative AI. Start by reflecting on where you stand in the digital space, then jump into Gen AI-powered reviews tailored to key Google Cloud certifications like Generative AI Digital, Data Practitioner, Cloud Developer, and DevOps Engineer. Wrap things up with fun, fast quizzes to test what you’ve learned and spot areas to improve. Its a smarter, more focused way to prep—and a great way to keep your journey in the cloud going strong!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for May 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 May Trivia Week 4 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for May 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 May Trivia Week 2 badge!
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This challenge is designed to help you get comfortable working with data across tools like Google Sheets, BigQuery, Looker, and even Google Docs. You’ll start by learning how to find, filter, and visualize data in Sheets, and run quick-start projects using Pub/Sub, BigQuery, Dataplex, and Cloud Filestore from the command line. From there, you’ll dive deeper—writing SQL to explore real-world datasets, spotting common query errors, and troubleshooting data models in Looker. You’ll also pick up best practices to make your LookML projects easier to use and maintain. Whether you're just exploring or solving tricky issues, these labs give you the practical skills to work smarter with your data.
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for May 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 May Trivia Week 3 badge!
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完成中级技能徽章课程“使用 Gemini 和 Streamlit 开发生成式 AI 应用”，展示您在以下方面的技能： 文本生成、通过 Python SDK 和 Gemini API 应用函数调用，以及通过 Cloud Run 部署 Streamlit 应用。 您将了解如何以不同方式通过提示来让 Gemini 生成文本、使用 Cloud Shell 进行测试，以及如何迭代 Streamlit 应用，随后将其封装成 Docker 容器并部署在 Cloud Run 中。
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Getting from point A to B quickly is Rapido’s promise—but delivering on that takes more than just two wheels. In this challenge, you’ll see how Rapido used Google Cloud to scale from a bike-taxi service to launching delivery solutions for people and businesses, all while handling real-time demand across 100+ cities. You’ll explore how tools like Kubernetes, Cloud Vision, Firebase, and BigQuery help manage microservices, onboard drivers in minutes, and personalize user experiences. From rapid app releases to smarter route planning, discover how cloud technology keeps Rapido moving fast—on the road and in the backend.
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This set of labs is all about helping you get hands-on with Looker and Google Cloud to turn raw data into clear, useful insights. You’ll learn how to build and organize your data models using LookML, create custom metrics and dimensions, and use derived tables to clean and shape your data. Along the way, you'll explore best practices like modularizing your code and improving query performance with caching and datagroups. Once the data’s in shape, you’ll move into Looker Studio to build reports, schedule dashboards, and set up alerts—making it easier to share what matters with your team.
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Modern apps don’t just need to run—they need to run smart, fast, and secure. With these labs, you'll get hands-on with the foundational tools that power today's connected experiences. You'll configure VPC networks, manage identity with IAM and IAP, and monitor systems using Prometheus and Cloud Monitoring. You’ll also deploy serverless apps with Cloud Run and generate PDFs with Go. It’s everything you need to sharpen your networking know-how—fast!
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Get hands-on with the core tools behind modern app development on Google Cloud. Start by exploring Artifact Registry to securely store, organize, and manage your container images and packages. You’ll explore key tasks like setting up repositories, configuring authentication, applying tags, and automating cleanups. Then, transition to Cloud Run to deploy stateless, containerized applications with ease. Learn how to work with environment variables, manage secrets, control traffic, and build scalable, event-driven services and earn 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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As organizations move their data and applications to the cloud, they must address a rapidly evolving landscape of security challenges. This course explores the foundations of cloud security, the value of Google Cloud’s secure-by-design infrastructure, and the defense-in-depth strategy, while highlighting how AI-driven operations and compliance tools help organizations meet strict global regulatory requirements.
As 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.
As 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. This course explores the fundamental concepts of modern operations, reliability, and resilience in the cloud, and how Google Cloud can help support these efforts.
As 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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Digital transformation is a critical journey for modern organizations, and establishing a strong baseline in cloud computing is the first step toward driving meaningful innovation. Digital Transformation with Google Cloud introduces the core technologies and strategic frameworks that help organizations modernize their operations. This course explores fundamental cloud concepts, global network infrastructure, and the shared responsibility model to help leaders navigate their path to the cloud with confidence.
As 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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for May 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 May 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!
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“生成式 AI 智能体：助力组织转型”是“Gen AI Leader”学习路线中的第五门课程，也是最后一门课程。本课程探讨了组织如何使用量身定制的生成式 AI 智能体，帮助应对特定的业务挑战。您将亲自动手构建一个基本的生成式 AI 智能体，并探索这些智能体的组成部分，例如模型、推理循环以及各种工具。
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 Managed Service for Apache Spark 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“使用 Gemini 和 Imagen 构建实际 AI 应用”技能徽章入门课程，展示您在以下方面的技能：图像识别、自然语言处理、
使用 Google 强大的 Gemini 和 Imagen 模型生成图像、在 Vertex AI 平台上部署应用。
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完成中级技能徽章课程“在 Google 表格中使用函数、公式和图表”， 展现您在以下方面的技能：使用函数分析数据；使用图表直观呈现数据；以及搜索和验证数据、 设置数据格式、显示数据。
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完成 Google Cloud 中的监控功能这一入门级技能徽章课程， 以证明您具备以下技能：使用 Cloud Monitoring 工具监控 Google Cloud 上的资源。
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完成中级技能徽章课程使用 Agent Platform 探索生成式 AI，展示自己在以下方面的技能： 文本生成技能、用于增强内容创作能力的图像和视频分析技能，以及在 Gemini API 中应用函数调用技术的技能。 了解如何运用先进的 Gemini 技术、探索多模态内容生成方法，并扩展 AI 赋能项目的功能。
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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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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完成 Sensitive Data Protection 使用入门 这一入门级技能徽章课程，展示您在以下方面的技能：使用 Sensitive Data Protection 服务 （包括 Cloud Data Loss Prevention API）来检查和隐去 Google Cloud 中的敏感数据，并对敏感数据进行去标识处理。
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Get hands-on with Google Cloud’s core infrastructure and API capabilities. These labs walk you through deploying virtual machines, setting up network load balancers, and provisioning services through Cloud Marketplace. You'll also explore API management with API Gateway and enhance security with Cloud Data Loss Prevention and 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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Learn how to streamline healthcare data management with cloud technology. In these hands-on labs, you'll work with FHIR and HL7v2 data using the Healthcare API, de-identify medical images, and build a secure data lake on Cloud Storage. You'll also explore ways to cut cost and process large datasets with Cloud Dataproc. Whether it's managing patient records or securing sensitive data, these labs will equip you with the skills to enhance healthcare technology.
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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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完成使用 Natural Language API 分析情感挑战任务，赢取技能徽章 。在此过程中，您将学习如何使用 API 从文本中提取情感。
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Build smarter, more connected applications while keeping security at the forefront. These hands-on labs take you through creating dynamic Gmail Add-ons, Google Chat Bots, and AI-powered document tools. You'll also explore securing cloud environments with Binary Authorization, detecting threats with Security Command Center, and monitoring performance with Google Cloud’s managed services. Get ready to develop, secure, and optimize with confidence!
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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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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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for March 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 March Trivia Week 1 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for March 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 March Trivia Week 3 badge!
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Learn how to build and deploy cloud applications with hands-on practice and pick up essential skills like automation, optimization, and scalability. Get real-world experience to create efficient, high-performing apps and earn an exclusive Google Cloud Credential!
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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.
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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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本课程介绍 AI 隐私保护和安全方面的重要主题，还将探索使用 Google Cloud 产品和开源工具实施建议的 AI 隐私保护和安全实践的实用方法和工具。
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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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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.
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本课程致力于为您提供所需的知识和工具，让您能够了解 MLOps 团队在部署和管理生成式 AI 模型以及探索 Vertex AI 如何帮助 AI 团队简化 MLOps 流程时面临的独特挑战，并帮助您在生成式 AI 项目中取得成功。
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本课程介绍了 AI 可解释性和透明度的相关概念，探讨了 AI 透明度对于开发者和工程师的重要性。同时探索了有助于在数据和 AI 模型中实现可解释性和透明度的实用方法及工具。
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本课程介绍了 Responsible AI 的概念和 AI 原则，还介绍了在 AI/机器学习实践中识别公平性与偏见以及减少偏见的实用技巧，同时探索了使用 Google Cloud 产品和开源工具来实施 Responsible AI 最佳实践的实用方法和工具。
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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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。
This is the first of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll define the field of cloud data analysis and describe roles and responsibilities of a cloud data analyst as they relate to data acquisition, storage, processing, and visualization. You’ll explore the architecture of Google Cloud-based tools, like BigQuery and Cloud Storage, and how they are used to effectively structure, present, and report data.
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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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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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In this Quest, the experienced user of Google Cloud will learn how to describe and launch cloud resources with Terraform, an open source tool that codifies APIs into declarative configuration files that can be shared amongst team members, treated as code, edited, reviewed, and versioned. In these nine hands-on labs, you will work with example templates and understand how to launch a range of configurations, from simple servers, through full load-balanced applications.
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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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完成 Introduction to Generative AI、Introduction to Large Language Models 和 Introduction to Responsible AI 三门课程，赢取技能徽章。通过最终测验，即表明您理解了生成式 AI 的基本概念。
技能徽章是由 Google Cloud 颁发的数字徽章，旨在认可您对 Google Cloud 产品与服务的了解程度。公开您的个人资料并将技能徽章添加到您的社交媒体个人资料中，以此来分享您获得的成就。
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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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。
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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。
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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。
在 Cloud Run 上开发无服务器应用
Earned May 24, 2026 EDT
在 Google Cloud 中管理 Kubernetes
Earned May 24, 2026 EDT
使用智能体开发套件 (ADK) 构建 AI 智能体
Earned May 16, 2026 EDT
在 Google Cloud 上实施云安全基础措施
Earned May 5, 2026 EDT
Agent Assist and its Gen AI Capabilities
Earned May 3, 2026 EDT
为 Compute Engine 实现云负载均衡
Earned Apr 24, 2026 EDT
Arcade March 2026 Sprint 1
Earned Mar 23, 2026 EDT
Arcade February 2026 Sprint 4
Earned Feb 11, 2026 EST
Arcade February 2026 Sprint 3
Earned Feb 10, 2026 EST
Arcade February 2026 Sprint 2
Earned Feb 10, 2026 EST
Arcade February 2026 Sprint 1
Earned Feb 4, 2026 EST
Level 3: Applied Generative AI
Earned Jan 12, 2026 EST
Google Skills Arcade Trivia January 2026 Week 3
Earned Jan 11, 2026 EST
Google Skills Arcade Trivia January 2026 Week 2
Earned Jan 9, 2026 EST
Google Skills Arcade Trivia January 2026 Week 1
Earned Jan 7, 2026 EST
实现云协作和生产力工作流
Earned Dec 21, 2025 EST
Google Cloud 数据分析功能简介
Earned Oct 29, 2025 EDT
Level 1: Core Infrastructure and Security
Earned Jul 30, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 1
Earned Jul 29, 2025 EDT
Level 3: Advanced App Operations
Earned Jul 27, 2025 EDT
Skills Boost Arcade Certification Zone July 2025
Earned Jul 26, 2025 EDT
Skills Boost Arcade Base Camp July 2025
Earned Jul 20, 2025 EDT
面向数据科学家和分析师的 Gemini
Earned Jul 19, 2025 EDT
通过 BigQuery ML 创建机器学习模型
Earned Jul 18, 2025 EDT
用 Document AI 实现大规模自动数据采集
Earned Jul 18, 2025 EDT
AI Boost Bites: Content Generation with Gemini Made Easy
Earned Jul 18, 2025 EDT
生成式 AI 应用：改变工作方式
Earned Jul 15, 2025 EDT
生成式 AI: 全面了解生成式 AI
Earned Jul 15, 2025 EDT
生成式 AI：剖析基本概念
Earned Jul 15, 2025 EDT
生成式 AI：不只是聊天机器人
Earned Jul 15, 2025 EDT
BigQuery 流式数据分析
Earned Jun 11, 2025 EDT
DEPRECATED Language, Speech, Text, & Translation with Google Cloud APIs
Earned Jun 11, 2025 EDT
Arcade Learn-a-Thon
Earned Jun 10, 2025 EDT
Skills Boost Arcade Trivia June 2025 Week 4
Earned Jun 9, 2025 EDT
Skills Boost Arcade Trivia June 2025 Week 3
Earned Jun 8, 2025 EDT
Skills Boost Arcade Trivia June 2025 Week 2
Earned Jun 8, 2025 EDT
Skills Boost Arcade Trivia June 2025 Week 1
Earned Jun 8, 2025 EDT
Level 2: Automation and Performance Testing
Earned Jun 7, 2025 EDT
Level 1: Application and Network Infrastructure
Earned Jun 5, 2025 EDT
Level 3: AI Readiness
Earned Jun 3, 2025 EDT
Skills Boost Arcade Trivia May 2025 Week 4
Earned May 31, 2025 EDT
Skills Boost Arcade Trivia May 2025 Week 2
Earned May 31, 2025 EDT
Level 2: Data Exploration and Integration
Earned May 28, 2025 EDT
Skills Boost Arcade Trivia May 2025 Week 3
Earned May 28, 2025 EDT
使用 Gemini 和 Streamlit 开发生成式 AI 应用
Earned May 26, 2025 EDT
Work Meets Play: Rapid Runs
Earned May 21, 2025 EDT
Level 1: Data Modeling and Reporting
Earned May 15, 2025 EDT
Arcade NetworSkills
Earned May 13, 2025 EDT
Level 3: Building Blocks
Earned May 12, 2025 EDT
Google Cloud 数据分析功能简介
Earned May 10, 2025 EDT
Trust and Security with Google Cloud
Earned May 9, 2025 EDT
Innovating with Google Cloud Artificial Intelligence
Earned May 9, 2025 EDT
Scaling with Google Cloud Operations
Earned May 9, 2025 EDT
Digital Transformation with Google Cloud
Earned May 9, 2025 EDT
Skills Boost Arcade Trivia May 2025 Week 1
Earned May 9, 2025 EDT
Skills Boost Arcade Base Camp May 2025
Earned May 7, 2025 EDT
生成式 AI 智能体：助力组织转型
Earned Apr 28, 2025 EDT
实现事件驱动的即时消息和自动化工作流
Earned Apr 27, 2025 EDT
在 Cloud Storage 上创建流式数据湖
Earned Apr 27, 2025 EDT
在 Google Cloud 上为机器学习 API 准备数据
Earned Apr 27, 2025 EDT
使用 Gemini 和 Imagen 构建实用 AI 应用
Earned Apr 26, 2025 EDT
在 Google 表格中使用函数、公式和图表
Earned Apr 26, 2025 EDT
Google Cloud 中的监控功能
Earned Apr 26, 2025 EDT
使用 Agent Platform 探索生成式 AI
Earned Apr 25, 2025 EDT
在 BigQuery 中执行预测性数据分析
Earned Apr 24, 2025 EDT
在 Looker 中构建 LookML 对象
Earned Apr 24, 2025 EDT
在 Google Cloud 上设置应用开发环境
Earned Apr 24, 2025 EDT
在 Google Cloud 上部署 Kubernetes 应用
Earned Apr 24, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 4
Earned Apr 23, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 3
Earned Apr 21, 2025 EDT
Sensitive Data Protection 使用入门
Earned Apr 15, 2025 EDT
Level 2: Cloud Infrastructure & API Essentials
Earned Apr 13, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 1
Earned Apr 11, 2025 EDT
Arcade TechCare
Earned Apr 11, 2025 EDT
用 Google Data Cloud 共享数据
Earned Apr 8, 2025 EDT
使用 Natural Language API 分析情感
Earned Apr 8, 2025 EDT
Level 1: Application Development and Security with GCP
Earned Apr 7, 2025 EDT
Level 3: The Arcade Quiz
Earned Apr 6, 2025 EDT
Skills Boost Arcade Base Camp April 2025
Earned Apr 5, 2025 EDT
Skills Boost Arcade Trivia March 2025 Week 1
Earned Apr 1, 2025 EDT
Skills Boost Arcade Trivia March 2025 Week 3
Earned Apr 1, 2025 EDT
Level 3: ACE App Dev
Earned Mar 31, 2025 EDT
Skills Boost Arcade Certification Zone March 2025
Earned Mar 28, 2025 EDT
Build a Certification Study Guide: PMLE
Earned Dec 31, 2024 EST
面向开发者的 Responsible AI：隐私保护和安全
Earned Dec 30, 2024 EST
Google Cloud 上的 AI 和机器学习简介
Earned Dec 29, 2024 EST
Preparing for your Professional Data Engineer Journey
Earned Sep 2, 2024 EDT
适用于生成式 AI 的机器学习运维 (MLOps)
Earned Sep 1, 2024 EDT
面向开发者的 Responsible AI：可解释性和透明度
Earned Sep 1, 2024 EDT
面向开发者的 Responsible AI：公平性与偏见
Earned Aug 29, 2024 EDT
使用多模态 Gemini 和多模态 RAG 检查富文档
Earned Aug 26, 2024 EDT
矢量搜索和嵌入
Earned Aug 24, 2024 EDT
Vertex AI Studio 简介
Earned Aug 22, 2024 EDT
创建图片标注模型
Earned Aug 20, 2024 EDT
Transformer 模型和 BERT 模型
Earned Aug 20, 2024 EDT
编码器-解码器架构
Earned Aug 18, 2024 EDT
注意力机制
Earned Aug 18, 2024 EDT
Introduction to Data Analytics in Google Cloud
Earned Jul 7, 2024 EDT
图像生成简介
Earned Jun 19, 2024 EDT
Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
Earned Jun 12, 2024 EDT
Managing Cloud Infrastructure with Terraform
Earned May 24, 2024 EDT
基准：数据、机器学习和 AI
Earned May 23, 2024 EDT
Generative AI Fundamentals - 简体中文
Earned May 17, 2024 EDT
在 Agent Platform 中设计提示
Earned May 15, 2024 EDT
Responsible AI: 和 Google Cloud 一起践行 AI 原则
Earned May 14, 2024 EDT
负责任的 AI 简介
Earned Nov 27, 2023 EST
生成式 AI 简介
Earned Nov 27, 2023 EST
大型语言模型简介
Earned Nov 23, 2023 EST