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Vaibhavi Ghule

成为会员时间：2026

黄金联赛

31484 积分
使用 Security Command Center 消除威胁和漏洞 Earned Oct 30, 2026 EDT
Arcade Trail: Containers & Load Balancing Earned Oct 30, 2026 EDT
Trick-or-Metric Earned Oct 30, 2026 EDT
创建和管理 AlloyDB 实例 Earned Oct 29, 2026 EDT
实现事件驱动的即时消息和自动化工作流 Earned Oct 29, 2026 EDT
Arcade Base Camp October 2026 Earned Oct 29, 2026 EDT
Arcade Simulator: Site Reliability Engineer Earned Oct 29, 2026 EDT
Arcade Adventure: Google Cloud ML APIs Earned Oct 28, 2026 EDT
使用 Google Cloud Speech API Earned Oct 28, 2026 EDT
Arcade Voyage: Language, Voice, and Multimodal Processing Earned Oct 17, 2026 EDT
Arcade Simulator: DevOps Engineer Earned Sep 27, 2026 EDT
Arcade Adventure: Modern Cloud Architecture Earned Sep 22, 2026 EDT
部署多智能体架构 Earned Sep 11, 2026 EDT
在 BigQuery 中执行预测性数据分析 Earned Sep 11, 2026 EDT
监控和管理 Google Cloud 资源 Earned Sep 11, 2026 EDT
Arcade Voyage: App Modernization Earned Sep 11, 2026 EDT
Pitch Perfect Earned Sep 10, 2026 EDT
构建安全的 Google Cloud 网络 Earned Sep 8, 2026 EDT
在 Cloud Run 上开发无服务器应用 Earned Sep 6, 2026 EDT
优化 Google Kubernetes Engine 的费用 Earned Sep 6, 2026 EDT
为 AWS 专业人员构建 Google Cloud 基础设施 Earned Sep 6, 2026 EDT
在 Google Cloud 上存储、处理和管理数据 - 命令行 Earned Sep 6, 2026 EDT
BigQuery 流式数据分析 Earned Sep 6, 2026 EDT
通过 BigQuery ML 创建机器学习模型 Earned Sep 6, 2026 EDT
用 Chrome 企业进阶版安全功能保护云中的数据流量 Earned Sep 6, 2026 EDT
使用 BigQuery 实现多模态向量搜索 Earned Sep 6, 2026 EDT
使用 Eventarc 构建事件驱动型应用 Earned Sep 6, 2026 EDT
使用 Google API 分析语音和语言 Earned Sep 6, 2026 EDT
在 Cloud Storage 上创建安全的数据湖 Earned Sep 5, 2026 EDT
保护 Lakehouse 数据 Earned Sep 4, 2026 EDT
从 BigQuery 数据中挖掘数据洞见 Earned Sep 2, 2026 EDT
使用 Google Cloud Managed Service for Prometheus 来监控环境 Earned Sep 2, 2026 EDT
Arcade Adventure: Data Vault Earned Aug 30, 2026 EDT
在 Google Cloud 上实现 CI/CD 流水线 Earned Aug 28, 2026 EDT
Arcade Trail: Cloud Delivery Systems Earned Aug 28, 2026 EDT
使用智能体开发套件 (ADK) 构建 AI 智能体 Earned Aug 28, 2026 EDT
用 Cloud Vision API 分析图片 Earned Aug 26, 2026 EDT
使用 Apps 脚本和 AppSheet 进行开发 Earned Aug 26, 2026 EDT
在 Google 表格中使用函数、公式和图表 Earned Aug 26, 2026 EDT
在 Google Cloud 上存储、处理和管理数据 - 控制台 Earned Aug 26, 2026 EDT
实现 Cloud Storage 和数据保护解决方案 Earned Aug 26, 2026 EDT
使用 NCC 连接云网络 Earned Aug 26, 2026 EDT
IAM　中的特权访问权限 Earned Aug 26, 2026 EDT
使用 API Gateway 部署和保护无服务器 API Earned Aug 26, 2026 EDT
Google Cloud 中的监控功能 Earned Aug 26, 2026 EDT
使用 Natural Language API 分析情感 Earned Aug 26, 2026 EDT
Arcade Re-Trail: Vaults & Vectors Earned Aug 26, 2026 EDT
Arcade Simulator: Network Security Engineer Earned Aug 26, 2026 EDT
Arcade Voyage: Google Sheets Earned Aug 26, 2026 EDT
Arcade Base Camp August 2026 Earned Aug 19, 2026 EDT
Spans and Plans Earned Aug 19, 2026 EDT
创建和管理 Cloud Spanner 实例 Earned Aug 16, 2026 EDT
实现云协作和生产力工作流 Earned Aug 9, 2026 EDT
用 Google Data Cloud 共享数据 Earned Aug 9, 2026 EDT
使用 Dataplex 整理和治理数据 Earned Aug 8, 2026 EDT
使用 Cloud Run Functions 构建无服务器应用 Earned Jul 31, 2026 EDT
通过 API 使用 Cloud Storage Earned Jul 31, 2026 EDT
使用 BigQuery 构建数据仓库 Earned Jul 31, 2026 EDT
Arcade Simulator: Data Mesh Architect Earned Jul 24, 2026 EDT
在 Google Cloud 中管理 Kubernetes Earned Jul 14, 2026 EDT
Arcade Voyage: Cloud Storage and Data Governance Earned Jul 5, 2026 EDT
在整个生态系统中发现并保护敏感数据 Earned Jul 5, 2026 EDT
用 AppSheet 来构建应用 Earned Jul 4, 2026 EDT
保护软件交付流程 Earned Jul 4, 2026 EDT
Arcade Base Camp July 2026 Earned Jul 4, 2026 EDT
在 Google Cloud 上使用 Terraform 构建基础设施 Earned Jul 4, 2026 EDT
Build Global and Regional Load Balancing Solutions Earned Jul 1, 2026 EDT
在 Google Cloud 中实施 Sensitive Data Protection Earned Jul 1, 2026 EDT
使用预训练 API 实现语音和语言解决方案 Earned Jul 1, 2026 EDT
Arcade Base Camp June 2026 Earned Jun 30, 2026 EDT
为 Compute Engine 实现云负载均衡 Earned Jun 29, 2026 EDT
Arcade Voyage: Identity Management and Pre-trained AI APIs Earned Jun 28, 2026 EDT
为 Google Cloud 配置服务账号和 IAM 角色 Earned Jun 28, 2026 EDT
Arcade Trail: Data Engineering and Information Protection Earned Jun 26, 2026 EDT
在 Google Cloud 上为机器学习 API 准备数据 Earned Jun 25, 2026 EDT
适用于生成式 AI 的机器学习运维 (MLOps) Earned Jun 21, 2026 EDT
利用工具为智能体注入强大功能 Earned Jun 21, 2026 EDT
优化智能体行为 Earned Jun 21, 2026 EDT
Build a Certification Study Guide: PDE Exam Prep Earned Jun 21, 2026 EDT
Build a Certification Study Guide: PMLE Earned Jun 18, 2026 EDT
在 Google Cloud 上构建网站 Earned Jun 15, 2026 EDT
使用 Google Cloud Operations 进行扩缩 Earned Jun 15, 2026 EDT
Google Cloud 带来信任与安全 Earned Jun 15, 2026 EDT
使用 Google Cloud 进行基础设施和应用的现代化改造 Earned Jun 15, 2026 EDT
借助 Google Cloud 人工智能进行创新 Earned Jun 15, 2026 EDT
使用 Google Cloud 探索数据转换 Earned Jun 15, 2026 EDT
利用 Google Cloud 实现数字化转型 Earned Jun 15, 2026 EDT
Build a Certification Study Guide: PCA Exam Prep Earned Jun 14, 2026 EDT
使用 Gemini Enterprise 编排多智能体工作流 Earned Jun 14, 2026 EDT
以人为本的 AI Earned Jun 14, 2026 EDT
生成式 AI 智能体：助力组织转型 Earned Jun 14, 2026 EDT
部署您的第一个智能体 Earned Jun 14, 2026 EDT
在生产环境中构建和部署智能体 Earned Jun 14, 2026 EDT
使用智能体开发套件 (ADK) 打造您的首个智能体 Earned Jun 13, 2026 EDT
使用智能体开发套件 (ADK) 打造智能体 Earned Jun 13, 2026 EDT
Google DeepMind: 07 Accelerate Your Model Earned Jun 13, 2026 EDT
Google DeepMind: 05 Fine-Tune Your Model Earned Jun 11, 2026 EDT
Google DeepMind: 04 Discover The Transformer Architecture Earned Jun 8, 2026 EDT
Google DeepMind: 03 Design And Train Neural Networks Earned Jun 5, 2026 EDT
Google DeepMind: 01 Build Your Own Small Language Model Earned Jun 3, 2026 EDT
Gmail 中的 Gemini Earned Jun 1, 2026 EDT
内置 Gemini 的 Google Workspace：AI 工作流基础知识 Earned Jun 1, 2026 EDT
大型语言模型简介 Earned Jun 1, 2026 EDT
负责任的 AI 简介 Earned Jun 1, 2026 EDT
生成式 AI 简介 Earned Jun 1, 2026 EDT
AI Boost Bites：创建 3D 太阳系 Earned Jun 1, 2026 EDT
AI Boost Bites：使用 Google 文档和云端硬盘中的 Gemini 快速掌握要点 Earned Jun 1, 2026 EDT
AI Boost Bites：使用 Gemini 和 Apps 脚本自动执行任务 Earned Jun 1, 2026 EDT
AI Boost Bites: Presentations in Seconds with Nano Banana Pro Earned Jun 1, 2026 EDT
AI Boost Bites: Become a Homework Hero for Your Kids Earned Jun 1, 2026 EDT
[DEPRECATED] AI Boost Bites: Find the Story in Your Data Earned Jun 1, 2026 EDT
AI Boost Bites：打造您的专属复古街机游戏 Earned Jun 1, 2026 EDT
AI Boost Bites：从餐巾纸草图到功能齐全的应用 Earned Jun 1, 2026 EDT
AI Boost Bites：助您从容应对大额消费 Earned Jun 1, 2026 EDT
AI Boost Bites：打造您的专属大学择校报告 Earned Jun 1, 2026 EDT
AI Boost Bites：让灵感跃然屏上，化身动画艺术 Earned Jun 1, 2026 EDT
AI Boost Bites：在 Google 表格中与数据对话 Earned Jun 1, 2026 EDT
AI Boost Bites：借助 Gemini 轻松生成内容 Earned Jun 1, 2026 EDT
AI Boost Bites：分秒之间，洞悉对手制胜秘籍 Earned Jun 1, 2026 EDT
打造您的首个 Gemini Enterprise 应用 Earned Jun 1, 2026 EDT
企业智能体及其应用场景 Earned Jun 1, 2026 EDT
智能体基础知识 Earned Jun 1, 2026 EDT
AI Boost Bites：Gemini Gems - 您的终极营销助手 Earned Jun 1, 2026 EDT
[Deprecated] AI Boost Bites: Productivity On the Go with NotebookLM Earned Jun 1, 2026 EDT
[DEPRECATED] AI Boost Bites: How Google's L&D Uses AI to build Training Programs Earned Jun 1, 2026 EDT
AI Boost Bites：打造您的专属效率工具 Earned Jun 1, 2026 EDT
AI Boost Bites：Gmail 中的 Gemini 日历使用技巧 Earned Jun 1, 2026 EDT
AI Boost Bites: Build Slides Fast with Gemini Earned Jun 1, 2026 EDT
AI Boost Bites：化身创意混搭达人 Earned Jun 1, 2026 EDT
AI Boost Bites：打造个性化天气应用 Earned May 31, 2026 EDT
[DEPRECATED] AI Boost Bites: "Eat the Frog" with NotebookLM Earned May 31, 2026 EDT
AI Boost Bites：使用 Gemini Gems生成摘要 Earned May 31, 2026 EDT
AI Boost Bites：无代码表格与脚本 Earned May 31, 2026 EDT
AI Boost Bites: Build Charts with a Prompt Earned May 31, 2026 EDT
AI Boost Bites：做自己世界的 AI 艺术总监 Earned May 29, 2026 EDT
AI Boost Bites: The Recruiter's Playbook in Gmail Earned May 28, 2026 EDT
AI Boost Bites: Triage a Crisis with Gemini Earned May 28, 2026 EDT
[DEPRECATED] AI Boost Bites: How Google's L&D Uses AI for Strategy Earned May 28, 2026 EDT
AI Boost Bites: Bring your photos to life with AI Earned May 28, 2026 EDT
AI Boost Bites：借助自定义提示词实现个性化 Earned May 28, 2026 EDT
[DEPRECATED] AI Boost Bites: Customer insights with NotebookLM Earned May 28, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Competitive Edge Earned May 27, 2026 EDT
AI Boost Bites：借助 Gemini 大幅提升调研效率 Earned May 27, 2026 EDT
AI Boost Bites：打造完美人像 Earned May 27, 2026 EDT
AI Boost Bites：成为“氛围 DJ” Earned May 27, 2026 EDT
[DEPRECATED] AI Boost Bites: Discover Sources in NotebookLM Earned May 27, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Market Research Earned May 27, 2026 EDT
AI Boost Bites：快速创建文档 Earned May 27, 2026 EDT
AI Boost Bites：让学习指南游戏化 Earned May 27, 2026 EDT
AI Boost Bites：Gemini 学习辅导 Earned May 27, 2026 EDT
AI Boost Bites: Advanced Analysis in Sheets Earned May 27, 2026 EDT
AI Boost Bites：一键生成营销活动视觉内容 Earned May 27, 2026 EDT
[DEPRECATED] AI Boost Bites: Research Hacks with NotebookLM Earned May 27, 2026 EDT
AI Boost Bites：利用 Gemini 制作动态图表 Earned May 27, 2026 EDT
AI Boost Bites: AI Magic in a Sheets Cell Earned May 27, 2026 EDT
AI Boost Bites: Create ‘What If’ Scenarios with AI Earned May 27, 2026 EDT
AI Boost Bites：Gemini 幻灯片摘要 Earned May 27, 2026 EDT
AI Boost Bites：邮件内容创作 Earned May 27, 2026 EDT
[Deprecated]AI Boost Bites: NotebookLM Video Overviews Earned May 27, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM Mind Maps Earned May 27, 2026 EDT
AI Boost Bites：借助 AI 高效搞定活动策划 Earned May 27, 2026 EDT
Google DeepMind: 02 Represent Your Language Data Earned May 27, 2026 EDT
AI Boost Bites：借助 AI 提升高管影响力 Earned May 26, 2026 EDT
[DEPRECATED] AI Boost Bites: Build an AI Support Bot Earned May 26, 2026 EDT
AI Boost Bites: Build Your AI Strategic Partner Earned May 26, 2026 EDT
[Deprecated] AI Boost Bites: Build a Custom AI Teammate Earned May 26, 2026 EDT
AI 智能体简介 Earned May 26, 2026 EDT
[Deprecated] AI Boost Bites: Your Personal AI Study Partner Earned May 26, 2026 EDT
[DEPRECATED] AI Boost Bites: Project Notebooks Earned May 26, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM Reports Earned May 26, 2026 EDT
AI Boost Bites: Shareable Gems Earned May 26, 2026 EDT
AI Boost Bites：您的专属 AI 导师 Earned May 26, 2026 EDT
AI Boost Bites: Your AI Chart Detective Earned May 26, 2026 EDT
AI Boost Bites：为您的策略“挑挑刺” Earned May 26, 2026 EDT
AI Boost Bites：使用 Gemini 撰写演示文稿脚本 Earned May 26, 2026 EDT
AI Boost Bites：使用 Google Workspace 像专业人士一样撰写提示 Earned May 26, 2026 EDT
[DEPRECATED] AI Boost Bites: Intro to NotebookLM Earned May 26, 2026 EDT
AI Boost Bites：Gemini 图片转表格技巧 Earned May 26, 2026 EDT
AI Boost Bites：借助 AI 轻松管理收件箱 Earned May 26, 2026 EDT
[DEPRECATED] AI Boost Bites: AI Power-Ups for Google Workspace Earned May 26, 2026 EDT
AI Boost Bites：您的个人反馈智能体 Earned May 26, 2026 EDT
Build a Certification Study Guide: ACE Exam Prep Earned May 26, 2026 EDT
在 Google Cloud　上使用 Machine Learning API Earned May 19, 2026 EDT
设置 Google Cloud 网络 Earned May 19, 2026 EDT
开发 Google Cloud 网络 Earned May 19, 2026 EDT
在 Google Cloud 上部署 Kubernetes 应用 Earned May 19, 2026 EDT
Google Cloud 云计算基础知识 Earned May 19, 2026 EDT
在 Google Cloud 中实施 DevOps 工作流 Earned May 19, 2026 EDT
在 Google Cloud 上实施云安全基础措施 Earned May 19, 2026 EDT
借助 Firebase 开发无服务器应用 Earned May 19, 2026 EDT
使用 Knowledge Catalog 构建数据网格 Earned May 19, 2026 EDT
在 Google Cloud 上构建网站 Earned May 19, 2026 EDT
在 Google App Engine 上部署和管理应用 Earned May 19, 2026 EDT
Arcade Voyage: Data Governance and Firebase Foundations Earned May 19, 2026 EDT
Arcade Trail: Cloud Security and DevOps Foundations Earned May 18, 2026 EDT
Arcade Adventure: Modern App Deployment Earned May 15, 2026 EDT
Arcade Base Camp May 2026 Earned May 12, 2026 EDT
Skill Up Summer Earned May 12, 2026 EDT
Work Meets Play: Expressive Efficiency Earned May 10, 2026 EDT
Arcade Base Camp April 2026 Earned Apr 19, 2026 EDT
Arcade March 2026 Sprint 1 Earned Mar 28, 2026 EDT

完成中级技能徽章课程使用 Security Command Center 消除 威胁和漏洞，展示您在以下方面的技能： 预防和管理环境威胁、识别和缓解应用漏洞，以及应对安全异常。

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Learn to build and scale production-ready cloud environments. In this trail, you'll package apps with Docker, deploy workloads on Google Kubernetes Engine, and orchestrate containerized services. Next, configure regional internal proxy and global HTTPS load balancers, then set up Cloud Monitoring to track health and latency. Pass both challenge labs to prove your ability to deploy resilient applications and route global traffic efficiently.

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Don't let rogue infrastructure give you a fright this Halloween. In this spooky journey, you'll conjure Google Cloud Managed Service for Prometheus to monitor eerie anomalies, migrate wandering workloads, and banish runaway metric costs. Then, summon the raw analytical power of AlloyDB—brewing migrations from PostgreSQL and supercharging heavy query speeds with the Columnar Engine. Slay both challenge labs to prove no gremlin, phantom spike, or bloated query can haunt your cloud.

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完成入门级技能徽章课程创建和管理 AlloyDB 实例，展示您在以下方面的技能：执行核心 AlloyDB 操作 和任务、从 PostgreSQL 迁移到 AlloyDB、管理 AlloyDB 数据库，以及 使用 AlloyDB 列式引擎加速分析查询。

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完成 实现事件驱动的即时消息和自动化工作流技能徽章课程，赢取技能徽章。 在这门课程中，您将学习如何通过 Cloud 控制台使用 Pub/Sub、如何使用 Cloud Scheduler 作业减轻工作量，以及在哪些用例中可以使用 Pub/Sub Lite 来节省大量事件提取的开支。

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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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Welcome to this month's Arcade Simulator, where you'll step into the shoes of a Site Reliability Engineer tasked with keeping production fast and resilient. You'll build automated CI/CD pipelines with Cloud Build, store artifacts securely, and manage Kubernetes rollouts on GKE. Then, configure custom VPC networks, lock down firewalls, and benchmark VM latency to eliminate performance bottlenecks. Clear both challenge labs to prove you can automate releases, secure infrastructure, and maintain rock-solid uptime.

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Teaching computers to see and listen is a lot easier when you have pre-trained machine learning APIs doing the heavy lifting. In this adventure, you'll start by querying Google Cloud endpoints directly from APIs Explorer, then teach your applications to read multilingual text, recognize facial features, and spot landmarks in raw photos. Once your visual pipeline is dialed in, you'll turn to audio—converting spoken words into real-time transcripts and streaming live audio directly through web interfaces. Knock out both challenge labs unassisted to prove you can turn unstructured sight and sound into clean, actionable cloud intelligence.

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完成 使用 Google Cloud Speech API这一技能徽章课程，赢取技能徽章。在此课程中，您将学习如何创建 Speech-to-Text API 请求、 将音频语音转写成文字，以及转写语音。

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Transforming unstructured multimedia into searchable, structured data is the core of modern cognitive computing. In this voyage, you'll analyze sentiment and extract entities using the Cloud Natural Language API, pairing language workflows with Apache Spark to demonstrate big-data scalability. From there, you'll branch into multimodal synthesis—generating lifelike audio using Text-to-Speech, bridging global barriers with the Cloud Translation API, and annotating video streams via Video Intelligence. Complete both challenge labs to prove you can deploy pre-trained models that read, speak, translate, and inspect content at scale.

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Welcome to this month's Arcade Simulator, where you'll step into the shoes of a DevOps Engineer tasked with keeping production environments fast, scalable, and resilient. You'll lay down a secure foundation with multi-VPC networks and access controls, then deploy multi-tier load balancers to distribute compute traffic seamlessly. Clear both challenge labs to prove you can automate, secure, and scale enterprise infrastructure without missing a beat.

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Cloud architecture is a lot more fun when you actually know which levers to pull. In this adventure, you'll wire up Pub/Sub messaging, sling storage buckets from the terminal, and trigger Cloud Run functions without getting tangled in server management. Once your pipeline is moving, you'll lock the front door with IAM permissions and wire up real-time monitoring so nothing breaks while you're away. Finish both challenge labs to prove you can build fast, break nothing, and keep the whole machine running smoothly.

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完成部署多智能体架构这一高级技能徽章课程，展示您在以下方面的技能： 使用 ADK 构建多智能体系统；通过 Agent-to-Agent (A2A) protocol 连接智能体， 通过 Model Context Protocol (MCP) 集成外部工具，并将完整的多智能体解决方案部署到 Agent Engine。

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完成中级技能徽章课程“在 BigQuery 中执行预测性数据分析”， 展示以下方面的技能：导入 CSV 和 JSON 文件，在 BigQuery 中创建数据集； 利用 BigQuery 的强大功能与精细的 SQL 分析概念，包括使用 BigQuery ML，根据足球比赛数据 来训练一个进球数预测模型，并评估世界杯进球的观赏性。

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完成监控和管理 Google Cloud 资源这一入门级技能徽章课程，展示您在以下方面的技能：授予和撤消 IAM 权限； 安装 Monitoring 代理和 Logging 代理；创建、部署和测试事件驱动型 Cloud Run 函数。

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Great code shouldn't get bogged down by infrastructure headaches. In this voyage, you'll master modern deployment patterns by turning ideas into production-ready microservices. From generating dynamic files and decoupling services with Pub/Sub to deploying polyglot apps across three different languages on App Engine, you'll cover the full developer lifecycle. Complete the challenge labs and show you know how to build fast, scale effortlessly, and keep things resilient.

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Great teams don't just wing it—they execute a game plan. In this track, you'll captain your backend from the tactical board to the final whistle. Tune Spanner schemas for high-pressure traffic, whip pinpoint Pub/Sub messages across your services , and score clean API deployments with Cloud Run. Beat the challenge labs to claim your badge!

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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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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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完成中级技能徽章课程“优化 Google Kubernetes Engine 的费用”， 展示您在以下方面的技能：创建和管理多租户集群、按命名空间监控资源使用情况、 配置集群和 Pod 自动扩缩以提高效率、设置负载均衡以实现最佳资源分布， 以及实现活跃性与就绪性探测以确保应用正常运行并具有成本效益。

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完成为 AWS 专业人员构建 Google Cloud 基础设施课程， 赢取技能徽章。在此课程中，您将学习如何配置 IAM 权限， 使用 Kubernetes 编排工作负载，使用 Compute Engine 托管 Web 应用， 以及配置负载均衡。

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Cloud Storage、Cloud Functions 和 Cloud Pub/Sub 都是 Google Cloud Platform 服务，可用于存储、处理和管理数据。这三项 服务可结合使用，创建各种数据驱动型应用。在 这一技能徽章课程中，您将使用 Cloud Storage 存储图片，使用 Cloud Functions 处理图片，并使用 Cloud Pub/Sub 将图片发送到另一款应用。

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完成 BigQuery 流式数据分析技能徽章课程，赢取技能徽章 。在这门课程中，您将结合使用 Pub/Sub、Dataflow 和 BigQuery 来实现流式 数据分析。

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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 Chrome 企业进阶版安全功能保护云中的数据流量这一技能徽章课程，赢取技能徽章。在此课程中，您将学习 如何利用 Chrome Enterprise 进阶版为关键应用与服务筑牢安全访问屏障，依托现代化 零信任平台提升安全状态，借助基于身份和情境感知的访问权限控制安全分配资源权限，以及通过客户端连接器支持混合云工作负载稳定运行。

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完成中级技能徽章课程“使用 BigQuery 实现多模态向量搜索”， 展示自己在以下方面的技能：使用 Gemini in BigQuery 生成和调试 SQL；进行情感分析； 总结文本和识别关键字；生成嵌入；创建 RAG（检索增强生成）流水线； 以及实现多模态向量搜索。

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完成“使用 Eventarc 构建事件驱动型应用”课程，赢取技能徽章。 在这门课程中，您将使用 Eventarc 为不同资源创建事件触发器，包括 Pub/Sub 主题和 Cloud Storage 存储桶。

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完成使用 Google API 分析语音和语言课程，赢取技能徽章 。在此课程中，您将学习如何在真实场景中使用 Natural Language API 和 Speech API。

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完成入门级技能徽章课程在 Cloud Storage 上创建安全的数据湖，展示以下方面的技能： 保护和配置 Cloud Storage 存储桶、使用 Gemini 生成文本、管理 IAM 访问权限控制以及建立 Knowledge Catalog 数据湖以进行数据治理。

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完成保护 Lakehouse 数据这一入门级技能徽章课程，展示您在以下方面的技能：使用 IAM、BigQuery、Lakehouse 和 Knowledge Catalog 中的 Data Catalog 创建和保护 Lakehouse 表。

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完成入门级技能徽章课程“从 BigQuery 数据中挖掘数据洞见”，展示您在以下方面的技能： 编写 SQL 查询、查询公共表、将示例数据加载到 BigQuery 中、 在 BigQuery 中使用查询验证器排查常见的语法错误，以及通过连接到 BigQuery 数据在 Data Studio 中 创建报告。

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完成使用 Google Cloud Managed Service for Prometheus 来监控环境这一技能徽章课程，赢取技能徽章。在此课程中，您将学习如何使用 Google Cloud Managed Service for Prometheus 监控 Kubernetes。

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Who says sharing complex data across boundaries has to be a compliance nightmare? This adventure is your blueprint for delivering modern Analytics-as-a-Service on Google Data Cloud. You'll start by building secure, authorized views on BigQuery to safely expose data to partners without exposing underlying tables. Next, you'll learn to consume customer-specific datasets and streamline cross-organization data delivery. Packed with a hands-on challenge lab, this adventure gives you the practical skills to publish, share, and scale data seamlessly while keeping security tight.

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完成在 Google Cloud 上实现 CI/CD 流水线技能徽章课程，赢取中级技能徽章。 您将学习如何使用 Artifact Registry、Cloud Build 和 Cloud Deploy。您将与 Google Cloud 控制台、Google Cloud CLI、Cloud Run 和 GKE 互动。本课程将介绍如何构建持续集成 流水线，存储和保护工件，扫描漏洞，证明已批准版本 的有效性。此外，您还将获得在 GKE 和 Cloud Run 中 部署应用的实操经验。

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Accelerating software delivery while maintaining stability demands automated build, artifact, and release pipelines. This trail covers the core practices for implementing continuous integration and continuous delivery (CI/CD) on Google Cloud. You will begin by managing container images with Artifact Registry and building automated pipelines for Google Kubernetes Engine using Cloud Build. Next, you will configure continuous delivery workflows with Google Cloud Deploy to safely promote releases across environments. Concluding with a practical challenge lab, this trail prepares you to establish resilient, production-ready deployment pipelines.

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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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完成用 Cloud Vision API 分析图片课程，赢取技能徽章。在此挑战任务中，您将了解如何利用 Cloud Vision API 执行各种任务，包括从图片中提取文本。

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完成使用 Apps 脚本和 AppSheet 进行开发技能徽章课程，赢取技能徽章。 在此课程中，您将学习如何构建聊天机器人，以及如何 在任何文档中使用脚本编辑器。

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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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Cloud Storage, Cloud Functions 和 Cloud Pub/Sub 都是 Google Cloud Platform 服务，可用于存储、处理和管理数据。这三项 服务可结合使用，创建各种数据驱动型应用。在 此技能徽章课程中，您将使用 Cloud Storage 存储图片，使用 Cloud Functions 函数 处理图片，并使用 Cloud Pub/Sub 将图片发送到另一个应用。

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完成 实现 Cloud Storage 和数据保护解决方案这一技能徽章课程，赢取技能 徽章。学习如何创建 Cloud Storage 存储桶，如何 使用 Cloud Storage 命令行，以及如何使用存储桶锁定来保护 存储桶中的对象。

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完成使用 NCC 连接云网络课程，即可获得中级技能徽章，您将在此课程中学习如何 使用 Network Connectivity Center 连接您的本地网络、云企业网络和混合网络， 并通过 Google Cloud 上的一个集中式枢纽，以 spoke 的方式来管理它们。

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完成 IAM　中的特权访问权限技能徽章中级课程， 展现您在以下方面的技能：使用 Identity and Access Management (IAM) 自定义角色、 最小权限原则、即时 (JIT) 临时提升访问权限、 以及使用 Identity-Aware Proxy (IAP) 保障 Web 应用的安全。'

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完成 使用 API Gateway 部署和保护无服务器 API技能徽章课程，赢取技能徽章。 您将学习如何通过全托管式网关，使用 API Gateway 来部署、 保护和管理 API。

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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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Since last month's Arcade Trail wrapped up earlier than expected, we’re opening up this bonus game only for this month so you can grab that missed Arcade Point! You'll start on the vault side with Google Cloud Storage—managing buckets, exploring APIs, and locking down sensitive data with Bucket Lock. Then, you'll shift to event-driven vectors at the command line, triggering Cloud Run Functions and routing real-time messages through Pub/Sub. Complete with two hands-on challenge labs, this trail gets your streak back on track while building real-world storage and serverless skills.

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Welcome to this month's Arcade Simulator where you will step into the shoes of a Network Security Engineer. In this simulation, you'll first lock down access control across your infrastructure—crafting custom IAM roles, scripting permissions, and setting up Identity-Aware Proxy to secure user authentication without traditional VPNs. Then, you'll take control of hybrid enterprise topology, using Network Connectivity Center to link multi-cloud networks, VPCs, and site-to-site HA-VPNs. Complete with two realistic challenge labs, this simulation equips you to eliminate access blind spots, secure cross-cloud traffic, and build a fortress-grade network on Google Cloud.

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Transforming raw spreadsheet data into structured business intelligence requires precise validation, efficient navigation, and dynamic visual reporting. This voyage path builds core analytical competencies using Google Sheets. You will begin by implementing strict data validation rules, configuring targeted search workflows, and ensuring data integrity across large datasets. You will then advance to building dynamic charts and executing complex analytical formulas to extract meaningful insights. Finalized with a comprehensive challenge lab, this voyage prepares you to build reliable, presentation-ready analytical workbooks.

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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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It’s all about global spans and execution plans. First, you'll get under the hood of Google Cloud Spanner to design schemas, load data at scale, and master query plan optimization. From there, you'll execute your serverless backend plan by wiring up Cloud Run Functions, Pub/Sub messaging, and API Gateway. Packed with two challenge labs, you'll leave with full control over enterprise data and event-driven APIs.

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完成创建和管理 Cloud Spanner 实例 这一入门级技能徽章课程，展示您在以下方面的技能： 创建 Cloud Spanner 实例和数据库并与之互动； 使用各种方法加载 Cloud Spanner 数据库； 备份 Cloud Spanner 数据库；定义架构并了解查询计划； 部署连接到 Cloud Spanner 实例的现代 Web 应用。

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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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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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完成入门级技能徽章课程“使用 Dataplex 整理和治理数据”，展示您在以下方面的技能：创建 Dataplex 资产、创建切面类型，以及将切面应用于 Dataplex 中的条目。 技能徽章通过动手实验和挑战赛形式的评估，检验您对特定产品的实际知识掌握情况。完成课程即可获得徽章， 也可直接参加实验室挑战赛，快速获得徽章。徽章可证明您掌握技能的熟练程度，提升您的专业形象，最终助您获得更多职业机会。欢迎访问您的个人资料，并跟踪您已获得的徽章。

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完成“使用 Cloud Run Functions 构建无服务器应用”课程，赢取“入门”技能徽章。您将学习如何通过 Google Cloud 控制台和命令行使用 Cloud Run Functions。 技能徽章通过动手实验和挑战赛形式的评估，检验您对特定产品的实际知识掌握情况。完成课程即可获得徽章， 也可直接参加实验室挑战赛，快速获得徽章。徽章可证明您掌握技能的熟练程度，提升您的专业形象，最终助您获得更多职业机会。欢迎访问您的个人资料，并跟踪您已获得的徽章。

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完成通过 API 使用 Cloud Storage 这一入门级技能徽章课程，展示您在以下方面的技能： 使用 API 来处理 Cloud Storage 资源，包括 Cloud Storage API。

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完成中级技能徽章课程使用 BigQuery 构建数据仓库，展示以下技能： 联接数据以创建新表、排查联接故障、使用并集附加数据、创建日期分区表， 以及在 BigQuery 中使用 JSON、数组和结构体。

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Welcome to this month's Arcade Simulator where you will be a Data Mesh Architect. In this simulation, you'll first tackle BigQuery to build date-partitioned tables, solve complex join pitfalls, and master nested data structures. Then, you'll shift to decentralized governance using Dataplex Knowledge Catalog to organize assets, assign metadata, and enforce strict cloud security. Complete with two realistic challenge labs, this simulation equips you to break down data silos, scale your infrastructure, and run a secure, seamless data mesh.

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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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Data is one of the most valuable assets an organization owns, making its safe handling and governance essential. In this voyage, you will master Cloud Storage fundamentals by automating bucket management via APIs and the CLI, while enforcing compliance with Bucket Lock. You will then advance to automated security, configuring Sensitive Data Protection Discovery to scan and catalog risks across BigQuery and Cloud Storage. Complete with two challenge labs, this journey equips you to secure assets across your entire cloud ecosystem.

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完成在整个生态系统中发现并保护敏感数据 这一中级技能徽章课程，展示以下方面的技能：使用 Sensitive Data Protection 服务 （包括 Cloud Data Loss Prevention [DLP] API）发现、检查和隐去 Google Cloud 中的敏感数据，并对敏感数据进行去标识化处理。 Google Cloud 生态系统包括 Cloud Storage 文件、BigQuery 数据和生成式 AI 模型回答。

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完成用 AppSheet 来构建应用课程，赢取技能徽章。 在此课程中，您将学习如何使用 AppSheet 构建、配置和发布应用。

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完成中级技能徽章课程保护软件交付流程，展示您能够熟练地根据 DevSecOps 原则，主动将安全措施集成到软件开发生命周期 (SDLC) 中。 您将学习如何利用 Google Kubernetes Engine (GKE) 和 Cloud Run 安全地部署容器映像，如何实现自动漏洞扫描以主动识别风险，以及如何使用 Artifact Registry 简化应用开发，同时保持对安全性的关注。此外，您还将掌握以下技能：集成 Cloud Build 以实现稳健的开发流程，以及实现准入控制政策以对环境进行精细控制。

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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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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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Complete the intermediate Build Global and Regional Load Balancing Solutions skill badge course to demonstrate skills in the following: deploy and utilize an internal client VM within the same VPC network and test traffic distribution, backend infrastructure suitable for a global external application Load Balancer, and backend VM instances and load balancer components using startup scripts and network tags to host a web application service.

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完成 在 Google Cloud 中实施 Sensitive Data Protection 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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完成使用预训练 API 实现语音和语言解决方案课程以获得技能徽章，了解如何使用与语音相关的 API 工具来合成和转录语音。

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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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完成入门级技能徽章课程为 Compute Engine 实现云负载均衡，展示以下方面的技能： 在 Compute Engine 中创建和部署虚拟机 以及配置网络和应用负载均衡器。

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Keeping your cloud resources secure and making your apps smarter are two essential skills for any cloud developer. In this voyage, you’ll start with the security fundamentals, learning how to configure service accounts, manage IAM permissions using gcloud, and set up custom roles. Once you've secured your environment, you'll work with Google Cloud's pre-trained AI tools—converting text to synthetic speech, translating languages on the fly, and transcribing audio files into text. Complete with two practical challenge labs to test your skills, you'll walk away knowing how to safely manage access to your cloud project while adding powerful language and speech features to your applications.

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完成“为 Google Cloud 配置服务账号和 IAM 角色”课程，赢取入门级技能徽章。在本课程中，您将了解服务账号、自定义角色以及如何使用 gcloud 设置权限。

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Raw data is only useful if it is clean, structured, and secure. In this track, you’ll start by processing and preparing data using Dataprep, Dataflow templates, and Apache Spark. You'll learn how to clean up datasets so they are ready for machine learning models. From there, you'll focus on security by working with tools that find and mask sensitive information like personal IDs and credentials. You'll practice redacting critical details and creating safe, de-identified copies of your data in Cloud Storage. By finishing the hands-on challenge labs, you’ll show you can handle big data workflows while keeping confidential information completely safe.

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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 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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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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您已经构建了具有高级配置的智能体，现在可赋予它们实际应用能力。为智能体配备能够搜索网络、执行代码、查询数据库和执行自定义操作的工具。让智能体从“智能回答者”转变为能够自主采取行动的得力助手。

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您已经创建了自己的第一个智能体，现在是时候更进一步了。在本课程中，您将通过学习应用高级指令、模型选择、规划功能以及结构化输出模式来精进技能，将基础 AI 智能体升级为一个精确、专业的智能助理。探索 Gemini Enterprise Agent Ready (GEAR) 计划中的其他内容。 加入社区论坛，提出问题并参与讨论。

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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Data Engineer certification exam. You'll review Gemini Notebook features, create a notebook in Gemini Notebook, and learn how to use a study guide to practice for a certification exam.

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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Machine Learning Engineer (PMLE) certification exam. You'll review Gemini Notebook features, create a notebook, and use the study guide to practice for a certification exam.

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在本课程中，您将了解四种 Google Cloud 网站架构，以确保您的网站可用且可伸缩。完成本课程后， 完成在 Google Cloud 上构建 网站课程末尾的额外实验室挑战赛，赢得 Google Cloud 专属数字徽章。 本课程以 Get Cooking in Cloud 视频系列为基础。

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各种规模的组织都在利用云的强大功能和灵活性来改变运营方式。然而，有效管理和扩缩云资源可能是一项复杂的任务。本课程探讨了云中现代运营、可靠性和弹性方面的基本概念，以及 Google Cloud 如何帮助支持这些工作。 作为 Cloud Digital Leader 学习路线的一部分，本课程旨在帮助个人在自己的岗位上成长，并为企业谋求未来发展。

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随着组织将数据和应用迁移到云端，他们必须妥善应对快速变化的安全挑战格局。本课程将探讨云安全基础知识、Google Cloud 基于安全性设计的基础设施的价值以及纵深防御策略，并重点介绍依托 AI 的运营和合规工具如何帮助组织满足严格的全球监管要求。 作为“Cloud Digital Leader 学习路线”的一部分，本课程旨在帮助个人提升职业素养，并为企业谋求未来发展。

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许多传统企业都在使用无法满足现代客户期望的旧式系统和应用。业务领导者往往需要在维护老旧的 IT 系统和投资新产品与服务之间做出选择。本课程探讨了这些挑战，并提供了利用云技术克服这些挑战的解决方案。 作为 Cloud Digital Leader 学习路线的一部分，本课程旨在帮助个人在工作中成长，并为企业打造美好未来。

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人工智能 (AI) 和机器学习 (ML) 代表着信息技术领域的重要演变，正在迅速改变各行各业。《利用 Google Cloud 人工智能进行创新》探讨了组织如何使用 AI 和机器学习来转变业务流程。 本课程是“Cloud Digital Leader 学习路线”的一部分，旨在帮助个人在自己的角色中不断成长，并为企业谋求未来发展。

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云技术是一项强大的资产，与数据相结合后，它将成为创新和提升客户体验的催化剂。《使用 Google Cloud 探索数据转换》课程探讨了组织如何利用云技术让数据更易于访问、更具实用价值和商业价值。 作为“Cloud Digital Leader 学习路线”的一部分，本课程旨在帮助个人提升职业素养，并为企业谋求未来发展。

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数字化转型是现代组织的必经之路，而扎实掌握云计算基础知识，是推动实质性创新的第一步。《利用 Google Cloud 实现数字化转型》课程将讲解核心技术与战略框架，助力组织实现运营现代化。本课程介绍关于云的基本概念、全球网络基础设施和责任共担模式，帮助领导者从容推进上云进程。 作为 Cloud Digital Leader 学习路线的一部分，本课程旨在帮助学员提升岗位能力，从而为企业打造美好未来。

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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Cloud Architect certification exam. You'll review Gemini Notebook features, create a notebook in Gemini Notebook, and learn how to use a study guide to practice for a certification exam.

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完成入门级使用 Gemini Enterprise 编排多智能体工作流技能徽章课程，展示您在以下方面的技能：使用由 Gemini Enterprise 提供支持的智能体助理整合来自第一方和第三方来源的数据、制作多媒体营销材料，以及跨系统自动执行业务操作。 技能徽章通过动手实验和挑战赛形式的评估，检验您对特定产品的实际知识掌握情况。完成课程即可获得徽章，也可直接参加实验室挑战赛，快速获得徽章。徽章可证明您掌握技能的熟练程度，提升您的专业形象，最终助您获得更多职业机会。欢迎访问您的个人资料，跟踪您已获得的徽章。

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探索从任务驱动型工作流到以人为本的 AI 编排的重大转变。您将学习如何从战略层面区分增强和自动化，以及如何平衡机器效率与人类直觉。

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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。

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将智能体从 localhost 部署到生产环境。本课程将介绍如何将 ADK 智能体部署到 Vertex AI Agent Engine 和 Cloud Run，以及如何通过记忆库实现可选的跨会话记忆功能。

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探索如何使用 Google 的智能体开发套件 (ADK) 和 Google Cloud 强大的基础设施来构建和部署多智能体系统。您将学习如何设计分层智能体树和确定性工作流智能体，同时确定理想的托管环境（从无服务器 Cloud Run 到高性能 GKE），以确保您的 AI 智能体安全、可伸缩且可用于生产用途。

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使用 Google 的智能体开发套件 (ADK) 构建、配置和运行您的第一个 AI 智能体，将您对智能体的理解转化为实际应用。 在本实操课程中，您将设置一个完整的 ADK 开发环境，使用 Python 代码和 YAML 配置两种方式创建智能体，并通过多个界面运行智能体。您还将学习定义智能体行为的核心参数，将您在课程 1 中学到的知识应用到实际代码中。 探索 Gemini Enterprise Agent Ready (GEAR) 计划中的其他内容。

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了解如何使用智能体开发套件 (ADK) 构建可用于生产用途的复杂 AI 智能体。本课程介绍了 ADK 的开源框架，助力开发者从简单的提示工程跨越到代码优先的结构化软件开发方法，从而构建企业级多智能体系统。

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Train more powerful models with a single GPU. In this course, you will learn how hardware can speed up model training and the key considerations when training models on a GPU. First, you will learn how to estimate the number of computations and the amount of computer memory required to train large neural networks. You will then discover techniques for reducing the computing and memory requirements when training a model. Techniques which you will apply for fine-tuning a Gemma model with 4 billion parameters. Finally, you will consider the potential environmental impacts of machine learning, with a focus on where questions of energy, water, and e-waste intersect with justice and equity.

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Unleash the power of language models with fine-tuning. In this course, you will learn how to adjust a pre-trained model to a specific task. You will start with full-parameter fine-tuning using a small language model. To tune larger models like Gemma, you will learn parameter-efficient techniques with a focus on LoRA. Finally, you will be briefly introduced to reinforcement learning as an alternative to supervised fine-tuning (SFT). You will also explore how AI is imagined and made sense of in cultural contexts. You will consider why responsible AI is not just about technical safety but also about building governance systems that reflect community values and protect the public interest.

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In this Google DeepMind course you will discover the mechanisms of the transformer architecture. You will investigate how transformer language models process prompts to make context-sensitive next-token predictions. Through practical activities you will explore the attention mechanism, visualize attention weights, and encounter advanced concepts like masked attention and multi-head attention. You will also learn other techniques that are necessary to build neural networks that are well-suited to be used as language models. Finally, through activities on values, stakeholder mapping and community engagement, you will practice concrete tools for ensuring AI projects are developed with communities, not just for them.

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In this Google DeepMind course you will focus on the training process for machine learning models. You will learn how to spot and mitigate issues when training a model, such as overfitting and underfitting. In practical coding labs, you will implement and evaluate the multilayer perceptron for simple classification tasks. This will provide insights into the mechanics of training a neural network model and the backpropagation algorithm. Research case studies will demonstrate how neural networks power real-world models. Additionally, you will consider the broader social impacts of innovation by looking beyond immediate benefits to anticipate potential risks, safety concerns, and further-reaching societal consequences.

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In this Google DeepMind course, you will learn the fundamentals of language models and gain a high-level understanding of the machine learning development pipeline. You will consider the strengths and limitations of traditional n-gram models and advanced transformer models. Practical coding labs will enable you to develop insights into how machine learning models work and how they can be used to generate text and identify patterns in language. Through real-world case studies, you will build an understanding around how research engineers operate. Drawing on these insights you will identify problems that you wish to tackle in your own community and consider how to leverage the power of machine learning responsibly to address these problems within a global and local context.

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本课程介绍如何使用 Gmail 中的 Gemini 来优化邮件管理。了解如何总结冗长的会话串、使用自然语言检索信息、起草专业回复，以及直接在收件箱中整理沟通策略。

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Gemini for Google Workspace 可在 Google Workspace 中为客户提供生成式 AI 功能。在本学习路线中，您将了解 Gemini 的主要功能，以及如何在 Google Workspace 中使用它们来提高工作效率。

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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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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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本视频介绍如何在 Gemini Canvas 中使用简单的文本提示词，构建一个互动式 3D 太阳系模拟器，并为其添加教育功能。

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本视频将介绍如何在 Google Workspace 中使用 Gemini 总结长文档，以便快速获取所需信息并节省时间。您将学习如何使用 Gemini 总结整个文档或仅所选文本，以及如何使用云端硬盘中的 Gemini 跨多个文件进行总结。

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本视频介绍如何借助 Gemini 与 Apps 脚本，实现跨 Google Workspace 各项手动任务的自动化。您将学习如何编写提示词让 Gemini 生成 Apps 脚本代码，从而在 Google 表格中自动为未标记为“完成”的任务起草邮件提醒。几乎无需任何技术专业背景，即可实现工作流自动化，从而腾出时间专注于更重要的工作，彻底告别繁琐的手动跟进。

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In this video, you'll learn to use Nano Banana Pro to create visually compelling slides. Master the art of using AI to turn data into infographics, "beautify" messy content, and generate on-brand cover slides in seconds.

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In this video, you'll learn to use Gemini Deep Research to support your child's education. Master the art of prompting for deep dives that provide quick refreshers for parents and fun, engaging details to spark your child's curiosity.

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In this video, you'll learn to use NotebookLM to analyze raw data and find compelling stories. You'll see how to ground the AI in your specific documents, prompt it to generate newsworthy PR claims, and ask it to find hidden correlations between different data points to uncover new insights.

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本视频介绍如何向 Gemini Canvas 输入一条简短的提示词，即可打造、定制并分享专属的可玩游戏（例如井字棋）。

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本视频介绍了如何使用 Gemini Canvas，通过一种名为“氛围编程”的技术，将简单的应用绘图转换为功能原型。

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本视频介绍了如何使用 Gemini Deep Research，通过编写细致详尽的提示词来获取一份整合对比报告，助您在面对复杂的消费决策时从容不迫。

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本视频介绍了如何使用 Gemini Deep Research 和创意提示词，将复杂信息转化为有趣的个性化分析，例如体育球探报告和对阵图。

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本视频介绍如何在 Gemini Canvas 中使用描述性文本提示词，生成复杂的动画视觉艺术作品，例如动态排版。

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本视频介绍如何使用 Google 表格中的“问问 Gemini”功能，通过简单的自然语言命令对数据进行排序、过滤、突出显示和总结。

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本视频将介绍如何在 Google 文档中借助 Gemini 先进的 AI 功能来构思创意、起草各类营销内容，并与团队开展协作。

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本视频介绍了如何使用 Gemini Deep Research 自动进行竞争分析，并在几分钟内生成一份关于竞争对手营销活动的详尽报告。

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打造您的首个 Gemini Enterprise 应用，赢得技能徽章！将各种数据源连接到您的应用中，构建强大、统一的搜索和分析引擎。掌握进阶能力，如：深度研究型智能体、多智能体协同构思，以及用于进行聚焦式分析的 NotebookLM。

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了解 AI 智能体如何为业务带来实际影响。您将把智能体类型关联到您的关键绩效指标 (KPI)，并探索能够解决实际瓶颈的用例。然后，您将了解 Gemini Enterprise 如何帮助您构建和编排合适的智能体，其范围涵盖从无代码到高代码的各种解决方案。

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本课程将介绍 AI 智能体的基础知识，并探讨智能体在现实世界中的价值所在。它为想要从自主、目标导向行为的角度理解 AI 系统的开发者、架构师和技术决策者奠定了基础。

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本视频介绍了如何创建自己的 Gemini Gem，这是一种高级 AI 功能，可以自动执行重复性任务并大幅提升工作效率。

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In this video, you'll learn to use the NotebookLM mobile app to capture and synthesize information on the go. Master the art of saving sources via the share sheet, listening to personalized audio summaries offline, and interacting with your insights using your voice.

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In this video, you'll learn to integrate AI into every stage of a training program. Master the art of using NotebookLM for content development, Gemini Gems for routine drafting, and Google Workspace tools to facilitate sessions and analyze impact efficiently.

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本视频介绍如何向 Gemini Canvas 输入一条简单的提示词来描述应用功能与外观设计，从而构建番茄钟计时器等专属的个人实用工具应用。

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本视频介绍如何使用 Gmail 中的 Gemini 来管理 Google 日历，包括在侧边栏中询问日程，以及使用一键“添加到日历”功能将邮件中检测到的活动添加到日历。

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In this video, you'll learn to use Gemini in Google Slides to build polished presentations efficiently. You'll see how to create slides by referencing content directly from your Google Drive files using the "@" symbol. You'll also learn to generate custom, professional images from a simple text prompt to visually enhance your presentation.

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本视频将为您介绍一种“混搭”图像生成技术：先分别生成主体与场景，再利用最终提示词将二者融合成一张全新图片。

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本视频介绍如何在 Gemini Canvas 中使用简单的文本提示词，构建并定制一个可实际运行的个性化天气应用原型。

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This video covers how you can leverage Notebook LM to "eat the frog" on your to-do list by automating complex tasks like summarizing legislation and mapping services, saving you hours of work.

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本视频将介绍如何创建自己的 Brevity Gem，将杂乱的笔记或长文档总结并转换为清晰、简洁、高管可直接使用的摘要。

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本视频将介绍如何借助 Google 表格中 Gemini 强大的 AI 功能，在数分钟内轻松提取数据并生成分析洞见，完全无需任何技术或编程背景。

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In this video, you'll learn to create dynamic visualizations in Google Sheets without the manual setup. Master the art of prompting Gemini to generate charts for marketing campaigns, sales projections, or inventory trends, and learn how to customize them to fit your needs.

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本视频介绍了如何在 Gemini 应用中使用多轮编辑功能逐步构建场景，以及如何通过将一个对象的风格转移到另一个对象来“改换”照片风格。

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In this video, you'll learn to streamline your email workflow using Gemini. Master the art of generating to-do lists from your inbox, crafting specific outreach prompts for better results, and polishing your drafts to perfection.

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This video covers how to use the Gemini side panel in Gmail to analyze long email threads, identify technical owners, and draft escalations to resolve customer crises.

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In this video, you'll learn to build a smarter L&D strategy using AI. Master the art of using NotebookLM to find the "needle in the haystack" within your data, and use Gemini to refine your ideas and communicate your plan effectively to busy executives.

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In this video, you'll learn to turn still images into dynamic videos using Gemini. Master the art of prompting for motion and audio to animate sketches and photographs, instantly elevating your visual storytelling.

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本视频介绍如何在 Google Workspace 中定制个性化的 Gemini 输出结果。了解如何使用“@”符号将文档和研究论文直接引入提示词，从而获得更具针对性、契合您特定需求的相关 AI 输出。

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This video covers how NotebookLM can revolutionize customer insight gathering from call or chat transcripts. You'll learn to upload PDF transcripts of hundreds of conversations (even multilingual ones!) and quickly extract key themes, trending topics, and actionable insights without listening for hours. Discover how to save findings, share notebooks, and even generate interactive podcast summaries of your data.

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This video will cover how to use NotebookLM to gather and analyze publicly available information, combine it with internal documents, and extract key competitive insights.

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本视频将为您介绍使用 Gemini Deep Research 的专业提示，包括如何设定角色、指定输出格式，以及如何引导搜索以进行全面的竞争力评估。

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本视频介绍如何使用 Gemini 应用中的新功能，创作出既富有想象力又与您本人神似的自画像，以及如何将多张照片融合成一个新场景。

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本视频介绍如何在 Gemini Canvas 中使用简单的文本提示词，打造一个配备自定义控件和可弹奏键盘的全交互式音乐合成器。

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This video covers how to use the 'Discover Sources' feature in NotebookLM to find and import relevant web-based sources directly into your research project.

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This video covers how to use NotebookLM for common marketing tasks like analyzing customer feedback, conducting market research, and generating content ideas.

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本视频介绍了如何使用 Google 文档中的“帮我创作”功能，通过引用云端硬盘中其他文件的内容，生成格式完整的文档。

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本视频介绍如何将个人笔记上传到 Gemini Canvas，并使用简单的提示词创建包含各种题型的互动式测验。

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本视频介绍如何使用 Gemini 中的“学习辅导”功能。作为与您并肩协作的 AI 伙伴，Gemini 能通过提问和互动工具，帮助您深入理解相关知识。

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In this video, you'll learn to use Gemini in Google Sheets for advanced data analysis. You'll learn how to create data visualizations, like a scatter plot, using a simple prompt. You'll also learn how to ask Gemini to analyze your data for strategic insights and recommendations, such as how to save money.

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本视频介绍了如何使用 Gemini Canvas 中的“创建”菜单，将大段文字立即转换为信息图和网页等视觉内容。

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In this video, you'll learn to use NotebookLM to manage a large-scale research project. You'll see how to upload all your documents to get summaries, ask deeper strategic questions to find key insights, and use the audio feature to listen to your findings on the go.

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本视频介绍如何在 Gemini Canvas 中使用简单的文本提示词，将数据转化为引人入胜的动态条形图竞赛图表。

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In this video, you'll learn to use the =AI() function in Google Sheets to automate your work. You'll see how to generate text like slogans, summarize paragraphs of customer feedback, and categorize data by classifying inquiries and analyzing sentiment.

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In this video, you'll learn to create "what if" scenarios using AI's reasoning. You'll see how to set a "before" scene with a person holding a cake, prompt an action by asking "what would happen if they tripped?", and let the AI generate the plausible "after" image of the cake falling.

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本视频介绍了如何使用 Google 幻灯片中的 Gemini 自动生成会议回顾并起草跟进邮件，助您精简会后工作流，节省宝贵时间。

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本视频介绍了如何在 Gmail 中使用 Gemini 起草新邮件、调整语气、结合云端硬盘文件的上下文进行回复，以及使用智能回复建议。

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This video covers how to use the Video Overviews feature in NotebookLM to automatically generate a short explainer video based on your source documents.

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This video covers how to use the Mind Maps feature in NotebookLM to automatically create a visual representation of your sources, helping you understand connections and key concepts.

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本视频介绍了如何使用 AI 助理高效策划大型团队活动，涵盖创意构思、会务后勤到活动后的效果复盘分析。

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In this Google DeepMind course you will learn how to prepare text data for language models to process. You will investigate the tools and techniques used to prepare, structure, and represent text data for language models, with a focus on tokenization and embeddings. You will be encouraged to think critically about the decisions behind data preparation, and what biases within the data may be introduced into models. You will analyze trade-offs, learn how to work with vectors and matrices, how meaning is represented in language models. Finally, you will practice designing a dataset ethically using the Data Cards process, ensuring transparency, accountability, and respect for community values in AI development.

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本视频将介绍如何利用 Gemini Gem，以领导者的独特口吻撰写真实的社交媒体帖子。了解如何通过写作示例和清晰指令来训练 Gem，从而克服高管社交媒体影响力难以规模化的挑战。了解如何快速生成引人入胜的帖子，在节省时间的同时，提升思想领导力并确保真实性。

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In this video, you'll learn to build a first-line-of-defense AI for support operations. Master the art of uploading diverse sources, setting secure "Chat only" permissions, and customizing the AI to help your team diagnose issues in a fraction of the time.

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In this video, you'll learn to build a custom Gemini Gem that acts as your personal executive advisor. Master the art of defining instructions and uploading "knowledge" files to create a partner that helps you strategize and lead with confidence.

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In this video, you'll learn to customize NotebookLM to fit specific business needs. Master the art of defining personas—from "Help Center Assistant" to "Sales Advisor"—to turn your documents into interactive tools that answer questions, teach concepts, and role-play scenarios.

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大致了解 AI 智能体的概念。了解 AI 智能体如何通过自主行动和推理来解决复杂问题。您将探索技术架构（模型、工具和编排），该架构使智能体能够学习、规划，并为您实现目标。

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In this video, you'll learn to use NotebookLM as your personal AI study partner. Master the art of converting dense documentation into smart study guides, flashcards, and quizzes to ramp up quickly on new policies and industry research.

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This video covers how to create a 'project notebook' in NotebookLM by adding all relevant sources to build a central, searchable knowledge hub for your team.

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This video covers how NotebookLM's Reports feature dynamically suggests formats to help you create customized, trustworthy analyses of your documents with ease.

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This video covers how to use the "Share" feature in Gemini to distribute custom Gems to teammates, managing permissions and file access to scale expertise across your organization.

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本视频介绍如何构建和使用自定义 Gem（一种可重复使用的 AI 助理），将各类散乱的笔记和文章即刻整理成结构清晰的学习指南。

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In this video, you'll learn to use Gemini as your personal data analyst. Master the art of turning screenshot "spaghetti" charts into clear strategic insights by asking plain-English questions about the patterns you see.

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本视频将向您介绍如何利用 AI 识别策略中的弱点和潜在假设。您将学习“挑刺”法，这是一种借助 AI 提示词对方案进行压力测试的简便方法，有助于查漏补缺并强化战略思维。

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本视频介绍了如何使用 Gemini Advanced 研究主题、创建演示文稿大纲，以及如何使用 Google 文档中的 Gemini 生成演讲要点。

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本视频介绍了提示工程的基础知识，帮助您与 AI 进行有效沟通。学习一个简单的框架（角色设定、任务、背景信息、格式），以便撰写清晰的提示，从而更快地从 Google Workspace 中的 Gemini 获得更理想的结果。了解如何使用自然语言、具体说明和迭代来获得最佳 AI 辅助。

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This video covers how to use NotebookLM as a personal research assistant by adding sources, asking questions, and generating new content formats based on your documents.

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本视频介绍了如何使用 Gemini 消除繁琐的手动数据录入。了解如何拍摄数据照片或截取数据屏幕截图（来自 PDF、纸质文档或图片），然后提示 Gemini 立即将其转换为结构化的 Google 表格。探索这个简单技巧，让 Gemini 成为您的个人数据录入助理，节省大量转写数据的时间。只需拍照、撰写提示并导出即可！

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本视频介绍如何使用 Gmail 中的 Gemini 来总结邮件、查找信息和起草回复，帮助您更高效地管理收件箱。

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This video covers five key ways to use Google's AI tools, including Gemini in Workspace, the Gemini app, and NotebookLM, to enhance your daily productivity.

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本视频介绍了如何使用 Gemini Gem 构建个性化的“Work with Me”智能体，帮助您简化基础反馈，让会议更具战略性和效率。

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Learn how to use Gemini Notebook to create a personalized study guide for the Associate Cloud Engineer certification exam. You'll review Gemini Notebook features, create a notebook in Gemini Notebook , and learn how to use a study guide to practice for a certification exam.

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完成在 Google Cloud　上使用 Machine Learning API 课程，赢取高级技能徽章。 在本课程中，您将了解以下机器学习和 AI 技术的基本功能： Cloud Vision API、Cloud Translation API 和 Cloud Natural Language API。

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完成设置 Google Cloud 网络课程，赢取技能徽章， 您将了解如何在 Google Cloud Platform 上执行基本的网络组建和管理任务 - 创建自定义网络、添加子网防火墙规则，然后创建虚拟机并测试 虚拟机之间相互通信时的延迟时间。

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完成开发 Google Cloud 网络课程，赢取技能徽章。在此课程中，您将学习 部署和监控应用的多种方法，包括执行以下任务的方法：探索 IAM 角色并添加/移除 项目访问权限、创建 VPC 网络、部署和监控 Compute Engine 虚拟机、 编写 SQL 查询、在 Compute Engine 中部署和监控虚拟机，以及使用 Kubernetes 通过多种部署方法部署应用。

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完成在 Google Cloud 上部署 Kubernetes 应用技能徽章中级课程，展示您在以下方面的技能： 配置和构建 Docker 容器映像，创建和管理 Google Kubernetes Engine (GKE) 集群，利用 kubectl 实现高效 集群管理，以及按照稳健的持续交付 (CD) 实践部署 Kubernetes 应用。

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完成Google Cloud 云计算基础知识挑战任务，赢取技能徽章。 您将学习如何在　Compute Engine　中使用虚拟机 (VM)、永久性 磁盘和 Web 服务器。

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完成在 Google Cloud 中实施 DevOps 工作流技能徽章中级课程， 展示您在以下方面的技能：创建和管理 git 代码库； 在 Google Kubernetes Engine (GKE) 上启动、管理和扩缩 Deployment； 设计 CI/CD 流水线架构，以自动构建容器映像并将其部署到 GKE。

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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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完成借助 Firebase 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：借助 Firebase 设计无服务器 Web 应用架构以及构建无服务器 Web 应用； 利用 Firestore 管理数据库；利用 Cloud Build 自动完成部署流程； 以及将 Google 助理功能集成到您的应用中。

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完成入门技能徽章课程使用 Knowledge Catalog 构建数据网格，展示以下方面的技能：使用 Knowledge Catalog 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 Knowledge Catalog 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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完成在 Google Cloud 上构建网站技能徽章课程，赢取入门级技能徽章。本课程以 Get Cooking in Cloud 系列视频为基础， 涵盖以下主题：在 Cloud Run 上部署网站在 Compute Engine 上托管 Web 应用在 Google Kubernetes Engine 上创建、部署和扩缩网站使用 Cloud Build 从单体式应用迁移到微服务架构

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完成在 Google App Engine 上部署和管理应用课程，赢取技能徽章。在此课程中，您将学习如何将 App Engine 与 Python、Go 和 PHP 搭配使用。

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Working with data and applications requires the right balance of governance and agility. In this voyage, you’ll use Dataplex to organize, secure, and assess data quality while exploring concepts like data mesh. Alongside, you’ll get hands-on with Firebase—building serverless apps, working with Firestore, and managing data in real time—bringing together modern data management and application development.

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Securing applications and streamlining delivery go hand in hand in modern cloud environments. In this trail, you’ll work with tools like Cloud KMS, Identity-Aware Proxy, and service accounts to manage access and protect resources. You’ll also explore private Kubernetes clusters, artifact management, and build CI/CD pipelines with Cloud Build—bringing together the essentials of cloud security and DevOps in practice.

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Building and running applications on Google Cloud can take many forms—and this adventure brings them together. Get hands-on with App Engine, Cloud Run, Kubernetes Engine, and Compute Engine as you deploy applications, manage scaling, and explore modern architectures, including the shift from monolithic to microservices.

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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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A season to build, experiment, and grow—one skill at a time. You’ll start with the fundamentals of networking, creating the foundation that connects everything together. From there, you’ll step into automation and application development using Cloud Scheduler, App Engine, and machine learning APIs. By the end, you’ll have a more confident, hands-on understanding of how modern applications are built, connected, and run on the cloud.

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As platforms grow, maintaining speed, reliability, and seamless user experiences becomes critical. Inspired by Bobble AI and its journey to support millions of real-time interactions, this challenge explores how cloud-native systems are designed for efficiency at scale. You’ll work with Docker and Kubernetes to run and orchestrate applications, while also using IAM, Cloud Storage, and Monitoring to manage access, data, and performance. The result: a clearer view of how the right mix of containers, automation, and observability keeps modern applications fast, resilient, and efficient.

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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 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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