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Vaibhavi Ghule

Member since 2026

Gold League

31484 points
使用 Security Command Center 緩解威脅及修復安全漏洞 Earned Oct 30, 2026 EDT
Arcade Trail: Containers & Load Balancing Earned Oct 30, 2026 EDT
Trick-or-Metric Earned Oct 30, 2026 EDT
建立及管理 AlloyDB 執行個體 Earned Oct 29, 2026 EDT
實現事件驅動的即時訊息與自動化工作流 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
部署多代理架構 Earned Sep 11, 2026 EDT
在 BigQuery 執行預測資料分析 Earned Sep 11, 2026 EDT
監控及管理 Google Cloud 資源 Earned Sep 11, 2026 EDT
Arcade Voyage: App Modernization Earned Sep 11, 2026 EDT
Pitch Perfect Earned Sep 10, 2026 EDT
建構安全的 Google Cloud 網路 Earned Sep 8, 2026 EDT
運用 Cloud Run 開發無伺服器應用程式 Earned Sep 6, 2026 EDT
Google Kubernetes Engine 成本效益最佳化 Earned Sep 6, 2026 EDT
建構適用於 AWS 專家的 Google Cloud 基礎架構 Earned Sep 6, 2026 EDT
在 Google Cloud 儲存、處理與管理資料 - 指令列 Earned Sep 6, 2026 EDT
以串流方式將分析資料傳入 BigQuery Earned Sep 6, 2026 EDT
運用 BigQuery ML 建立機器學習模型 Earned Sep 6, 2026 EDT
使用 Chrome Enterprise Premium 安全功能保護雲端流量 Earned Sep 6, 2026 EDT
運用 BigQuery 導入多模態向量搜尋 Earned Sep 6, 2026 EDT
使用 Eventarc 建構事件導向應用程式 Earned Sep 6, 2026 EDT
使用 Google API 分析語音和語言 Earned Sep 6, 2026 EDT
在 Cloud Storage 建立安全的資料湖泊 Earned Sep 5, 2026 EDT
保護 Lakehouse 資料 Earned Sep 4, 2026 EDT
從 BigQuery 資料取得深入分析結果 Earned Sep 2, 2026 EDT
使用 Google Cloud Managed Service for Prometheus 監控環境 Earned Sep 2, 2026 EDT
Arcade Adventure: Data Vault Earned Aug 30, 2026 EDT
在 Google Cloud 實作 CI/CD 管道 Earned Aug 28, 2026 EDT
Arcade Trail: Cloud Delivery Systems Earned Aug 28, 2026 EDT
使用 Agent Development Kit (ADK) 建造 AI 代理：工程設計 Earned Aug 28, 2026 EDT
使用 Cloud Vision API 分析圖片 Earned Aug 26, 2026 EDT
使用 Apps Script 及 AppSheet 進行開發作業 Earned Aug 26, 2026 EDT
在 Google 試算表使用函式、公式及圖表 Earned Aug 26, 2026 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台 Earned Aug 26, 2026 EDT
實現 Cloud Storage 和數據保護解決方案 Earned Aug 26, 2026 EDT
使用 NCC 連結雲端網路 Earned Aug 26, 2026 EDT
透過 IAM 設定特殊存取權 Earned Aug 26, 2026 EDT
使用 API Gateway 部署及保護無伺服器 API Earned Aug 26, 2026 EDT
Google Cloud 監控工具 Earned Aug 26, 2026 EDT
使用 Natural Language API 分析情緒 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
建立及管理 Cloud Spanner 執行個體 Earned Aug 16, 2026 EDT
實現雲端協作與生產力工作流 Earned Aug 9, 2026 EDT
使用 Google Data Cloud 共用資料 Earned Aug 9, 2026 EDT
使用 Dataplex 整理及管理資料 Earned Aug 8, 2026 EDT
使用 Cloud Run functions 建構無伺服器應用程式 Earned Jul 31, 2026 EDT
搭配使用 API 和 Cloud Storage Earned Jul 31, 2026 EDT
透過 BigQuery 建構資料倉儲 Earned Jul 31, 2026 EDT
Arcade Simulator: Data Mesh Architect Earned Jul 24, 2026 EDT
管理 Google Cloud 中的 Kubernetes Earned Jul 14, 2026 EDT
Arcade Voyage: Cloud Storage and Data Governance Earned Jul 5, 2026 EDT
找出並保護生態系統中的敏感資料 Earned Jul 5, 2026 EDT
使用 AppSheet 建構應用程式 Earned Jul 4, 2026 EDT
安全推送軟體 Earned Jul 4, 2026 EDT
Arcade Base Camp July 2026 Earned Jul 4, 2026 EDT
在 Google Cloud 使用 Terraform 建構基礎架構 Earned Jul 4, 2026 EDT
Build Global and Regional Load Balancing Solutions Earned Jul 1, 2026 EDT
在 Google Cloud 實作 Sensitive Data Protection Earned Jul 1, 2026 EDT
使用預訓練 API 實現語音和語言解決方案 Earned Jul 1, 2026 EDT
Arcade Base Camp June 2026 Earned Jun 30, 2026 EDT
在 Compute Engine 導入 Cloud Load Balancing Earned Jun 29, 2026 EDT
Arcade Voyage: Identity Management and Pre-trained AI APIs Earned Jun 28, 2026 EDT
為 Google Cloud 設定服務帳戶和 IAM 角色 Earned Jun 28, 2026 EDT
Arcade Trail: Data Engineering and Information Protection Earned Jun 26, 2026 EDT
在 Google Cloud 為機器學習 API 準備資料 Earned Jun 25, 2026 EDT
生成式 AI 適用的機器學習運作 (MLOps) Earned Jun 21, 2026 EDT
運用工具讓 AI 代理具備所要能力 Earned Jun 21, 2026 EDT
AI 代理行為最佳化調整 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
透過 Google Cloud 建構網站 Earned Jun 15, 2026 EDT
使用 Google Cloud 作業套件調度資源 Earned Jun 15, 2026 EDT
Google Cloud 的可靠性與安全性 Earned Jun 15, 2026 EDT
運用 Google Cloud 翻新基礎架構和應用程式 Earned Jun 15, 2026 EDT
運用 Google Cloud 人工智慧推動創新 Earned Jun 15, 2026 EDT
運用 Google Cloud 探索資料轉換功能 Earned Jun 15, 2026 EDT
透過 Google Cloud 進行數位轉型 Earned Jun 15, 2026 EDT
Build a Certification Study Guide: PCA Exam Prep Earned Jun 14, 2026 EDT
運用 Gemini Enterprise 自動調度管理多代理工作流程 Earned Jun 14, 2026 EDT
以人為本的 AI Earned Jun 14, 2026 EDT
生成式 AI 代理：實現組織轉型 Earned Jun 14, 2026 EDT
部署您的第一個代理 Earned Jun 14, 2026 EDT
在正式環境建構及部署代理 Earned Jun 14, 2026 EDT
使用 Agent Development Kit (ADK) 打造您的第一個 AI 代理 Earned Jun 13, 2026 EDT
使用 Agent Development Kit (ADK) 打造 AI 代理 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 內建 Gemini Earned Jun 1, 2026 EDT
Google Workspace with Gemini：AI 工作流程的基礎 Earned Jun 1, 2026 EDT
大型語言模型簡介 Earned Jun 1, 2026 EDT
負責任的 AI 技術簡介 Earned Jun 1, 2026 EDT
生成式 AI 簡介 Earned Jun 1, 2026 EDT
AI Boost Bites：建立 3D 太陽系 Earned Jun 1, 2026 EDT
AI Boost Bites：使用 Google 文件和雲端硬碟的內建 Gemini 進行重點摘要 Earned Jun 1, 2026 EDT
AI Boost Bites：運用 Gemini 和 Apps Script 自動執行工作 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：打造自己的懷舊街機遊戲 Earned Jun 1, 2026 EDT
AI Boost Bites：從草稿到功能完整的應用程式 Earned Jun 1, 2026 EDT
AI Boost Bites ：安心做出重大消費決策 Earned Jun 1, 2026 EDT
AI Boost Bites：製作最棒的大學選課報告 Earned Jun 1, 2026 EDT
AI Boost Bites：將構想轉化為動畫藝術 Earned Jun 1, 2026 EDT
AI Boost Bites ：在 Google 試算表中與資料對話 Earned Jun 1, 2026 EDT
AI Boost Bites：使用 Gemini 輕鬆生成內容 Earned Jun 1, 2026 EDT
AI Boost Bites ：快速解析競爭對手的行銷策略 Earned Jun 1, 2026 EDT
建立您的第一個 Gemini Enterprise 應用程式 Earned Jun 1, 2026 EDT
企業 AI 代理與用途 Earned Jun 1, 2026 EDT
AI 代理基礎知識 Earned Jun 1, 2026 EDT
AI Boost Bites：Gemini Gems - 最佳行銷幫手 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：打造專屬效率提升工具 Earned Jun 1, 2026 EDT
AI Boost Bites：在 Gmail 中使用 Gemini 安排日曆的訣竅 Earned Jun 1, 2026 EDT
AI Boost Bites: Build Slides Fast with Gemini Earned Jun 1, 2026 EDT
AI Boost Bites ：成為創意混搭藝術家 Earned Jun 1, 2026 EDT
AI Boost Bites：打造個人化天氣應用程式 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 生成給高階主管的摘要 Earned May 31, 2026 EDT
AI Boost Bites：無程式碼試算表和指令碼 Earned May 31, 2026 EDT
AI Boost Bites: Build Charts with a Prompt Earned May 31, 2026 EDT
AI Boost Bites ：化身 AI 藝術總監，打造您的創意世界 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：使用自訂提示詞打造個人化體驗 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：運用 Gemini 提升研究效率 Earned May 27, 2026 EDT
AI Boost Bites：打造完美肖像 Earned May 27, 2026 EDT
AI Boost Bites：變身「氛圍 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：迅速建立文件 Earned May 27, 2026 EDT
AI Boost Bites：將研讀指南遊戲化 Earned May 27, 2026 EDT
AI Boost Bites ：Gemini 的引導式學習功能 Earned May 27, 2026 EDT
AI Boost Bites: Advanced Analysis in Sheets Earned May 27, 2026 EDT
AI Boost Bites：一鍵生成廣告活動視覺素材 Earned May 27, 2026 EDT
[DEPRECATED] AI Boost Bites: Research Hacks with NotebookLM Earned May 27, 2026 EDT
AI Boost Bites ：使用 Gemini 製作動態圖表 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 簡報摘要 Earned May 27, 2026 EDT
AI Boost Bites：電子郵件內容創作 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：運用 AI 簡化活動規劃 Earned May 27, 2026 EDT
Google DeepMind: 02 Represent Your Language Data Earned May 27, 2026 EDT
AI Boost Bites：運用 AI 強化高階主管的社群影響力 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 代理簡介 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 ：您的專屬 AI 家教 Earned May 26, 2026 EDT
AI Boost Bites: Your AI Chart Detective Earned May 26, 2026 EDT
AI Boost Bites：找出策略漏洞 Earned May 26, 2026 EDT
AI Boost Bites：使用 Gemini 生成簡報講稿 Earned May 26, 2026 EDT
AI Boost Bites：使用 Google Workspace，掌握撰寫提示詞的專業技巧 Earned May 26, 2026 EDT
[DEPRECATED] AI Boost Bites: Intro to NotebookLM Earned May 26, 2026 EDT
AI Boost Bites：Gemini 圖片轉試算表妙招 Earned May 26, 2026 EDT
AI Boost Bites：運用 AI 整理收件匣 Earned May 26, 2026 EDT
[DEPRECATED] AI Boost Bites: AI Power-Ups for Google Workspace Earned May 26, 2026 EDT
AI Boost Bites：個人意見回饋代理 Earned May 26, 2026 EDT
Build a Certification Study Guide: ACE Exam Prep Earned May 26, 2026 EDT
在 Google Cloud 使用機器學習 API Earned May 19, 2026 EDT
設定 Google Cloud 網路 Earned May 19, 2026 EDT
建立 Google Cloud 網路 Earned May 19, 2026 EDT
在 Google Cloud 部署 Kubernetes 應用程式 Earned May 19, 2026 EDT
Google Cloud Compute 基本操作 Earned May 19, 2026 EDT
在 Google Cloud 實作 DevOps 工作流程 Earned May 19, 2026 EDT
在 Google Cloud 實作 Cloud 安全防護措施：基礎知識 Earned May 19, 2026 EDT
使用 Firebase 開發無伺服器應用程式 Earned May 19, 2026 EDT
使用 Knowledge Catalog 建構資料網格 Earned May 19, 2026 EDT
透過 Google Cloud 建構網站 Earned May 19, 2026 EDT
在 Google App Engine 上部署及管理應用程式 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

完成使用 Security Command Center 緩解威脅及修復安全漏洞技能徽章中階課程，即可證明您具備下列技能： 防範及管理環境威脅、找出並修復應用程式安全漏洞，以及應對安全異常狀況。

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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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完成建立及管理 AlloyDB 執行個體技能徽章入門課程， 即可證明自己具備下列技能：執行主要 AlloyDB 作業 和工作、從 PostgreSQL 遷移至 AlloyDB、管理 AlloyDB 資料庫，以及 使用 AlloyDB 資料欄引擎加快數據分析查詢。

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完成「實現事件驅動的即時訊息與自動化工作流」任務，即可獲得 技能徽章。 技能徽章課程，您將瞭解如何透過 Cloud 控制台使用 Pub/Sub、 如何使用 Cloud Scheduler 工作節省心力，並透過 Pub/Sub Lite 節省擷取大量事件 的費用。

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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」課程，即可獲得技能徽章。本課程將說明如何建立 Speech-to-Text API 要求、將音訊 及語音轉錄為文字。

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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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完成進階的「部署多代理架構」技能徽章課程，證明您具備以下技能： 使用 ADK 建構多代理系統、將代理連結代理對代理 (A2A) 通訊協定、使用 Model Context Protocol (MCP) 整合外部工具，以及將完整的多代理解決方案部署至 Agent Engine。

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完成在 BigQuery 執行預測資料分析技能徽章中階課程， 即可證明您具備下列技能：可匯入 CSV 和 JSON 檔案，在 BigQuery 建立資料集； 可運用 BigQuery 的強大功能與複雜的 SQL 分析概念，包括使用 BigQuery ML 根據足球賽事資料訓練出預期進球模型，評估世界盃進球的精彩程度。

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完成「監控及管理 Google Cloud 資源」技能徽章入門課程，即可證明您具備下列技能：授予及撤銷 IAM 權限； 安裝 Monitoring 和 Logging 代理程式；建立、部署及測試事件導向的 Cloud Run 函式。

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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「建構安全的 Google Cloud 網路」課程，即可獲得技能徽章。本課程將說明多項網路相關 資源，協助您在 Google Cloud 建構、調度資源和保護應用程式。

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完成 運用 Cloud Run 開發無伺服器應用程式 技能徽章中階課程， 即可證明您具備下列技能：整合 Cloud Run 和 Cloud Storage 以管理資料、 使用 Cloud Run 和 Pub/Sub 架構可復原的非同步系統、 使用 Cloud Run 建構 REST API 閘道，以及在 Cloud Run 建構及部署服務。

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完成 Google Kubernetes Engine 成本效益最佳化 技能徽章中階課程， 即可證明您具備下列技能：建立及管理多租戶叢集、依據命名空間監控資源使用量、 設定自動調度叢集和 Pod 資源以提升效能、設定負載平衡以最佳化 資源分配，以及導入有效性和完備性探測，確保應用程式維持健康並符合成本效益。

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完成 建構適用於 AWS 專家的 Google Cloud 基礎架構 課程即可獲得技能徽章。在這個課程，您將學會如何設定 IAM 權限、 使用 Kubernetes 自動調度管理工作負載、透過 Compute Engine 託管網頁應用程式， 以及設定負載平衡機制。

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Cloud Storage、Cloud Functions 和 Cloud Pub/Sub 都是 Google Cloud Platform 服務， 可用於儲存、處理及管理資料。您可以整合運用這三種服務， 打造各式各樣的資料導向應用程式。您將在本次課程中 使用 Cloud Storage 儲存圖片、透過 Cloud Functions 處理圖片， 並利用 Cloud Pub/Sub 將圖片傳送至其他應用程式。

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完成「以串流方式將分析資料傳入 BigQuery」課程，即可獲得技能徽章。 在此課程中，您將綜合應用 Pub/Sub、Dataflow 和 BigQuery，並以串流方式傳送 資料進行分析。

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完成「運用 BigQuery ML 建立機器學習模型」技能徽章中階課程，即可證明您具備下列技能： 可使用 BigQuery ML 建立及評估機器學習模型，並根據資料進行預測。

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完成「使用 Chrome Enterprise Premium 安全功能保護雲端流量」技能徽章課程，即可獲得技能徽章。本課程將說明 如何運用 Chrome Enterprise Premium 安全存取重要應用程式和服務、透過現代化 零信任平台強化資安態勢、使用身分和情境感知存取控管機制安全存取資源，以及使用 Client Connector 支援混合雲工作負載。

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完成運用 BigQuery 導入多模態向量搜尋技能徽章中階課程， 即可證明自己具備下列技能：使用 Gemini in BigQuery 生成 SQL 程式碼並偵錯、執行情緒分析、 總結文字重點並找出關鍵字、生成嵌入項目、建立檢索增強生成 (RAG) pipeline， 以及導入多模態向量搜尋。

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完成「使用 Eventarc 建構事件導向應用程式」課程，即可獲得技能徽章。 在本課程中，您將使用 Eventarc 為不同資源 (包括 Pub/Sub 主題和 Cloud Storage bucket) 建立事件觸發條件。

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完成「使用 Google API 分析語音和語言」課程， 瞭解如何將 Natural Language API 和 Speech API 投入實際應用， 即可獲得技能徽章。

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完成「在 Cloud Storage 建立安全的資料湖泊」技能徽章入門課程，即可證明您具備下列技能： 保護及設定 Cloud Storage bucket、使用 Gemini 生成文字、管理 IAM 存取控管機制，以及建立 Knowledge Catalog 湖泊來治理資料。

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完成「保護 Lakehouse 資料」技能徽章入門課程，即可證明您具備下列技能：在 Knowledge Catalog 中使用 IAM、BigQuery、 Lakehouse 和 Data Catalog，建立並保護 Lakehouse 資料表。

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完成 從 BigQuery 資料取得深入分析結果 技能徽章入門課程，即可證明您具備下列技能： 撰寫 SQL 查詢、查詢公開資料表、將樣本資料載入 BigQuery、使用 BigQuery 的查詢驗證工具 排解常見語法錯誤，以及在 Data Studio 中 透過連結 BigQuery 資料建立報表。

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完成使用 Google Cloud Managed Service for Prometheus 監控環境技能徽章課程，學習透過 Google Cloud Managed Service for Prometheus 監控 Kubernetes，即可獲得技能徽章。

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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 實作 CI/CD 管道技能徽章中階課程，即可獲得技能徽章。 您將透過本課程學習如何使用 Artifact Registry、Cloud Build 和 Cloud Deploy，並且操作 Google Cloud 控制台、Google Cloud CLI、Cloud Run 和 GKE。本課程會介紹如何建構持續整合 管道、儲存及保護構件、掃描安全漏洞、驗證 已核准的發布版本是否有效。此外，您還會實際操作，將應用程式 同時部署至 GKE 和 Cloud Run。

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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「使用 Agent Development Kit (ADK) 建造 AI 代理：工程設計」技能徽章中階課程，即可證明您具備下列技能： 提出實際的語言模型研究問題、建構簡單的權杖化工具、準備資料集來訓練 Transformer 語言模型，以及執行小型語言模型的訓練迴圈。

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完成使用 Cloud Vision API 分析圖片課程，即可獲得技能徽章。本課程說明如何運用 Cloud Vision API 執行各種工作，包括擷取圖片中的文字。

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完成使用 Apps Script 及 AppSheet 進行開發作業技能徽章課程，即可獲得技能徽章， 瞭解如何建構聊天機器人，以及如何使用在任何文件中使用指令碼編輯器。

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完成在 Google 試算表使用函式、公式及圖表技能徽章中階課程， 即可證明您具備下列技能：運用函式分析資料、使用圖表呈現資料、設定資料格式，以及搜尋、 驗證與顯示資料。

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Cloud Storage、Cloud Functions 和 Cloud Pub/Sub 都是 Google Cloud Platform 服務， 可用於儲存、處理及管理資料。您可以整合運用這三種服務， 打造各式各樣的資料導向應用程式。在這個技能徽章課程中， 您將使用 Cloud Storage 儲存圖片、透過 Cloud Functions 處理， 並利用 Cloud Pub/Sub 將圖片傳送至其他應用程式。

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若想獲得技能徽章，請完成實現 Cloud Storage 和數據保護解決方案 技能徽章課程，您將在此瞭解如何建立 Cloud Storage bucket、 如何使用 Cloud Storage 指令列，以及如何在區塊中使用值區鎖定功能保護物件。

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完成使用 NCC 連結雲端網路課程，即可獲得中級技能徽章。 在這堂課程中，您將學會如何使用 Network Connectivity Center 連結地端部署網路、雲端企業網路及混合型網路， 並透過 Google Cloud 上單一集中的中樞，以輪輻方式管理。 「技能徽章」是 Google Cloud 核發的獨家數位徽章，用於肯定您在 Google Cloud 產品與服務方面的精通程度， 代表您已通過測驗，能在互動式實作環境中應用相關知識。完成這個技能徽章課程和結業評量挑戰實驗室，即可取得數位徽章並與他人分享成就。

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完成透過 IAM 設定特殊存取權技能徽章中階課程， 證明您具備下列技能：透過 Identity and Access Management (IAM) 自訂角色、 運用最小權限原則、即時 (JIT) 暫時提升存取權， 以及運用 Identity-Aware Proxy (IAP) 來保護網頁應用程式。

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完成「使用 API Gateway 部署及保護無伺服器 API」課程，即可獲得技能徽章。 本課程將說明如何使用 API Gateway，透過全代管閘道部署、保護及管理 API。

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完成「Google Cloud 監控工具」技能徽章入門課程， 即可證明您具備下列技能：使用 Cloud Monitoring 工具監控 Google Cloud 資源。

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完成「使用 Natural Language API 分析情緒」任務， 瞭解 API 如何從文字判斷情緒， 即可獲得技能徽章。

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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「建立及管理 Cloud Spanner 執行個體」技能徽章入門課程，即可證明自己具備下列技能： 建立 Cloud Spanner 執行個體和資料庫，並與其互動； 使用各種技術載入 Cloud Spanner 資料庫； 備份 Cloud Spanner 資料庫；定義結構定義及瞭解查詢計畫；以及 部署連線至 Cloud Spanner 執行個體的現代化網頁應用程式。

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完成「實現雲端協作與生產力工作流」課程，即可獲得入門級技能徽章。本課程將介紹 Google 的協作平台， 帶您瞭解如何使用 Gmail、日曆、Meet、雲端硬碟、試算表和 AppSheet。

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完成「使用 Google Data Cloud 共用資料」課程，即可獲得技能徽章。 在本課程中，您會透過 Google Cloud 資料共用合作夥伴， 使用專屬資料集進行數據分析， 獲得豐富的實務經驗。客戶訂閱這類資料後，即可在自家平台查詢， 並用自己的資料集補強。此外，也能使用圖表 工具，打造客戶專用的資訊主頁。

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完成「使用 Dataplex 整理及管理資料」技能徽章入門課程，即可證明您具備下列技能：建立 Dataplex 資產、建立切面類型，以及將切面套用至 Dataplex 中的項目。 技能徽章課程透過實作實驗室和挑戰評量，檢驗學員對於特定產品的實作知識。 完成課程或直接進行挑戰實驗室，即可取得徽章。徽章可證明您的專業能力、提升專業形象，開創更多職涯發展機會。前往個人資料頁面，追蹤您獲得的徽章。

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完成「使用 Cloud Run functions 建構無伺服器應用程式」課程，即可獲得入門技能徽章。在這個課程，您將學會如何透過 Google Cloud 控制台和指令列，使用 Cloud Run functions。 技能徽章課程透過實作實驗室和挑戰評量，檢驗學員對於特定產品的實作知識。完成課程或直接進行挑戰實驗室， 即可取得徽章。徽章可證明您的專業能力、提升專業形象，開創更多職涯發展機會。前往個人資料頁面，追蹤您獲得的徽章。

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完成「搭配使用 API 和 Cloud Storage」 技能徽章入門課程，即可證明您具備下列技能： 搭配使用 API 和 Cloud Storage 資源，包括 Cloud Storage API。

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完成 透過 BigQuery 建構資料倉儲 技能徽章中階課程，即可證明您具備下列技能： 彙整資料以建立新資料表、排解彙整作業問題、利用聯集附加資料、建立依日期分區的資料表， 以及在 BigQuery 使用 JSON、陣列和結構體。

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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「管理 Google Cloud 中的 Kubernetes」技能徽章中階課程， 即可證明您具備下列技能：使用 kubectl 管理部署作業、 在 Google Kubernetes Engine (GKE) 監控應用程式與偵錯，以及運用技術持續推送軟體更新。

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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「找出並保護生態系統中的敏感資料」 技能徽章中階課程，證明您具備下列技能：使用 Sensitive Data Protection 服務 (包括 Cloud Data Loss Prevention (DLP) API) 來探索、檢查、遮蓋及去識別化 Google Cloud 生態系統的敏感資料，包括 Cloud Storage 檔案、BigQuery 資料和生成式 AI 模型回覆。

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完成使用 AppSheet 建構應用程式課程，即可獲得技能徽章 ，瞭解如何使用 AppSheet 建構、設定及發布應用程式。

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完成安全推送軟體技能徽章中階課程，即可證明自己精通 DevSecOps 原則，能主動將安全機制融入軟體開發生命週期 (SDLC)。 您將瞭解如何運用 Google Kubernetes Engine (GKE) 和 Cloud Run 安全部署容器映像檔、實作自動化安全漏洞掃描功能來主動找出風險，以及使用 Artifact Registry 簡化應用程式開發流程，同時兼顧安全性。此外，您還會學到如何整合 Cloud Build 來強化開發程序，以及實作許可控制政策，精細控管環境。

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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 使用 Terraform 建構基礎架構」技能徽章中階課程， 即可證明自己具備下列知識與技能：使用 Terraform 的基礎架構即程式碼 (IaC) 原則、運用 Terraform 設定佈建及管理 Google Cloud 資源、有效管理狀態 (本機和遠端)，以及將 Terraform 程式碼模組化，以利重複使用和管理。

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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 實作 Sensitive Data Protection 技能徽章入門課程，證明您具備下列技能：使用 Sensitive Data Protection 服務 (包括 Cloud Data Loss Prevention API) 來檢查、遮蓋及去識別化 Google Cloud 中的機密資料。

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完成使用預訓練 API 實現語音和語言解決方案課程以獲得技能徽章，了解如何使用與語音相關的 API 工具來合成和轉錄語音。

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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「在 Compute Engine 導入 Cloud Load Balancing」技能徽章入門課程，即可證明您具備下列技能： 在 Compute Engine 建立及部署虛擬機器， 以及設定網路和應用程式負載平衡器。

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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「為 Google Cloud 設定服務帳戶和 IAM 角色」課程，即可獲得入門級技能徽章。這門課程會介紹服務帳戶、自訂角色，以及如何使用 gcloud 設定權限。

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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 在 Google Cloud 為機器學習 API 準備資料 技能徽章入門課程，即可證明您具備下列技能： 使用 Dataprep by Trifacta 清理資料、在 Dataflow 執行資料管道、在 Managed Service for Apache Spark 建立叢集和執行 Apache Spark 工作，以及呼叫機器學習 API，包含 Cloud Natural Language API、Google Cloud Speech-to-Text API 和 Video Intelligence API。

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本課程旨在提供必要的知識和工具，協助您探索機器學習運作團隊在部署及管理生成式 AI 模型時面臨的獨特挑戰，並瞭解 Vertex AI 如何幫 AI 團隊簡化機器學習運作程序，打造成效非凡的生成式 AI 專案。

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您已建立具有進階設定功能的代理，可開始賦予代理實際應用能力。為代理配備工具，使代理能搜尋網路、執行程式碼、查詢資料庫和執行自訂動作。將代理從聰明的回覆者，轉變為能採取行動的得力助手。

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您已經成功打造第一個代理，是時候迎接更進階的挑戰。在本課程中，您將學習如何應用進階指令、選擇模型、建立規劃能力及結構化輸出模式，藉此將基本 AI 代理轉為高明又精確的助理，讓您的技能更上一層樓。查看 Gemini Enterprise Agent Ready (GEAR) 計畫的其他內容。 加入社群論壇，提出問題並參與討論。

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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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本課程將介紹四種 Google Cloud 網站架構，確保網站具備可用性和擴充性。本課程結束後，請完成本課程結尾的額外挑戰實驗室 「透過 Google Cloud 建構網站」，即可獲得專屬 Google Cloud 數位徽章。 本課程內容取材自影片系列「Get Cooking in Cloud」。

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各種規模的機構都開始運用雲端的強大功能和靈活性，徹底改變營運方式。不過，有效管理及擴充雲端資源可能是相當複雜的工作。本課程將探討在雲端中的現代營運、可靠性和韌性的基礎概念，以及 Google Cloud 如何協助您達成這些目標。本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。

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組織將資料和應用程式遷移至雲端後，必須因應快速變化的安全性挑戰。本課程將探討雲端安全性的基礎知識、Google Cloud 融入安全考量設計的基礎架構價值，以及縱深防禦策略。此外，還會著重說明如何透過 AI 輔助作業和法規遵循工具，協助組織滿足嚴格的全球法規要求。 本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。

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許多傳統企業使用舊版系統和應用程式，無法滿足現今客戶的期望。企業主管經常需要在維護老舊的 IT 系統，以及投資新產品/服務之間做出選擇。本課程將探討這些挑戰，並提供解決方案，說明如何運用雲端技術克服難題。 本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。

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人工智慧 (AI) 和機器學習 (ML) 象徵著資訊技術的重大演進，正迅速改變各行各業。在「運用 Google Cloud 人工智慧推動創新」課程中，我們會探討組織如何運用 AI 和機器學習技術，翻轉業務流程。 本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。

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雲端技術是強大的資產，與資料搭配後，將成為創新和提升客戶體驗的催化劑。「運用 Google Cloud 探索資料轉換功能」課程將探討機構如何運用雲端，讓資料更易於存取、做為行動依據和更有價值。 這門課程是 Cloud Digital Leader 學習路徑的一部分，旨在協助個人在職務上成長，並打造企業的未來。

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數位轉型是現代組織必經的關鍵旅程，而建立穩固的雲端運算基礎，是跨出有意義創新的第一步。本課程「透過 Google Cloud 進行數位轉型」，將會介紹核心技術和策略框架，協助組織革新營運方式，並探討基本的雲端概念、全球網路基礎架構和共同責任模式，幫助主管在雲端之路上自信前行。本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。

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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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完成運用 Gemini Enterprise 自動調度管理多代理工作流程技能徽章的入門課程，即可證明您具備下列技能：使用 Gemini Enterprise 支援的代理型助理，整合第一方和第三方來源的資料；開發多媒體行銷素材資源；以及自動執行跨系統的業務行動。技能徽章課程透過實作實驗室和挑戰評量，檢驗學員對於特定產品的實作知識。完成課程或直接進行挑戰實驗室，即可取得徽章。徽章可證明您的專業能力、提升專業形象，開創更多職涯發展機會。前往個人資料頁面，追蹤您獲得的徽章。

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探索從任務導向工作流程到人本 AI 自動化調度管理的重要轉變。您將學習如何策略性區分擴增和自動化，以及如何平衡機器效率與人類直覺。

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「生成式 AI 代理：實現組織轉型」是 Gen AI Leader 學習路徑的第五堂也是最後一堂課程。本課程將探討組織如何運用自訂生成式 AI 代理，解決特定的業務難題。您將動手練習建構基本的生成式 AI 代理，同時探索這類代理的各種元件，例如模型、推論迴圈和工具。

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將代理從 localhost 移至正式環境。本課程將說明如何將 ADK 代理部署至 Vertex AI Agent Engine 和 Cloud Run，並透過 Memory Bank 視情況啟用跨工作階段記憶。

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運用 Google 的 Agent Development Kit (ADK) 和 Google Cloud 的強大基礎架構，探索多代理系統的架構和部署作業。您將學習設計階層式代理樹狀結構和確定性工作流程代理，同時找出理想的託管環境 (從無伺服器 Cloud Run 到高效能 GKE)，確保您的 AI 代理安全、具備擴充性且可部署於正式環境。

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使用 Agent Development Kit (ADK) 建構、設定及執行您的第一個 AI 代理，將自身代理知識化為實際成果。 在這堂實作課程，您會設立完整的 ADK 開發環境，並使用 Python 程式碼和 YAML 設定打造代理，然後透過多個介面執行。您也會瞭解定義代理行為的核心參數，將課程 1 的學習成果轉化為實際運作的程式碼。 查看 Gemini Enterprise Agent Ready (GEAR) 計畫的其他內容。

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瞭解如何使用 Agent Development Kit (ADK)，建構複雜的 AI 代理並用於正式環境。本課程介紹 ADK 的開放原始碼框架，包括簡單的提示工程，以及程式碼優先的結構化軟體開發做法 (適用於企業級多代理系統)。

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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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本課程將說明如何使用 Gmail 內建 Gemini，提升電子郵件管理效率。瞭解如何直接在收件匣中總結冗長的討論串、使用自然語言擷取資訊、草擬專業回覆，以及制定溝通策略。

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客戶能透過 Gemini for Google Workspace 在 Google Workspace 使用生成式 AI 功能。本學習路徑會介紹 Gemini 的主要功能，並說明如何在 Google Workspace 善用這些功能，提高生產力和效率。

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這是一堂入門級的微學習課程，旨在探討大型語言模型 (LLM) 的定義和用途，並說明如何調整提示來提高 LLM 成效。此外，也會介紹多項 Google 工具，協助您自行開發生成式 AI 應用程式。

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這個入門微學習課程主要介紹「負責任的 AI 技術」和其重要性，以及 Google 如何在自家產品中導入這項技術。本課程也會說明 Google 的 7 個 AI 開發原則。

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這個入門微學習課程主要說明生成式 AI 的定義和使用方式，以及此 AI 與傳統機器學習方法的差異。本課程也會介紹各項 Google 工具，協助您開發自己的生成式 AI 應用程式。

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這部影片說明如何在 Gemini Canvas 使用簡單的文字提示詞，建構互動式 3D 太陽系模擬，並加入教育功能。

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這部影片將說明如何使用 Gemini 重點摘要 Google Workspace 中的長篇文件，助您快速取得所需資訊並節省時間。您將瞭解如何使用 Gemini 摘要整份文件或所選文字，以及如何使用 雲端硬碟內建 Gemini 總結多個檔案。

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這部影片說明如何使用 Gemini 和 Apps Script，在 Google Workspace 中自動執行手動工作。您將學習如何提示 Gemini 生成 Apps Script 程式碼，在 Google 試算表中針對未標示為「完成」的工作，自動草擬電子郵件提醒。即使幾乎沒有技術專業知識，也能自動化工作流程，省下時間處理更重要的工作，不必再手動後續追蹤。

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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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這部影片說明如何在 Gemini Canvas 中使用簡單的提示詞，建構、自訂及分享可玩的遊戲，例如井字遊戲。

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這部影片說明如何使用 Gemini Canvas，透過「直覺式程式開發」技術，將簡單的應用程式繪圖轉化為可運作的原型。

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這部影片將說明如何使用 Gemini Deep Research 和精細的提示詞，取得綜合比較報告，自信做出複雜的購買決策。

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這部影片將說明如何使用 Gemini Deep Research 和創意提示詞，將複雜資訊轉化為有趣的個人化分析，例如運動球探報告和對戰表。

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這部影片說明如何在 Gemini Canvas 中使用描述性文字提示詞，生成複雜的動畫視覺藝術，例如動態排版。

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這部影片說明如何使用 Google 試算表的「問問 Gemini」功能，透過簡單的自然語言指令，排序、篩選、醒目顯示及歸納資料。

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這部影片將說明如何運用 Gemini 版 Google 文件的進階 AI 功能，發想點子、草擬各種行銷內容，並與團隊順暢協作。

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這部影片介紹如何運用 Gemini Deep Research 自動執行競爭分析，並在幾分鐘內生成詳盡報告，全方位掌握競爭對手的行銷廣告活動。

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建立您的第一個 Gemini Enterprise 應用程式，獲得技能徽章！將各種資料來源連接到您的應用程式，建立強大的統合式搜尋和分析引擎。掌握 Deep Research 代理、多代理構思和 NotebookLM 等進階功能，進行重點分析。

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瞭解 AI 代理如何發揮更高的業務影響力，包括根據您的 KPI 規劃要使用的代理類型，以及探索能解決實際瓶頸的用途。您也將認識各種無程式碼到高程式碼解決方案，瞭解 Gemini Enterprise 如何協助建構和自動調度合適的代理。

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本課程介紹 AI 代理的基礎知識，並探討代理的實際應用價值。代理可為開發人員、架構師和技術決策者奠定基礎，協助他們從目標導向的自主行為角度來理解 AI 系統。

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這部影片說明如何建立專屬的 Gemini Gem，運用進階 AI 功能自動處理重複性工作，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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這部影片說明如何建立自訂個人「公用程式」應用程式 (例如番茄鐘計時器)，只要在 Gemini Canvas 中輸入簡單提示詞，描述功能和設計即可。

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這部影片說明如何使用 Gmail 內建 Gemini 管理 Google 日曆，包括在側邊面板詢問行程，以及一鍵將在電子郵件中偵測到的活動新增至日曆。

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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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這部影片介紹一項技巧，說明如何分別生成主體和場景，再使用最終提示詞將兩者融合成新圖片，藉此建立「混搭」圖片。

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這部影片說明如何在 Gemini Canvas 使用簡單的文字提示詞，建構及自訂個人化天氣應用程式的可運作原型。

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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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這部影片將說明如何建立自己的 Brevity Gem，將雜亂的筆記或長篇文件轉化為簡潔明瞭的內容提要，方便高階主管查看。

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這部影片將說明如何運用 Google 試算表中的 Gemini 進階 AI 功能，在幾分鐘內輕鬆提取資料並生成洞察，完全不需要任何技術或程式設計背景。

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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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這部影片說明如何在 Gemini 應用程式中使用多輪遞進編輯功能，一步步建構場景，以及如何透過「重混」功能，將某個物件的風格轉移到另一個物件。

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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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這部影片說明如何在 Google Workspace 中，打造個人化 Gemini 搜尋結果。可瞭解如何使用「@」符號，將文件和研究論文直接納入提示，取得更符合需求的 AI 輸出內容。

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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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這部影片介紹使用 Gemini Deep Research 的專家級提示，包括如何指派角色、指定輸出格式，以及引導搜尋以進行全面的競爭分析。

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這部影片說明如何使用 Gemini 應用程式的新功能，創作保留本人樣貌的創意肖像，以及如何將多張相片合成一個全新的場景。

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這部影片說明如何在 Gemini Canvas 中使用簡單的文字提示詞，打造一台具備自訂控制項和可彈奏鍵盤的全互動式音樂合成器。

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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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這部影片說明如何使用 Google 文件中的「幫我建立」功能。這項功能會參考雲端硬碟中其他檔案的內容，生成已設定格式的完整文件。

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這部影片說明如何將個人筆記上傳至 Gemini Canvas，並使用簡單的提示詞，建立包含各種題型的互動式測驗。

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這部影片說明如何使用 Gemini 的引導式學習功能。Gemini 是 AI 協作夥伴，可透過問題和互動式工具，幫助您深入理解。

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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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這部影片將說明如何使用 Gemini Canvas 的「建立」選單，將大篇幅文字立即轉換成資訊圖表和網頁等視覺素材。

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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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這部影片說明如何在 Gemini Canvas 使用簡單的文字提示詞，將資料轉換成引人入勝的動態長條圖競賽圖表。

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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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這部影片說明如何使用 Google 簡報內建 Gemini，自動生成會議回顧並草擬後續追蹤電子郵件，協助簡化會後流程並節省時間。

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這部影片說明如何使用 Gmail 內建 Gemini 撰寫新郵件草稿、調整語氣、根據雲端硬碟檔案內容回覆，以及使用智慧回覆建議。

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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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這部影片說明如何使用 AI 助理規劃大型團隊活動，包括腦力激盪、後勤安排，以及分析活動後意見回饋。

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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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這部影片將說明如何運用 Gemini Gem，以主管獨特的口吻撰寫真實自然的社群媒體貼文。瞭解如何運用寫作範例和明確指令訓練 Gem，克服擴大高階主管社群媒體影響力的難題。瞭解如何快速生成引人入勝的貼文，在節省時間的同時，強化思維領導力並確保真實性。

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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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瞭解 AI 代理的概念，探索代理如何藉由自主行動及推論解決複雜問題。您將瞭解代理如何透過模型、工具和調度管理程序等技術架構，助您學習、規劃和實現目標。

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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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這部影片將說明如何建構及使用自訂 Gem (可重複使用的 AI 助理)，將任何筆記和文章集合，立即轉換為結構化的研讀指南。

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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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這部影片將說明如何運用 AI 找出策略中的弱點和隱藏假設。您將學到「找出漏洞」法，也就是透過 AI 提示詞，輕鬆對計畫進行壓力測試，找出漏洞並強化策略思維。

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這部影片將說明如何使用 Gemini Advanced 研究主題、製作簡報大綱，以及使用 Google 文件內建 Gemini 生成談話要點。

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這部影片介紹提示工程的基本概念，協助您與 AI 有效互動。學習簡單的框架 (角色、任務、情境、格式)，撰寫清晰的提示詞，讓 Gemini in Google Workspace 更快提供更優質的結果。瞭解如何使用自然語言、具體說明需求，以及透過反覆調整來獲得最佳 AI 輔助。

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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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這部影片將說明如何運用 Gemini 消除繁瑣的手動資料輸入作業。瞭解如何拍攝資料相片或螢幕截圖 (來自 PDF、紙本或圖片)，並提示 Gemini 立即將資料轉換為結構化的 Google 試算表。瞭解這個簡單的訣竅，省下無數轉錄資料的時間，讓 Gemini 成為您的個人資料輸入助理。只要拍照、輸入提示，然後匯出即可！

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這部影片說明如何使用 Gmail 內建 Gemini 歸納電子郵件重點、尋找資訊及草擬回覆，更有效率地管理收件匣。

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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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這部影片說明如何使用 Gemini Gem 建構個人化的「工作夥伴」代理，簡化基本意見回饋，讓會議更具策略性且更有效率。

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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 使用機器學習 API」課程，即可獲得進階技能徽章。本課程說明以下機器學習和 AI 技術的基本功能： Cloud Vision API、Cloud Translation API 和 Cloud Natural Language API。

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完成「設定 Google Cloud 網路」課程，即可獲得技能徽章。 您將瞭解如何在 Google Cloud Platform 執行基本的網路工作，包括建立自訂網路、新增子網路防火牆規則，還有建立 VM 並測試 VM 之間的通訊延遲。

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完成 建立 Google Cloud 網路 課程即可獲得技能徽章。這個課程將說明 部署及監控應用程式的多種方法，包括查看 IAM 角色及新增/移除 專案存取權、建立虛擬私有雲網路、部署及監控 Compute Engine VM、編寫 SQL 查詢、在 Compute Engine 部署及監控 VM，以及 使用 Kubernetes 透過多種方法部署應用程式。

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完成 在 Google Cloud 部署 Kubernetes 應用程式 技能徽章中階課程，即可證明您具備下列技能： 設定及建構 Docker 容器映像檔、建立及管理 Google Kubernetes Engine (GKE) 叢集、運用 kubectl 有效 管理叢集，以及運用強大的持續推送軟體更新做法來部署 Kubernetes 應用程式。

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完成「Google Cloud Compute 基本操作」任務， 學習如何在 Compute Engine 中使用虛擬機器 (VM)、永久磁碟 和網路伺服器，即可獲得技能徽章。

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完成 在 Google Cloud 實作 DevOps 工作流程 技能徽章中階課程， 即可證明您具備下列技能：建立與管理 Git 存放區、 在 Google Kubernetes Engine (GKE) 發布、管理和調度 Deployment， 以及建立 CI/CD 管道，自動建構容器映像檔與執行 GKE 部署作業。

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完成 在 Google Cloud 實作 Cloud 安全防護措施：基礎知識 技能徽章中階課程， 即可證明您具備下列技能：運用 Identity and Access Management (IAM) 建立及指派角色、 建立及管理服務帳戶、啟用虛擬私有雲 (VPC) 網路中的私人連線、 運用 Identity-Aware Proxy 限制應用程式存取權、 運用 Cloud Key Management Service (KMS) 管理金鑰和已加密資料，以及建立私人 Kubernetes 叢集。

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完成 使用 Firebase 開發無伺服器應用程式 技能徽章中階課程， 即可證明您具備下列技能：使用 Firebase 架構及建構無伺服器的網頁應用程式、 運用 Firestore 管理資料庫、使用 Cloud Build 自動部署內容， 以及將 Google 助理功能整合至應用程式。

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完成「使用 Knowledge Catalog 建構資料網格」技能徽章入門課程，即可證明您具備下列技能：使用 Knowledge Catalog 建構資料網格， 以利在 Google Cloud 維護資料安全性，並協助治理和探索資料。您將練習並測試自己的技能，包括在 Knowledge Catalog 為資產加上標記、指派 IAM 角色，以及評估資料品質。

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完成透過 Google Cloud 建構網站技能徽章課程，即可獲得入門級技能徽章。 本課程以 Get Cooking in Cloud 系列影片為基礎， 涵蓋以下主題：在 Cloud Run 部署網站在 Compute Engine 託管網頁應用程式在 Google Kubernetes Engine 建立、 部署及擴充網站使用 Cloud Build 將單體式應用程式遷移至微服務架構

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完成「在 Google App Engine 上部署及管理應用程式」課程，即可獲得技能徽章。本課程將說明如何搭配 Python、Go 和 PHP 使用 App Engine。

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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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