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Sumant Kumar

Member since 2025

Arcade Base Camp March 2026 Earned Mar 29, 2026 EDT
Arcade Trail: Automation and Analytics Earned Mar 28, 2026 EDT
Arcade March 2026 Sprint 3 Earned Mar 27, 2026 EDT
Arcade March 2026 Sprint 4 Earned Mar 25, 2026 EDT
Arcade March 2026 Sprint 2 Earned Mar 25, 2026 EDT
Arcade March 2026 Sprint 1 Earned Mar 25, 2026 EDT
Holi-istic Infrastructures Earned Mar 9, 2026 EDT
Level 1: Compute, Storage and Monitoring Earned Jan 30, 2026 EST
Level 2: Event-Driven Systems Earned Jan 29, 2026 EST
Google Skills Arcade Base Camp January 2026 Earned Jan 29, 2026 EST
Google Skills Arcade Certification Zone January 2026 Earned Jan 28, 2026 EST
Google Skills Arcade Trivia January 2026 Week 4 Earned Jan 19, 2026 EST
Work Life Refresh Earned Jan 19, 2026 EST
Level 3: Applied Generative AI Earned Jan 7, 2026 EST
Google Skills Arcade Trivia January 2026 Week 3 Earned Jan 7, 2026 EST
Google Skills Arcade Trivia January 2026 Week 2 Earned Jan 7, 2026 EST
Google Skills Arcade Trivia January 2026 Week 1 Earned Jan 6, 2026 EST
Level 1: Applied Intelligence and Cloud Architecture Earned Dec 17, 2025 EST
Level 2: Strategic Cloud Security and Intelligent Network Design Earned Dec 16, 2025 EST
Google Skills Arcade Base Camp December 2025 Earned Dec 15, 2025 EST
Google Skills Arcade Trivia December 2025 Week 1 Earned Dec 14, 2025 EST
Google Skills Arcade Trivia December 2025 Week 4 Earned Dec 10, 2025 EST
Google Skills Arcade Trivia December 2025 Week 3 Earned Dec 10, 2025 EST
Google Skills Arcade Trivia December 2025 Week 2 Earned Dec 10, 2025 EST
Level 3: Cloud Development Essentials Earned Dec 8, 2025 EST
使用 Google Cloud Managed Service for Prometheus 監控環境 Earned Nov 20, 2025 EST
使用 Security Command Center 緩解威脅及修復安全漏洞 Earned Nov 14, 2025 EST
在 Google Cloud 使用機器學習 API Earned Nov 14, 2025 EST
使用資料庫遷移服務將 MySQL 資料遷移至 Cloud SQL Earned Nov 12, 2025 EST
Level 1: Advanced Cloud Integration and Data Intelligence Earned Nov 12, 2025 EST
運用 Cloud Run 開發無伺服器應用程式 Earned Nov 12, 2025 EST
使用 Document AI 大規模自動擷取資料 Earned Nov 12, 2025 EST
在 Google Cloud 為機器學習 API 準備資料 Earned Nov 12, 2025 EST
開始使用 Sensitive Data Protection Earned Nov 11, 2025 EST
在 Google Cloud 實作 CI/CD 管道 Earned Nov 11, 2025 EST
Google Skills Arcade Base Camp November 2025 Earned Nov 10, 2025 EST
使用 Firebase 開發無伺服器應用程式 Earned Nov 10, 2025 EST
Level 3: Scalable Deployments and Delivery Earned Nov 9, 2025 EST
Level 2: Intelligent Development and Automation Earned Nov 8, 2025 EST
Google Skills Arcade Trivia November 2025 Week 4 Earned Nov 4, 2025 EST
Google Skills Arcade Trivia November 2025 Week 3 Earned Nov 4, 2025 EST
Google Skills Arcade Trivia November 2025 Week 2 Earned Nov 3, 2025 EST
Google Skills Arcade Trivia November 2025 Week 1 Earned Nov 3, 2025 EST
Looker 資料模型管理 Earned Nov 2, 2025 EST
為 Looker 資訊主頁和報表準備資料 Earned Nov 1, 2025 EDT
在 Looker 建構 LookML 物件 Earned Oct 31, 2025 EDT
從 BigQuery 資料取得深入分析結果 Earned Oct 31, 2025 EDT
Google Kubernetes Engine 成本效益最佳化 Earned Oct 31, 2025 EDT
Skills Boost Arcade Base Camp October 2025 Earned Oct 28, 2025 EDT
Level 1: Scalable Systems Earned Oct 28, 2025 EDT
Level 2: Cloud Operations and Application Management Earned Oct 28, 2025 EDT
Level 3: Generative AI Earned Oct 25, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 4 Earned Oct 23, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 3 Earned Oct 23, 2025 EDT
Google Skills Arcade Certification Zone October 2025 Earned Oct 22, 2025 EDT
Diwali Dialogues Earned Oct 20, 2025 EDT
Lights & Logic Earned Oct 19, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 2 Earned Oct 2, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 1 Earned Oct 2, 2025 EDT
Skills Boost Arcade Certification Zone September 2025 Earned Sep 30, 2025 EDT
Level 2: AI and Data Innovation on Google Cloud Earned Sep 28, 2025 EDT
Level 1: Cloud Infrastructure and Data Foundation Earned Sep 13, 2025 EDT
Skills Boost Arcade Base Camp September 2025 Earned Sep 12, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 4 Earned Sep 11, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 3 Earned Sep 11, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 2 Earned Sep 11, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 1 Earned Sep 11, 2025 EDT
Level 3: Developer Essentials Earned Sep 11, 2025 EDT
Skills Scribble Earned Sep 11, 2025 EDT
在 Google 試算表使用函式、公式及圖表 Earned Sep 1, 2025 EDT
在 Google Cloud 使用 Terraform 建構基礎架構 Earned Aug 31, 2025 EDT
在 Google Cloud 設定應用程式開發環境 Earned Aug 31, 2025 EDT
建構安全的 Google Cloud 網路 Earned Aug 31, 2025 EDT
建立 Google Cloud 網路 Earned Aug 31, 2025 EDT
在 Compute Engine 導入 Cloud Load Balancing Earned Aug 31, 2025 EDT
設定 Google Cloud 網路 Earned Aug 30, 2025 EDT
充實中繼資料及發掘 Lakehouse 資料 Earned Aug 30, 2025 EDT
Google Cloud 監控工具 Earned Aug 30, 2025 EDT
保護 Lakehouse 資料 Earned Aug 30, 2025 EDT
在連結試算表中分析 BigQuery 資料 Earned Aug 30, 2025 EDT
使用 Apps Script 及 AppSheet 進行開發作業 Earned Aug 30, 2025 EDT
透過 Google Cloud Observability 監控及記錄系統狀態 Earned Aug 30, 2025 EDT
以串流方式將分析資料傳入 BigQuery Earned Aug 30, 2025 EDT
使用 AppSheet 建構應用程式 Earned Aug 30, 2025 EDT
Google Cloud Compute 基本操作 Earned Aug 30, 2025 EDT
在 Google Cloud 部署 Kubernetes 應用程式 Earned Aug 30, 2025 EDT
監控及管理 Google Cloud 資源 Earned Aug 30, 2025 EDT
在 Cloud Storage 建立安全的資料湖泊 Earned Aug 30, 2025 EDT
使用 Cloud Run functions 建構無伺服器應用程式 Earned Aug 30, 2025 EDT
使用 Dataplex 整理及管理資料 Earned Aug 30, 2025 EDT
使用 Google API 分析語音和語言 Earned Aug 28, 2025 EDT
使用 Google Cloud Speech API Earned Aug 28, 2025 EDT
在 Google App Engine 上部署及管理應用程式 Earned Aug 28, 2025 EDT
搭配使用 API 和 Cloud Storage Earned Aug 28, 2025 EDT
開始使用 Looker Earned Aug 28, 2025 EDT
使用預訓練 API 實現語音和語言解決方案 Earned Aug 27, 2025 EDT
在 Cloud Storage 建立串流資料湖泊 Earned Aug 27, 2025 EDT
實現 Cloud Storage 和數據保護解決方案 Earned Aug 27, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台 Earned Aug 26, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 指令列 Earned Aug 26, 2025 EDT
使用 API Gateway 部署及保護無伺服器 API Earned Aug 24, 2025 EDT
實現事件驅動的即時訊息與自動化工作流 Earned Aug 24, 2025 EDT
Work Meets Play: Faster Finance Earned Aug 23, 2025 EDT
Skills Boost Arcade Certification Zone August 2025 Earned Aug 22, 2025 EDT
Gemini in Google Drive Earned Aug 21, 2025 EDT
Gemini in Google Meet Earned Aug 21, 2025 EDT
Gemini in Google Sheets Earned Aug 21, 2025 EDT
Gemini in Google Slides Earned Aug 21, 2025 EDT
運用 Google Vids 製作精彩影片 Earned Aug 21, 2025 EDT
Gemini in Google Docs Earned Aug 21, 2025 EDT
Gemini in Gmail Earned Aug 21, 2025 EDT
Level 2: Building with Cloud Tools Earned Aug 18, 2025 EDT
Level 1: Application Design and Delivery Earned Aug 17, 2025 EDT
Skills Boost Arcade Base Camp August 2025 Earned Aug 16, 2025 EDT
Level 3: Terraform Essentials Earned Aug 16, 2025 EDT
Skills Boost Arcade Trivia August 2025 Week 4 Earned Aug 16, 2025 EDT
Conversational AI on Vertex AI and Dialogflow CX Earned Aug 15, 2025 EDT
[DEPRECATED] Building Complex End to End Self-Service Experiences in Dialogflow CX Earned Aug 15, 2025 EDT
Responsible AI for Digital Leaders with Google Cloud Earned Aug 15, 2025 EDT
AI 基礎架構:AI Hypercomputer 簡介 Earned Aug 15, 2025 EDT
Google Calendar Earned Aug 15, 2025 EDT
Google Sheets Earned Aug 15, 2025 EDT
Google Meet Earned Aug 15, 2025 EDT
Google Slides Earned Aug 15, 2025 EDT
Google Docs Earned Aug 15, 2025 EDT
Google Drive Earned Aug 15, 2025 EDT
Trust and Security with Google Cloud Earned Aug 15, 2025 EDT
Innovating with Google Cloud Artificial Intelligence Earned Aug 15, 2025 EDT
Scaling with Google Cloud Operations Earned Aug 15, 2025 EDT
Modernize Infrastructure and Applications with Google Cloud Earned Aug 15, 2025 EDT
Skills Boost Arcade Trivia August 2025 Week 3 Earned Aug 15, 2025 EDT
Digital Transformation with Google Cloud Earned Aug 15, 2025 EDT
Exploring Data Transformation with Google Cloud Earned Aug 14, 2025 EDT
Skills Boost Arcade Trivia August 2025 Week 2 Earned Aug 14, 2025 EDT
Skills Boost Arcade Trivia August 2025 Week 1 Earned Aug 14, 2025 EDT
Future Ready Skills Earned Aug 13, 2025 EDT
Work Meets Play: Banking With Empathy Earned Jul 25, 2025 EDT
Skills Boost Arcade Certification Zone July 2025 Earned Jul 25, 2025 EDT
在 Google Cloud 使用 TensorFlow 分類圖像 Earned Jul 20, 2025 EDT
管理 Google Cloud 中的 Kubernetes Earned Jul 20, 2025 EDT
使用 Google Data Cloud 共用資料 Earned Jul 19, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 4 Earned Jul 12, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 3 Earned Jul 12, 2025 EDT
Level 3: Advanced App Operations Earned Jul 12, 2025 EDT
Level 2: Modern Application Deployment Earned Jul 11, 2025 EDT
生成式 AI 代理:實現組織轉型 Earned Jul 11, 2025 EDT
生成式 AI 應用程式:徹底改變工作方式 Earned Jul 11, 2025 EDT
生成式 AI:掌握幕後技術與環境 Earned Jul 11, 2025 EDT
生成式 AI:瞭解基礎概念 Earned Jul 11, 2025 EDT
生成式 AI:不只是聊天機器人 Earned Jul 11, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 2 Earned Jul 10, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 1 Earned Jul 10, 2025 EDT
Level 1: Core Infrastructure and Security Earned Jul 9, 2025 EDT
ExtraSkillestrial! Earned Jul 9, 2025 EDT
Skills Boost Arcade Base Camp July 2025 Earned Jul 8, 2025 EDT
實現雲端協作與生產力工作流 Earned Jul 7, 2025 EDT
Gemini for Google Workspace 簡介 Earned Jul 7, 2025 EDT
透過 Vertex AI 建構及部署機器學習解決方案 Earned Jul 1, 2025 EDT
使用 Gemini:數據資料學家和分析師 Earned Jun 28, 2025 EDT
使用 Gemini:DevOps 工程師 Earned Jun 28, 2025 EDT
使用 Gemini:網路工程師 Earned Jun 28, 2025 EDT
開發人員的負責任 AI 技術:可解釋性與透明度 Earned Jun 28, 2025 EDT
Vector Search 和嵌入 Earned Jun 28, 2025 EDT
開發人員的負責任 AI 技術:隱私權與安全性 Earned Jun 28, 2025 EDT
開發人員的負責任 AI 技術:公平性與偏誤 Earned Jun 27, 2025 EDT
使用 Gemini:端對端 SDLC Earned Jun 27, 2025 EDT
AI 世界的安全防護簡介 Earned Jun 27, 2025 EDT
機器學習運作 (MLOps) 與 Vertex AI:模型評估 Earned Jun 27, 2025 EDT
Vertex AI Studio 簡介 Earned Jun 27, 2025 EDT
使用 Gemini:資安工程師 Earned Jun 27, 2025 EDT
建立圖像說明生成模型 Earned Jun 27, 2025 EDT
使用 Gemini:雲端架構師 Earned Jun 27, 2025 EDT
使用 Gemini:應用程式開發人員 Earned Jun 27, 2025 EDT
Transformer 和 BERT 模型 Earned Jun 27, 2025 EDT
編碼器-解碼器架構 Earned Jun 27, 2025 EDT
生成式 AI 適用的機器學習運作 (MLOps) Earned Jun 27, 2025 EDT
注意力機制 Earned Jun 27, 2025 EDT
負責任的 AI 技術:透過 Google Cloud 採用 AI 開發原則 Earned Jun 27, 2025 EDT
圖像生成簡介 Earned Jun 27, 2025 EDT
負責任的 AI 技術簡介 Earned Jun 27, 2025 EDT
大型語言模型簡介 Earned Jun 27, 2025 EDT
生成式 AI 簡介 Earned Jun 27, 2025 EDT
Gemini 和 Imagen 實務應用:建構 AI 應用程式 Earned Jun 12, 2025 EDT
在 Agent Platform 探索生成式 AI Earned Jun 11, 2025 EDT
使用 Gemini 多模態功能和多模態 RAG 檢查複合型文件 Earned Jun 10, 2025 EDT
使用 Gemini 和 Streamlit 開發生成式 AI 應用程式 Earned Jun 10, 2025 EDT
在 Agent Platform 設計提示 Earned Jun 7, 2025 EDT

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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Modern cloud teams rely on automation and strong platform knowledge to move faster and smarter. In this trail, you’ll deploy Kubernetes Load Balancers and Cloud SQL using Terraform, strengthen observability with Cloud Logging, and customize analytics experiences in Looker using Liquid. You’ll also put your knowledge to the test through role-based Arcade Quizzes — from Data Practitioner and Database Engineer to Workspace Administrator — sharpening both your technical confidence and real-world readiness.

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This month's Arcade Sprint 3 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!

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This month's Arcade Sprint 4 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!

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This month's Arcade Sprint 2 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!

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This month's Arcade Sprint 1 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!

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Holi is all about bringing different colors together — and that’s exactly what this challenge does with technology. You’ll package applications with Docker, manage deployments using Kubernetes Engine, secure access with IAM and VPN, and deploy apps on App Engine. You’ll also store data in Cloud Storage and explore how AI APIs can analyze, classify, and translate text. It’s a hands-on way to see how different cloud pieces come together to build something reliable, secure, and smart.

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A new year brings a fresh opportunity to build consistency in how you learn and apply cloud skills. In this challenge, you’ll deploy applications using App Engine and Cloud Run Functions, work with Compute Engine instances, and manage data through Cloud Storage using both the console and CLI. You’ll also define fine-grained access with custom IAM roles, analyze logs, create alerts from logs-based metrics, and monitor workloads across multiple projects. Together, these labs help you begin the year by strengthening essential cloud operations skills and developing habits that support reliable, well-monitored applications.

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Over 80% of modern applications rely on event-driven architectures or real-time messaging to stay responsive at scale. In challenge, you’ll work with Pub/Sub to build event-driven systems, deploy workloads on Google Kubernetes Engine, manage authentication and dynamic secrets with Vault, and explore language processing using Cloud APIs. You’ll also build Flutter applications and work with Cloud Spanner, gaining hands-on experience across messaging, security, data, and application development.

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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!

Learn more

Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone.

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Hey there! You're invited to game on with Google Skills Arcade Trivia for January Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the January Trivia Week 4 badge!

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Setting goals is a big part of New Year resolutions—but sustaining a healthy work-life balance is what truly makes them stick. This challenge helps you organize your inbox, manage schedules, collaborate smoothly, and track work efficiently using Google Workspace tools. Start the year with better planning, clearer communication, and workflows that support productivity without burnout.

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Generative AI is quickly becoming a core part of modern cloud solutions. In this challenge, you’ll build applications using Gemini on Vertex AI for text embeddings, multimodal content generation, and text-to-image workflows, while also learning how to ingest data into BigQuery from Cloud Storage. You’ll then test your understanding through role-based Arcade quizzes designed for Workspace Administrators, Database Engineers, DevOps Engineers, and Digital Leaders—bringing together hands-on building and practical knowledge validation.

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Hey there! You're invited to game on with Google Skills Arcade Trivia for January Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the January Trivia Week 3 badge!

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Hey there! You're invited to game on with Google Skills Arcade Trivia for January Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the January Trivia Week 2 badge!

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Hey there! You're invited to game on with Google Skills Arcade Trivia for January Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the January Trivia Week 1 badge!

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Intelligent systems today process everything from scanned invoices to massive data lakes, all while powering apps that users expect to work instantly. Handling that complexity calls for advanced AI, strong governance, and dependable cloud architecture. In this challenge, you’ll extract insights from documents with Document AI, organize and manage distributed data using Dataplex, and secure sensitive information with Cloud KMS. You’ll also deploy containerized apps on Kubernetes Engine, build real-time backends with Firebase, create no-code chat apps with AppSheet, and monitor live activity through Streamlit. These labs show how modern cloud solutions combine intelligence and architecture to stay efficient, secure, and ready for anything.

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Organizations today rely on secure data controls, resilient network design, and AI-driven insights to operate confidently at scale. In this challenge, you’ll manage Vault policies and tokens, validate SQL Server workloads, and visualize security alerts using Google SecOps. You’ll also establish VPC-to-VPC and hybrid connectivity with NCC and steer global traffic with Cloud DNS geolocation policies. On the AI side, you’ll improve speech recognition accuracy and extract, analyze, and translate text using Cloud ML and Natural Language tools. These labs show how modern cloud systems stay protected, connected, and intelligent in an ever-evolving environment.

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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!

Learn more

Hey there! You're invited to game on with Google Skills Arcade Trivia for December Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the December Trivia Week 1 badge!

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Hey there! You're invited to game on with Google Skills Arcade Trivia for December Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the December Trivia Week 4 badge!

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Hey there! You're invited to game on with Google Skills Arcade Trivia for December Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the December Trivia Week 3 badge!

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Hey there! You're invited to game on with Google Skills Arcade Trivia for December Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the December Trivia Week 2 badge!

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Every day, millions of apps depend on fast data reads, stable networks, and reliable backend logic to keep users connected. Delivering that experience starts with strong development and foundational skills. In this challenge, you’ll level up through ACE App Dev labs, write to Firestore using Python and TypeScript, and build confidence with essential Linux commands. You’ll also strengthen your networking basics. These labs give you the core abilities every cloud developer needs—clean app logic, solid network understanding, and command-line fluency.

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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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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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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 使用資料庫遷移服務將 MySQL 資料遷移至 Cloud SQL 技能徽章入門課程,證明您具備下列技能: 使用「資料庫遷移服務」中各種可用的工作類型和連線選項, 將 MySQL 資料遷移至 Cloud SQL,以及在執行「資料庫遷移服務」工作時 遷移 MySQL 使用者資料。

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Over 90% of enterprises rely on APIs to accelerate innovation and streamline connectivity across systems. In this challenge, you’ll learn how Apigee X helps modernize, publish, and secure APIs—enabling seamless communication between applications and services. You’ll also explore Looker, Cloud SQL, and Database Migration Service to transform raw data into actionable insights and migrate workloads securely to the cloud. Together, these labs highlight how intelligent integration powers agility, scalability, and smarter decision-making in today’s digital ecosystem.

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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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完成使用 Document AI 大規模自動擷取資料課程,即可獲得入門級技能徽章。在本課程中,您將瞭解如何使用 Document AI 擷取、處理及提取資料。

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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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完成「開始使用 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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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 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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From code to cloud, automation drives reliable, repeatable deployment. With over 80% of enterprises adopting DevOps practices, this challenge will guide you through building and managing secure, scalable infrastructure on Google Cloud. You’ll create Artifact Registries for Go, Python, Maven, and more—managing dependencies securely—and deploy static sites using Nginx, Traefik, and Caddy V2 on Cloud Run. Then you will dive into into Terraform Essentials, where you’ll define cloud resources as code—from VPCs and firewall rules to Compute Engine and Cloud Storage—and safeguard configurations with Secret Manager. Together, these labs give you hands-on experience in automating deployments and strengthening cloud infrastructure from the ground up.

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Innovation today depends on how data, intelligence, and automation come together. With over 70% of organizations adopting cloud-native tools to accelerate development, this challenge will help you learn the technologies shaping that shift. In the first section, you’ll build dynamic dashboards in Looker, manage APIs through API Gateway, and design engaging Conversational Agents that make user interactions smarter and more intuitive. The second section focuses on bringing ideas to life at scale—deploying apps with Cloud Run and Compute Engine, streamlining workflows with Pub/Sub, managing artifacts efficiently, and adding real-time intelligence with tools like Speech-to-Textand Google Sheets charts. Together, these labs prepare you to create intelligent, connected systems that learn, respond, and scale effortlessly.

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Hey there! You're invited to game on with Google Skills Arcade Trivia for November Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the November Trivia Week 4 badge!

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Hey there! You're invited to game on with Google Skills Arcade Trivia for November Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the November Trivia Week 3 badge!

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Hey there! You're invited to game on with Google Skills Arcade Trivia for November Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the November Trivia Week 2 badge!

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Hey there! You're invited to game on with Google Skills Arcade Trivia for November Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the November Trivia Week 1 badge!

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完成 Looker 資料模型管理技能徽章中階課程,即可證明您具備下列技能:維護 LookML 專案的健全性、運用 SQL Runner 驗證資料、採用 LookML 最佳做法、改良查詢及 報表,並執行永久衍生資料表和快取政策。

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完成「為 Looker 資訊主頁和報表準備資料」技能徽章入門課程, 即可證明您具備下列技能:可篩選、排序和 pivot 資料、合併不同的 Looker 探索結果, 還能使用函式和運算子建構 Looker 資訊主頁和報表,取得資料分析結果和圖表。

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完成「在 Looker 建構 LookML 物件」技能徽章入門課程, 即可證明您具備下列技能: 建立新的維度和測量指標、檢視畫面和衍生資料表;根據需求設定測量指標篩選器和類型; 更新維度和測量指標; 建構及調整「探索」;將檢視表彙整至現有「探索」;以及配合業務需求決定要建立哪些 LookML 物件。

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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 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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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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Every minute, people upload more than 500 hours of video to YouTube, while apps worldwide handle millions of users at once. Managing that kind of demand requires powerful, scalable cloud solutions. In this challenge, you’ll store and serve media in Cloud Storage, deploy apps on Kubernetes Engine, and connect networks with VPC peering. You’ll also explore Cloud Functions, Cloud Run, IAM, and load balancing for secure, reliable systems—plus dive into Dataproc and Video Intelligence for smarter data insights. These labs show how today’s apps scale, stay secure, and keep delivering when demand never slows down!

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Modern applications rely on scalable infrastructure, secure identity management, and real-time monitoring to perform reliably. In this challenge, you’ll learn to configure Cloud Storage buckets for website hosting, deploy containers with Google Kubernetes Engine, and manage authentication and authorization with Vault. Explore Cloud Spanner for highly available databases, troubleshoot data models in Looker, and improve LookML projects for usability. You’ll also monitor logs, create alerts, and dive into Cloud Functions across Go, Node.js, .NET, and PHP to build responsive, secure, and scalable cloud applications.

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Nearly 1 in 3 people worldwide already use AI chatbots in their daily lives, and more than 90% of companies are exploring generative AI for work and learning. In this challenge, you’ll chat with bots that can talk about movies and music, and help you practise French, Spanish, Hindi, Mandarin, and Portuguese. You’ll also explore AI study partners designed for cloud roles like architect, engineer, and digital leader. These labs show how AI can make learning easier, more interactive, and a lot more fun.

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for October Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the October Trivia Week 4 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for October Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the October Trivia Week 3 badge!

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Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone.

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This Diwali, trade the fireworks for fun chats! Hang out with Arcade Chatbots to brush up on cloud skills, from Cloud Architect to Machine Learning, then race through football stadiums and Olympic events—sprints, BMX, swimming, you name it. Every chat is a little spark that makes learning feel festive, fun, and totally worth it!

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This Diwali, it’s not just lights—it’s your brain that gets to sparkle! Take on quizzes and challenges across cloud building blocks, firewalls, Compute Engine, Cloud Storage, Networking, and Identity & Access. Test your knowledge on roles like Cloud Digital Leader, DevOps Engineer, Cloud Developer, and Data Practitioner. Each question is a little spark, every correct answer lights up your skills!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for October Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the October Trivia Week 2 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for October Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the October Trivia Week 1 badge!

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Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone.

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Data complexity slows innovation, with studies showing that nearly 70% of organizations struggle to unify siloed data and apply AI effectively. This challenge takes you end-to-end—starting with solving data join pitfalls, building warehouses, and governing assets with Dataplex, then moving into automation with Document AI and hands-on generative AI. You’ll practice ingesting healthcare data, managing cloud storage, customizing AI models, and even building a chat app with the Gemini API—skills that reflect the real-world shift toward data-driven and AI-powered solutions.

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Data-driven decisions fuel growth, but research shows over 80% of enterprise workloads still juggle complex integrations across systems. These labs walk you through Cloud Spanner, Cloud SQL, Dataproc, and Dataflow—giving you hands-on practice in managing, processing, scaling data the way modern businesses do and a chance to earn an exclusive Google Cloud credential!

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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for September Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the September Trivia Week 4 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for September Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the September Trivia Week 3 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for September Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the September Trivia Week 2 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for September Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the September Trivia Week 1 badge!

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From containerization with Docker to scalable databases on Firebase, developer success starts with mastering the essentials. These labs guide you through core skills like container networking and volumes, static site hosting on Cloud Storage, database operations with Firestore in multiple languages, and Linux command-line basics—helping you strengthen the foundation every modern developer needs and earn an exclusive Google Cloud credential!

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Jot down new skills as you automate tasks, build smart tools, secure data, and sketch insights with Looker. In this challenge, you’ll learn to set up automation with Cloud Scheduler, create Gmail add-ons and chatbots, move apps into containers with GKE, and strengthen security with the Cloud Data Loss Prevention API and Security Command Center—wrapping it up by turning data into clear insights with Looker.

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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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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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只要修完「在 Google Cloud 設定應用程式開發環境」課程,就能獲得技能徽章。 在本課程中,您將學會如何使用以下技術的基本功能,建構和連結以儲存空間為中心的雲端基礎架構:Cloud Storage、Identity and Access Management、Cloud Functions 和 Pub/Sub。

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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 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 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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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「充實中繼資料及發掘 Lakehouse 資料」技能徽章課程,即可證明您具備 BigQuery、 Lakehouse 和 Knowledge Catalog 的相關技能。您會建立 Lakehouse 資料表,並充實中繼資料管理和資料表資料探索功能。

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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「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「在連結試算表中分析 BigQuery 資料」技能徽章,即可證明您能使用連結試算表,在 Google 試算表中存取、分析及共用數十億列的 BigQuery 資料,還能以圖表呈現。

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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 透過 Google Cloud Observability 監控及記錄系統狀態 技能徽章入門課程, 即可證明您具備下列技能:監控 Compute Engine 中的虛擬機器、 運用 Cloud Monitoring 監管多項專案、在 Cloud Functions 延伸應用監控和記錄功能、 建立和傳送自訂應用程式指標,以及根據自訂指標設定 Cloud Monitoring 快訊。

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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「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 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「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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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「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「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 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「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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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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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「開始使用 Looker」技能徽章課程,即可獲得技能徽章, 您將從中瞭解如何使用 Looker Studio 和 Looker 分析、呈現及整理資料。

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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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完成「在 Cloud Storage 建立串流資料湖泊」任務,即可獲得技能徽章。 本課程中,您將綜合運用 Pub/Sub、Dataflow 和 Cloud Storage, 在 Google Cloud 建立串流資料湖泊。

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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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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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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「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「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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At L&T Finance, speed matters. By moving to Google Workspace, their teams cut loan approvals from hours to just minutes—helping millions of people in rural India get faster access to funds. With Gmail, Calendar, Docs, and Meet, 14,500 employees now stay connected and work together more easily, no matter where they are. This challenge takes inspiration from that journey. You’ll get hands-on with the same tools—starting with Gmail and Calendar, learning how to manage users and apps in the Admin console, creating simple apps with AppSheet, and exploring cloud performance with Kubernetes and monitoring tools. It’s all about learning skills that make work easier, faster, and more impactful.

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Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone.

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Gemini for Google Workspace 是一項外掛程式,可讓使用者存取生成式 AI 功能。本課程使用影片、實作活動和練習範例,深入介紹 Google 雲端硬盤中的 Gemini 的功能。 課程結束後,您將具備 Google 雲端硬盤中的 Gemini 的知識及技能,可自信地運用這項工具提升工作流程的效率。

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Gemini 版 Google Workspace 是一項外掛程式,可讓使用者存取生成式 AI 功能。本課程會使用影片、實作活動和練習範例,深入介紹 Gemini 版 Google Meet 的功能。您會學到如何透過 Gemini 生成背景圖片、提升視訊品質及翻譯字幕。本課程結束後,您將具備 Gemini 版 Google Meet 的知識及技能,安心運用這項工具提高視訊會議的效率。

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安裝 Gemini 版 Google Workspace 外掛程式後,客戶就能在 Google Workspace 使用生成式 AI 功能。這堂迷你課程會介紹 Gemini 的主要功能,並說明如何在 Google 試算表善用這些功能,提高生產力和效率。

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Gemini 版 Google Workspace 是一項外掛程式,可讓客戶在 Google Workspace 使用生成式 AI 功能。這堂迷你課程會介紹 Gemini 的主要功能,並說明如何在 Google 簡報善用這些功能,提高生產力和效率。

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本課程將帶您認識 Google Vids,這是一款線上影片製作與編輯應用程式,僅提供部分 Google Workspace 使用者使用。完成本課程的教學與示範後,您將瞭解如何在工作場合製作出動人的影片。此外,本課程也將說明如何在影片中融入媒體、音訊與影像片段、自訂樣式,以及輕鬆分享作品。 部分 Vids 功能採用生成式 AI 技術,可協助您更有效率地完成工作。提醒您,Gemini 等生成式 AI 工具提供的資訊可能不正確或不適當。請勿將 Gemini 功能提供的資訊視為醫療、法律、財務或其他專業建議。也請留意,Gemini 功能提供的建議並不代表 Google 觀點,Google 對此概不負責。

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使用者將能透過 Gemini 版 Google Workspace 外掛程式運用生成式 AI 功能。本課程會使用影片、實作活動和練習範例,深入介紹 Gemini 版 Google 文件的功能。您將學到如何透過 Gemini 使用提示生成撰寫內容、編輯寫好的文字,以提升整體工作效率。本課程結束後,您將具備 Gemini 版 Google 文件的知識及技能,可自信地運用這項工具提升寫作品質。

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Gemini 版 Google Workspace 是一項外掛程式,可讓客戶在 Google Workspace 使用生成式 AI 功能。這堂迷你課程會介紹 Gemini 的主要功能,並說明如何在 Gmail 善用這些功能,提高生產力和效率。

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Get hands-on with building apps using Flutter, Dart, and AppSheet, and automate tasks with Document AI and Python. Learn to validate infrastructure with Terraform, monitor performance using Prometheus, and process data with Dataproc. You’ll also explore enterprise tools like Media CDN, Neo4j, and SAP integration while earning an exclusive Google Cloud Credential!

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Over 90% of enterprises now rely on APIs to accelerate innovation and deliver intelligent digital experiences. In this lab challenge, you'll build and deploy intelligent apps using Flutter, Java, and Kubernetes. Integrate speech and image recognition with Cloud ML APIs, streamline delivery with Jenkins on GKE, and manage access securely with Vault. You'll also automate infrastructure with Terraform and steer traffic using Cloud DNS. A hands-on path to smarter, scalable cloud solutions, and an exclusive Google Cloud Credential.

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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!

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Used by over 70% of DevOps teams globally, Terraform has become the go-to tool for provisioning and managing infrastructure as code. In this hands-on challenge, you'll use Terraform to automate the setup of Google Cloud resources—Firestore, Compute Engine, Cloud Storage, VPCs, and more. You'll also manage secure configurations with Service Accounts, Firewall Rules, and Secret Manager. Build a strong foundation for scalable, repeatable deployments and earn an exclusive Google Cloud Credential!.

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for August Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the August Trivia Week 4 badge!

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In this course you will learn how to use the new generative AI features in Dialogflow CX to create virtual agents that can have more natural and engaging conversations with customers. Discover how to deploy generative fallback responses to gracefully handle errors and omissions in customer conversations, deploy generators to increase intent coverage, and structure, ingest, and manage data in a data store. And explore how to deploy and maintain generative AI agents using your data, and deploy and maintain hybrid agents in combination with existing intent-based design paradigms.

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This course will equip you with the tools to develop complex conversational experiences in Dialogflow CX capable of identifying the user intent and routing it to the right self service flow.

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This course equips learners with the essential knowledge and practical tools to develop and implement artificial intelligence (AI) responsibly. Through an exploration of ethical considerations, best practices, and governance procedures, participants will gain an understanding of how to navigate the complex landscape of AI while upholding ethical standards and minimizing potential risks.

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準備開始使用 AI Hypercomputer 了嗎?這門課程可讓您快速上手!我們將介紹這個架構的基本概念,以及此架構如何幫助 AI 處理 AI 工作負載。您將瞭解 Hypercomputer 內的不同元件,例如 GPU、TPU 和 CPU,以及如何視需求選擇合適的部署方法。

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With Google Calendar, you can quickly schedule meetings and events and create tasks, so you always know what’s next. Google Calendar is designed for teams, so it’s easy to share your schedule with others and create multiple calendars that you and your team can use together. In this course, you’ll learn how to create and manage Google Calendar events. You will learn how to update an existing event, delete and restore events, and search your calendar. You will understand when to apply different event types such as tasks and appointment schedules. You will explore the Google Calendar settings that are available for you to customize Google Calendar to suit your way of working. During the course you will learn how to create additional calendars, share your calendars with others, and access other calendars in your organization.

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In this course we will introduce you to Google Sheets, Google’s cloud-based spreadsheet software, included with Google Workspace. With Google Sheets, you can create and edit spreadsheets directly in your web browser—no special software is required. Multiple people can work simultaneously, you can see people’s changes as they make them, and every change is saved automatically. You will learn how to open Google Sheets, create a blank spreadsheet, and create a spreadsheet from a template. You will add, import, sort, filter and format your data using Google Sheets and learn how to work across different file types. Formulas and functions allow you to make quick calculations and better use your data. We will look at creating a basic formula, using functions, and referencing data. You will also learn how to add a chart to your spreadsheet. Google Sheets spreadsheets are easy to share. We will look at the different ways you can share with others. We will also discuss how to track changes…

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In this course, we introduce you to Google Meet, Google’s video conference software included with Google Workspace. You learn how to create and manage video conference meetings using Google Meet. You explore different ways to open Google Meet and add people to a video conference. You also learn how to join meetings from different sources like calendar events or meeting links. We discuss how Google Meet can help you better communicate, exchange ideas, and share resources with your team wherever they are. You learn how to customize the Google Meet environment to fit your needs and how to effectively use chat messages during a video conference. You also explore different ways to share resources, such as by using calendar invites or attachments. You learn about using host controls in Google Meet to manage participants and utilize interactive moderation features. You also learn how to record and live stream video conferences.

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With Google Slides, you can create and present professional presentations for sales, projects, training modules, and much more. Google Slides presentations are stored safely in the cloud. You build presentations right in your web browser—no special software is required. Even better, multiple people can work on your slides at the same time, you can see people’s changes as they make them, and every change is automatically saved. You will learn how to open Google Slides, create a blank presentation, and create a presentation from a template. You will explore themes, layout options, and how to add and format content, and speaker notes in your presentations. You will learn how to enhance your slides by adding tables, images, charts, and more. You will also learn how to use slide transitions and object animations in your presentation for visual effects. We will discuss how to organize slides and explore some of the options, including duplicating and ordering your slides, importi…

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With Google Docs, your documents are stored in the cloud, and you can access them from any computer or device. You create and edit documents right in your web browser; no special software is required. Even better, multiple people can work at the same time, you can see people’s changes as they make them, and every change is saved automatically. In this course, you will learn how to open Google Docs, create and format a new document, and apply a template to a new document. You will learn how to enhance your documents using a table of contents, headers and footers, tables, drawings, images, and more. You will learn how to share your documents with others. We will discuss your sharing options and examine collaborator roles and permissions. You will learn how to manage versions of your documents. Google Docs allows you to work in real time with others on the same document. You will learn how to create and manage comments and action items in your documents. We will review a few of the G…

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Google Drive is Google’s cloud-based file storage service. Google Drive lets you keep all your work in one place, view different file formats without the need for additional software, and access your files from any device. In this course, you will learn how to navigate your Google Drive. You will learn how to upload files and folders and how to work across file types. You will also learn how you can easily view, arrange, organize, modify, and remove files in Google Drive. Google Drive includes shared drives. You can use shared drives to store, search, and access files with a team. You will learn how to create a new shared drive, add and manage members, and manage the shared drive content. Google Workspace is synonymous with collaboration and sharing. You will explore the sharing options available to you in Google Drive, and you will learn about the various collaborator roles and permissions that can be assigned. You’ll also explore ways to ensure consistency and save time…

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As organizations move their data and applications to the cloud, they must address a rapidly evolving landscape of security challenges. This course explores the foundations of cloud security, the value of Google Cloud’s secure-by-design infrastructure, and the defense-in-depth strategy, while highlighting how AI-driven operations and compliance tools help organizations meet strict global regulatory requirements. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Artificial intelligence (AI) and machine learning (ML) represent an important evolution in information technologies that are quickly transforming a wide range of industries. Innovating with Google Cloud Artificial Intelligence explores how organizations can use AI and ML to transform their business processes. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Organizations of all sizes are embracing the power and flexibility of the cloud to transform how they operate. However, managing and scaling cloud resources effectively can be a complex task. This course explores the fundamental concepts of modern operations, reliability, and resilience in the cloud, and how Google Cloud can help support these efforts. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Many traditional enterprises use legacy systems and apps that can't stay up-to-date with modern customer expectations. Business leaders often have to choose between maintaining their aging IT systems and investing in new products and services. This course explores these challenges and offers solutions to overcome them by using cloud technology. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for August Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the August Trivia Week 3 badge!

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Digital transformation is a critical journey for modern organizations, and establishing a strong baseline in cloud computing is the first step toward driving meaningful innovation. Digital Transformation with Google Cloud introduces the core technologies and strategic frameworks that help organizations modernize their operations. This course explores fundamental cloud concepts, global network infrastructure, and the shared responsibility model to help leaders navigate their path to the cloud with confidence. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Cloud technology is a powerful asset, and when paired with data, it becomes a catalyst for innovation and enhanced customer experiences. Exploring Data Transformation with Google Cloud examines how organizations can leverage the cloud to make their data more accessible, actionable, and valuable. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for August Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the August Trivia Week 2 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for August Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the August Trivia Week 1 badge!

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Cloud roles are evolving fast—and staying future-ready means knowing more than just code. According to industry reports, over 70% of cloud professionals now work across app development, data engineering, and network management. This challenge is designed to equip you with skills across all three. You'll build dynamic apps with Flutter and Node.js, work with modern data tools like Firestore, LookML, and Cloud SQL, and strengthen your networking fundamentals with Cloud NAT, HA-VPN, and Private Google Access. There’s even a hands-on intro to machine learning with TensorFlow. These are the skills that don’t just meet today’s demands—they prepare you for what’s next!

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What does better banking look like behind the scenes? Think smart apps that respond like humans, cloud tools that scale in seconds, and security that never sleeps. In this hands-on lab collection, you’ll explore the tech helping banks like Federal Bank deliver faster support, safer transactions, and smarter digital experiences. From AI-powered chatbots to cloud-secured networks, it’s a deep dive into how real innovation is reshaping the way we bank—one smart solution at a time.

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Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone.

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完成「在 Google Cloud 使用 TensorFlow 分類圖像」技能徽章中階課程, 瞭解如何使用 TensorFlow 和 Vertex AI 建立及訓練機器學習模型, 即可獲得技能徽章。在 Vertex AI Workbench 中,你主要會和使用者自行管理的筆記本 互動。

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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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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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the July Trivia Week 4 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the July Trivia Week 3 badge!

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Build reliable systems that can handle real-world demands. These labs focus on automated deployments, smart traffic management, and resilient architecture using GKE, Cloud Run, and Cloud Deploy. Finish strong and earn a Google Cloud credential that highlights your operational edge.

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Build and deploy modern apps the smart way. These labs walk you through containerization with Kubernetes, serverless with Cloud Run, and continuous delivery with Cloud Deploy. Learn to scale, secure, and automate—then earn a Google Cloud credential to show you’ve got it covered.

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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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「生成式 AI 應用程式:徹底改變工作方式」是 Generative AI Leader 學習路徑的第四門課程。本課程將介紹 Google 的生成式 AI 應用程式,例如 Gemini for Workspace 和NotebookLM,也會引導您瞭解各種概念,像是建立基準、檢索增強生成、建構有效的提示詞,以及打造自動化工作流程等。

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「生成式 AI:掌握幕後技術與環境」是 Generative AI Leader 學習路徑的第三門課程。生成式 AI 正在改變我們的工作方式,以及我們如何與周遭的世界互動。身為領導者,您要如何駕馭 AI 強大的功能,創造實際業務成果?在本課程中,您將認識建構生成式 AI 解決方案時的各個層面、Google Cloud 產品,以及選擇解決方案時應考量的因素。

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「生成式 AI: 瞭解基礎概念」是 Generative AI Leader 學習路徑的第二門課程。在本課程中,您將瞭解 AI、機器學習和生成式 AI 的差異,以及各種資料類型如何協助生成式 AI 解決業務難題,進而掌握生成式 AI 的基礎概念。您還能深入瞭解 Google Cloud 應對基礎 模型限制的策略,以及開發、部署安全且負責任的 AI 技術時面臨的主要挑戰。

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「生成式 AI:不只是聊天機器人」是 Generative AI Leader 學習路徑的第一門課程,沒有任何修課條件。本課程將帶您超越基本知識,進一步瞭解聊天機器人,探索如何在組織中充分發揮生成式 AI 的潛力。您將瞭解基礎模型和提示工程等概念,掌握善用生成式AI 的關鍵。本課程也會帶您瞭解擬定生成式 AI 策略時的多種重要考量,協助您為組織擬定出成功的策略。

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the July Trivia Week 2 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the July Trivia Week 1 badge!

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Every great app starts with a solid foundation—and that’s exactly what you’ll build here. Spin up VMs, deploy SQL Server, and move data with confidence. But it doesn't stop there. As threats loom and traffic spikes, you’ll step up—locking buckets, defending with Cloud Armor, and scanning for vulnerabilities. It’s your mission to launch fast, stay secure, and keep everything running smoothly—all while working towards an exclusive Google Cloud credential!

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Google runs over 4 billion containers each week—and now, you’ll learn how it’s done. Get started with containerization using Docker, deploy seamlessly on Kubernetes, and set up smart alerts to stay ahead of the unknown. Then, tune into your data: process massive workloads with Dataproc, sharpen your LookML skills, and explore machine learning with BigQuery, TensorFlow, and reinforcement learning. This level is where you will go ExtraSkillestrial!

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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「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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客戶能透過 Gemini 版 Google Workspace 外掛程式在 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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完成 透過 Vertex AI 建構及部署機器學習解決方案 課程,即可瞭解如何使用 Google Cloud 的 Vertex AI 平台、AutoML 和自訂訓練服務, 訓練、評估、調整、解釋及部署機器學習模型。 這個技能徽章課程適合專業數據資料學家和機器學習 工程師,完成即可取得中階技能徽章。技能 徽章是 Google Cloud 核發的獨家數位徽章, 用於肯定您在 Google Cloud 產品和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,就能獲得數位徽章, 並與親友分享。

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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具,可協助分析客戶資料及預測產品銷售情形。您也會學習如何在 BigQuery 中使用客戶資料識別、分類及開發新客戶。透過使用實作研究室,您可以體驗 Gemini 如何改良資料分析和機器學習工作流程。 Duet AI 已更名為 Gemini,這是我們的新一代模型。

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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具,可協助工程師透過 Google Cloud 管理基礎架構。您將學到如何透過提示讓 Gemini 尋找和瞭解應用程式記錄檔、建立 GKE 叢集,以及研究如何打造建構環境。在實作研究室中,您也會瞭解 Gemini 如何改良開發運作的工作流程。 Duet AI 已更名為 Gemini,是我們新一代的模型。

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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具,可協助網路工程師建立、更新及維護虛擬私有雲網路。您將瞭解如何透過提示讓 Gemini 為網路工作提供指引,獲得比搜尋結果更具體的資訊。在實作研究室中,您也會體驗到 Gemini 如何簡化 Google Cloud 虛擬私有雲網路的作業。 Duet AI 已更名為 Gemini,這是我們的新一代模型。

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本課程旨在說明 AI 的可解釋性和透明度概念、探討 AI 透明度對開發人員和工程師的重要性。課程中也會介紹實務方法和工具,有助於讓資料和 AI 模型透明且可解釋。

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這堂課程會介紹 AI 搜尋技術、工具和應用程式。主題涵蓋使用向量嵌入執行語意搜尋;結合語意和關鍵字做法的混合型搜尋機制;以及運用檢索增強生成 (RAG) 技術建構有基準的 AI 代理,盡可能減少 AI 幻覺。您可以實際使用 Vertex AI Vector Search,打造智慧型搜尋引擎。

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本課程涵蓋「AI 隱私權」和「AI 安全性」這兩個重要主題。我們將介紹實用的方法和工具,協助您運用 Google Cloud 產品和開放原始碼工具,導入 AI 隱私權和安全性的建議做法。

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本課程旨在說明負責任 AI 技術的概念和 AI 開發原則,同時介紹各項技術,在實務上找出公平性和偏誤,減少 AI/機器學習做法上的偏誤。我們也將探討實用方法和工具,透過 Google Cloud 產品和開放原始碼工具,導入負責任 AI 技術的最佳做法。

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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具,可協助您透過 Google Cloud 使用 Google 產品和服務,開發、測試、部署及管理應用程式。有了 Gemini 的協助,您會學到如何開發和建構網頁應用程式、修正應用程式中的錯誤、開發測試及查詢資料。在實作研究室中,您也會體驗到 Gemini 如何改良軟體開發生命週期 (SDLC)。 Duet AI 已更名為 Gemini,這是我們的新一代模型。

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人工智慧 (AI) 帶來轉型可能,但全新資安挑戰也隨著出現。本課程介紹資料安全和保護的策略,可幫助相關領域的領導者,在企業內部安全地管理 AI。您可以瞭解如何建立框架,主動辨別和減輕 AI 特有的風險、保護機密資料、確實法規遵循,並打造堅韌的 AI 基礎架構。我們提供四個不同產業的案例,帶您探索如何實際應用這些策略。

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本課程針對評估生成式和預測式 AI 模型,向機器學習從業人員介紹相關的基礎工具、技術和最佳做法。模型評估是機器學習的重要領域,確保這類系統能在正式環境中提供可靠、準確且成效優異的結果。 學員將深入瞭解多種評估指標與方法,以及適用於不同模型類型和工作的應用方式。此外,也會特別介紹生成式 AI 模型帶來的獨特難題,並提供有效的應對策略。透過 Google Cloud Vertex AI 平台,學員將瞭解在模型挑選、最佳化和持續監控方面,該如何導入穩健的評估程序。

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本課程會介紹 Vertex AI Studio。您可以運用這項工具和生成式 AI 模型互動、根據商業構想設計原型,並投入到正式環境。透過身歷其境的應用實例、有趣的課程及實作實驗室,您將能探索從提示到正式環境的生命週期,同時學習如何將 Vertex AI Studio 運用在多模態版 Gemini 應用程式、提示設計、提示工程和模型調整。這個課程的目標是讓您能運用 Vertex AI Studio,在專案中發揮生成式 AI 的潛能。

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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具,可協助您透過 Google Cloud 保護雲端環境和資源。您將學到如何將工作負載範例部署到 Google Cloud 中的環境,以及運用 Gemini 找出並修復安全性設定錯誤。在實作研究室中,您也會體驗到 Gemini 如何改良雲端安全防護機制。 Duet AI 已更名為 Gemini,這是我們的新一代模型。

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本課程說明如何使用深度學習來建立圖像說明生成模型。您將學習圖像說明生成模型的各個不同組成部分,例如編碼器和解碼器,以及如何訓練和評估模型。在本課程結束時,您將能建立自己的圖像說明生成模型,並使用模型產生圖像說明文字。

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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具,可協助管理員在 Google Cloud 佈建基礎架構。您將瞭解如何透過提示讓 Gemini 解釋基礎架構、部署 GKE 叢集,以及更新既有的基礎架構。在實作研究室中,您也會體驗到 Gemini 如何改良 GKE 的部署工作流程。 Duet AI 已更名為 Gemini,這是我們的新一代模型。

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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具,可協助開發人員透過 Google Cloud 建構應用程式。您將瞭解如何透過提示讓 Gemini 為您解釋程式碼內容、推薦 Google Cloud 服務,以及生成應用程式的程式碼。在實作研究室中,您也會體驗到 Gemini 如何改良應用程式的開發工作流程。 Duet AI 已更名為 Gemini,這是我們的新一代模型。

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這堂課程將說明變換器架構,以及基於變換器的雙向編碼器表示技術 (BERT) 模型,同時帶您瞭解變換器架構的主要組成 (如自我注意力機制) 和如何用架構建立 BERT 模型。此外,也會介紹 BERT 適用的各種任務,像是文字分類、問題回答和自然語言推論。課程預計約 45 分鐘。

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本課程概要說明解碼器與編碼器的架構,這種強大且常見的機器學習架構適用於序列對序列的任務,例如機器翻譯、文字摘要和回答問題。您將認識編碼器與解碼器架構的主要元件,並瞭解如何訓練及提供這些模型。在對應的研究室逐步操作說明中,您將學習如何從頭開始使用 TensorFlow 寫程式,導入簡單的編碼器與解碼器架構來產生詩詞。

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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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本課程將介紹注意力機制,說明這項強大技術如何讓類神經網路專注於輸入序列的特定部分。此外,也將解釋注意力的運作方式,以及如何使用注意力來提高各種機器學習任務的成效,包括機器翻譯、文字摘要和回答問題。

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隨著企業持續擴大使用人工智慧和機器學習,以負責任的方式發展相關技術也日益重要。對許多企業來說,談論負責任的 AI 技術可能不難,如何付諸實行才是真正的挑戰。如要瞭解如何在機構中導入負責任的 AI 技術,本課程絕對能助您一臂之力。 您可以從中瞭解 Google Cloud 目前採取的策略、最佳做法和經驗談,協助貴機構奠定良好基礎,實踐負責任的 AI 技術。

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本課程將介紹擴散模型,這是一種機器學習模型,近期在圖像生成領域展現亮眼潛力。概念源自物理學,尤其深受熱力學影響。過去幾年來,在學術界和業界都是炙手可熱的焦點。在 Google Cloud 中,擴散模型是許多先進圖像生成模型和工具的基礎。課程將介紹擴散模型背後的理論,並說明如何在 Vertex AI 上訓練和部署這些模型。

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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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完成「Gemini 和 Imagen 實務應用:建構 AI 應用程式」技能徽章入門課程,即可證明您具備下列技能:圖片辨識、自然語言處理、 使用 Google 強大的 Gemini 和 Imagen 模型生成圖片,以及在 Vertex AI 平台上部署應用程式。

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完成「在 Agent Platform 探索生成式 AI」技能徽章中階課程,即可證明自己具備下列技能: 可運用 Gemini API 生成文字、分析圖片和影片來強化內容創作能力,還能使用函式呼叫技巧。 本課程將帶您瞭解如何善用進階的 Gemini 技術、使用多模態內容生成功能,並提升 AI 專案的潛力。

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完成 使用 Gemini 多模態功能和多模態 RAG 檢查複合型文件 技能徽章中階課程,即可證明您具備下列技能: 透過 Gemini 多模態功能,使用多模態提示從文字和影像資料擷取資訊、生成影片說明,以及擷取影片以外的額外資訊; 透過 Gemini 的多模態檢索增強生成 (RAG) 功能,為含有文字和圖片的文件建構中繼資料、取得所有相關文字分塊,以及顯示引用資料。

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完成 使用 Gemini 和 Streamlit 開發生成式 AI 應用程式 技能徽章中階課程,即可證明您具備下列技能: 生成文字、透過 Python SDK 和 Gemini API 呼叫函式,以及運用 Cloud Run 部署 Streamlit 應用程式。 您將瞭解如何以不同方式透過提示請 Gemini 生成文字、使用 Cloud Shell 測試及疊代 Streamlit 應用程式,隨後封裝成 Docker 容器並在 Cloud Run 中部署。

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完成 在 Agent Platform 設計提示 技能徽章入門課程,即可證明您具備下列技能: 在 Agent Platform 設計提示、分析圖片,以及運用多模態模型生成內容。瞭解如何建立有效的提示、引導生成式 AI 輸出內容, 以及將 Gemini 模型用於實際的行銷情境。

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