本課程會說明 Gemini in BigQuery，這是一套由 AI 輔助的功能，可協助「從資料到 AI」的工作流程。這些功能包含資料探索和準備、程式碼生成和疑難排解，以及工作流程探索和視覺化。本課程將透過概念解說、應用實例和實作實驗室，協助資料從業人員提升工作效率，並加速開發 pipeline。
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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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Complete the intermediate Secure Software Delivery skill badge to demonstrate your proficiency in proactively integrating security into the software development lifecycle (SDLC) with DevSecOps principles. You'll learn how to utilize Google Kubernetes Engine (GKE) and Cloud Run for secure container image deployment, implement automated vulnerability scanning to proactively identify risks, and streamline application development with Artifact Registry while maintaining a focus on security. Additionally, you'll gain skills in integrating Cloud Build for robust development processes and implementing Admission Control Policies for fine-grained control over your environment.
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完成「在 Vertex AI 使用 Gemini API 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 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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完成運用 Gemini 分析多模態資料並推論技能徽章中階課程，即可證明自己具備下列技能：使用 Gemini 2.0 Flash 分析文字、圖像、音訊 (以樂譜呈現) 和影片資料；以及依據這類複合型資訊，推導出結論及擷取洞察結果。 「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 這個課程和結業評量挑戰實驗室之後，即可取得技能徽章 並與他人分享。
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完成強化 Gemini 模型功能技能徽章中階課程，即可證明自己具備下列技能：運用 Gemini 模型的進階功能 (包括生成及執行程式碼、建立基準、生成受控內容、建立合成資料等)，打造更強大且精密的 AI 應用程式。 「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 這個課程和結業評量挑戰實驗室之後，即可取得技能徽章 並與他人分享。
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Machine Learning is one of the most innovative fields in technology, and the Google Cloud Platform has been instrumental in furthering its development. With a host of APIs, Google Cloud has a tool for just about any machine learning job. In this advanced-level course, you will get hands-on practice with machine learning at scale and how to employ the advanced ML infrastructure available on Google Cloud.
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Earn the introductory skill badge by completing the Automate Data Capture at Scale with Document AI course. In this course, you learn how to extract, process, and capture data using Document AI.
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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 Dataproc 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「Cloud Speech API：3 種應用」課程，瞭解如何使用語音相關 API 工具合成及轉錄語音， 即可獲得入門級技能徽章。
完成 在 Vertex AI 設計提示 技能徽章入門課程，即可證明您具備下列技能： 在 Vertex AI 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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Hey there! You're invited to game on with the 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 the 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. Be one of the first 20 people to complete the challenge and earn a 100% discount voucher for your next Google Cloud Digital Leader Examination. Welcome!
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完成 雲端架構：設計、實作與管理 課程即可獲得 技能徽章，證明您具備下列技能： 使用 Apache 網路伺服器部署可公開存取的網站、使用開機指令碼設定 Compute Engine VM、 使用 Windows 防禦主機和防火牆規則設定安全的 RDP、建構 Docker 映像檔並部署至 Kubernetes 叢集，然後進行更新，以及建立 Cloud SQL 執行個體並匯入 MySQL 資料庫。 這個技能徽章課程是絕佳的 資源，可讓您瞭解Google Cloud 認證專業雲端架構師認證測驗涵蓋的主題。 「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 本課程及結業評量挑戰研究室，即可獲得技能徽章 並與親友分享。
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Hey there! You're invited to game on with the 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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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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Earn a skill badge by completing the Using the Google Cloud Speech API skill badge course, where you learn how create a Speech-to-Text API request, transcribe audio speech to text, and transcribe speech.
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Complete the introductory Use APIs to Work with Cloud Storage skill badge to demonstrate skills in the following: using APIs to work with Cloud Storage resources, including the Cloud Storage API.
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Complete the introductory Secure BigLake Data skill badge course to demonstrate skills with IAM, BigQuery, BigLake, and Data Catalog within Dataplex to create and secure BigLake tables.
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Earn a skill badge by completing the Get Started with Cloud Storage skill badge course, where you learn how to create a Cloud Storage bucket, how to use the Cloud Storage command line, and how to use Bucket Lock to protect objects in a bucket.
Earn a Introductory skill badge by completing the Cloud Run functions: 3 Ways course, where you learn how to use Cloud Run functions through the Google Cloud console and on the command line.
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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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From creating and optimizing ML models using BigQuery ML, deploying advanced chatbots with Dialogflow CX, to developing no-code chat apps using AppSheet, explore a series of challenges designed to enhance your Google Cloud skills and earn an exclusive Google Cloud Credential!
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Earn a skill badge by completing the App Engine`:` 3 ways course, where you learn how to use App Engine with Python, Go, and PHP.
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Earn an exclusive Google Cloud Credential by gaining practical experience in app development and deployment on the Google Cloud Platform. Learn to build, manage, and scale applications while setting up development environments, storing data, and deploying apps. Perfect for you, even if you are new to the cloud!
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Hey there! You're invited to game on with the 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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Earn an exclusive Google Cloud Credential by gaining hands-on experience with Google Cloud Functions. Learn to create and deploy serverless functions across various programming languages, including Node.js, .NET, PHP, Ruby, and Python. Ideal for everyone, even if you are new to the cloud!
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Hey there! You're invited to game on with the 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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Sports are captivating, intense, and fast-paced—and with the latest technology, they’re better than ever. Start your run in the Arcade-athon and earn an exclusive Google Cloud Credential by gaining hands-on experience with Google Cloud's powerful tools and techniques that are transforming your favorite sports!
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Hey there! You're invited to game on with the 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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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 the 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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Organizations of all sizes are embracing the power and flexibility of the cloud to transform how they operate. However, managing and scaling cloud resources effectively can be a complex task.
Scaling with Google Cloud Operations explores the fundamental concepts of modern operations, reliability, and resilience in the cloud, and how Google Cloud can help support these efforts.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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As organizations move their data and applications to the cloud, they must address new security challenges. The Trust and Security with Google Cloud course explores the basics of cloud security, the value of Google Cloud's multilayered approach to infrastructure security, and how Google earns and maintains customer trust in the cloud.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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Many traditional enterprises use legacy systems and applications that can't stay up-to-date with modern customer expectations. Business leaders often have to choose between maintaining their aging IT systems or investing in new products and services. "Modernize Infrastructure and Applications with Google Cloud" explores these challenges and offers solutions to overcome them by using cloud technology.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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Artificial intelligence (AI) and machine learning (ML) represent an important evolution in information technologies that are quickly transforming a wide range of industries. “Innovating with Google Cloud Artificial Intelligence” explores how organizations can use AI and ML to transform their business processes.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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Cloud technology can bring great value to an organization, and combining the power of cloud technology with data has the potential to unlock even more value and create new customer experiences.
“Exploring Data Transformation with Google Cloud” explores the value data can bring to an organization and ways Google Cloud can make data useful and accessible.
Part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.
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There's much excitement about cloud technology and digital transformation, but often many unanswered questions.
For example: What is cloud technology? What does digital transformation mean? How can cloud technology help your organization? Where do you even begin?
If you've asked yourself any of these questions, you're in the right place. This course provides an overview of the types of opportunities and challenges that companies often encounter in their digital transformation journey. If you want to learn about cloud technology so you can excel in your role and help build the future of your business, then this introductory course on digital transformation is for you. This course is part of the Cloud Digital Leader learning path.
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完成「開始使用 API Gateway」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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Earn a skill badge by completing the App Building with AppSheet course, where you learn how to build, configure, and publish apps using AppSheet.
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Earn a skill badge by completing the Get Started with Looker skill badge course, where you learn how to analyze, visualize, and curate data using Looker Studio and Looker.
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Complete the Analyze BigQuery Data in Connected Sheets skill badge to demonstrate that you can use Connected Sheets to access, analyze, visualize, and share billions of rows of BigQuery data from your Google Sheets spreadsheet.
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完成 在 Google 試算表使用函式、 公式及圖表 任務，即可獲得技能徽章。這項中級任務說明如何運用函式分析資料， 並以圖表呈現。您會學到如何搜尋、 驗證、呈現資料，以及如何設定資料的格式。「技能徽章」是 Google Cloud 核發的 獨家數位徽章，用於肯定您對於 Google Cloud 產品與服務的精通程度。 獲得技能徽章代表您已通過測驗，能在互動式實作環境 應用相關知識。完成技能徽章任務和結業評量挑戰實驗室之後， 即可取得數位徽章並與他人分享。
Complete the introductory Monitor and Manage Google Cloud Resources skill badge to demonstrate skills in the following: granting and revoking IAM permissions; installing monitoring and logging agents; creating, deploying, and testing an event-driven Cloud Run function.
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Cloud Storage, Cloud Functions, and Cloud Pub/Sub are all Google Cloud Platform services that can be used to store, process, and manage data. All three services can be used together to create a variety of data-driven applications. In this skill badge you use Cloud Storage to store images, Cloud Functions to process the images, and Cloud Pub/Sub to send the images to another application.
Earn the advanced skill badge by completing the Use Machine Learning APIs on Google Cloud course, where you learn the basic features for the following machine learning and AI technologies: Cloud Vision API, Cloud Translation API, and Cloud Natural Language API.
開發人員的負責任 AI 技術：隱私權與安全性
Earned Oct 14, 2025 EDT
在 BigQuery 使用 Gemini 模型
Earned Oct 14, 2025 EDT
透過 Gemini in BigQuery 提升工作效率
Earned Oct 14, 2025 EDT
使用 Gemini：數據資料學家和分析師
Earned Oct 13, 2025 EDT
Secure Software Delivery
Earned Oct 13, 2025 EDT
在 Vertex AI 使用 Gemini API 探索生成式 AI
Earned Oct 13, 2025 EDT
使用 Gemini 和 Streamlit 開發生成式 AI 應用程式
Earned Oct 13, 2025 EDT
運用 Gemini 分析多模態資料並推論
Earned Oct 12, 2025 EDT
強化 Gemini 模型功能
Earned Oct 12, 2025 EDT
Advanced ML: ML Infrastructure
Earned Oct 12, 2025 EDT
Automate Data Capture at Scale with Document AI
Earned Oct 12, 2025 EDT
在 Google Cloud 為機器學習 API 準備資料
Earned Oct 11, 2025 EDT
Cloud Speech API：3 種應用
Earned Oct 11, 2025 EDT
使用 Gemini 多模態功能和多模態 RAG 檢查複合型文件
Earned Oct 8, 2025 EDT
在 Vertex AI 設計提示
Earned Oct 8, 2025 EDT
The Arcade Trivia October 2024 Week 2
Earned Oct 18, 2024 EDT
The Arcade Trivia October 2024 Week 1
Earned Oct 17, 2024 EDT
The Arcade Certification Zone October 2024
Earned Oct 16, 2024 EDT
雲端架構：設計、實作與管理
Earned Sep 17, 2024 EDT
The Arcade Trivia September 2024 Week 1
Earned Sep 5, 2024 EDT
建構適用於 AWS 專家的 Google Cloud 基礎架構
Earned Sep 2, 2024 EDT
Using the Google Cloud Speech API
Earned Aug 30, 2024 EDT
Use APIs to Work with Cloud Storage
Earned Aug 29, 2024 EDT
Secure BigLake Data
Earned Aug 29, 2024 EDT
Get Started with Cloud Storage
Earned Aug 29, 2024 EDT
開始使用 Pub/Sub
Earned Aug 29, 2024 EDT
Cloud Run Functions: 3 Ways
Earned Aug 29, 2024 EDT
Gemini 和 Imagen 實務應用：建構 AI 應用程式
Earned Aug 28, 2024 EDT
Level 2: Machine Learning and AI Skills
Earned Aug 28, 2024 EDT
App Engine: 3 Ways
Earned Aug 27, 2024 EDT
Level 1: Application Development and Deployment
Earned Aug 27, 2024 EDT
The Arcade Trivia August 2024 Week 4
Earned Aug 27, 2024 EDT
Level 3: Google Cloud Functions
Earned Aug 25, 2024 EDT
The Arcade Trivia August 2024 Week 3
Earned Aug 24, 2024 EDT
The Arcade-athon
Earned Aug 23, 2024 EDT
The Arcade Trivia August 2024 Week 2
Earned Aug 14, 2024 EDT
The Arcade Base Camp August 2024
Earned Aug 12, 2024 EDT
The Arcade Trivia August 2024 Week 1
Earned Aug 11, 2024 EDT
Scaling with Google Cloud Operations
Earned Aug 3, 2024 EDT
Trust and Security with Google Cloud
Earned Aug 3, 2024 EDT
Modernize Infrastructure and Applications with Google Cloud
Earned Aug 3, 2024 EDT
Innovating with Google Cloud Artificial Intelligence
Earned Aug 3, 2024 EDT
Exploring Data Transformation with Google Cloud
Earned Aug 3, 2024 EDT
Digital Transformation with Google Cloud
Earned Aug 2, 2024 EDT
開始使用 API Gateway
Earned Jul 31, 2024 EDT
App Building with AppSheet
Earned Jul 30, 2024 EDT
Get Started with Looker
Earned Jul 29, 2024 EDT
Analyze BigQuery Data in Connected Sheets
Earned Jul 29, 2024 EDT
在 Google 試算表使用函式、公式及圖表
Earned Jul 27, 2024 EDT
在 Cloud Storage 建立安全的資料湖泊
Earned Jul 26, 2024 EDT
Monitor and Manage Google Cloud Resources
Earned Jul 26, 2024 EDT
Store, Process, and Manage Data on Google Cloud - Command Line
Earned Jul 26, 2024 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台
Earned Jul 26, 2024 EDT
從 BigQuery 資料取得深入分析結果
Earned Jul 26, 2024 EDT
Use Machine Learning APIs on Google Cloud
Earned Jul 25, 2024 EDT
建立 Google Cloud 網路
Earned Jul 25, 2024 EDT
在 Google Cloud 部署 Kubernetes 應用程式
Earned Jul 25, 2024 EDT
以串流方式將分析資料傳入 BigQuery
Earned Jul 25, 2024 EDT
在 Google Cloud 實作 DevOps 工作流程
Earned Jul 25, 2024 EDT
在 Google Cloud 設定應用程式開發環境
Earned Jul 24, 2024 EDT
在 Compute Engine 實作負載平衡功能
Earned Jul 23, 2024 EDT