在 Google Cloud 儲存、處理與管理資料 - 指令列
Earned Mar 17, 2025 EDT
Skills Boost Arcade Trivia March 2025 Week 2
Earned Mar 13, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台
Earned Mar 1, 2025 EST
使用 Cloud Run 函式建構無伺服器應用程式
Earned Feb 27, 2025 EST
開始使用 Cloud Storage
Earned Feb 26, 2025 EST
開始使用 Pub/Sub
Earned Feb 26, 2025 EST
Google Cloud: Prompt Engineering Guide
Earned Feb 26, 2025 EST
開始使用 Dataplex
Earned Feb 25, 2025 EST
在 Cloud Storage 建立安全的資料湖泊
Earned Feb 25, 2025 EST
Data Lake Modernization on Google Cloud: Cloud Composer
Earned Feb 21, 2025 EST
Level 1: App Dev and Deployment
Earned Feb 12, 2025 EST
在 Cloud Storage 建立串流資料湖泊
Earned Feb 11, 2025 EST
在 Google Cloud 實作 Cloud 安全防護措施：基礎知識
Earned Feb 6, 2025 EST
Level 3: Building Blocks
Earned Feb 5, 2025 EST
Skills Boost Arcade Trivia February 2025 Week 1
Earned Feb 4, 2025 EST
Skills Boost Arcade Base Camp February 2025
Earned Feb 4, 2025 EST
基本概念：基礎架構
Earned Jan 18, 2025 EST
Google Cloud 的 AI 和機器學習服務簡介
Earned Jan 14, 2025 EST
Level 3: Arcade Heroes
Earned Jan 14, 2025 EST
The Arcade Base Camp January 2025
Earned Jan 12, 2025 EST
Level 1: Cloud Infrastructure and Data
Earned Dec 25, 2024 EST
Level 3: BigQuery and Firebase
Earned Dec 17, 2024 EST
The Arcade Certification Zone December 2024
Earned Dec 16, 2024 EST
大型語言模型簡介
Earned Dec 10, 2024 EST
Google Cloud 中的資料工程簡介
Earned Dec 10, 2024 EST
從 BigQuery 資料取得深入分析結果
Earned Dec 7, 2024 EST
Vertex AI Studio 簡介
Earned Dec 6, 2024 EST
The Arcade Base Camp December 2024
Earned Dec 6, 2024 EST
Serverless Data Processing with Dataflow: Foundations
Earned Dec 4, 2024 EST
圖像生成簡介
Earned Dec 3, 2024 EST
生成式 AI 簡介
Earned Dec 2, 2024 EST
為 Looker 資訊主頁和報表準備資料
Earned Nov 29, 2024 EST
[DEPRECATED] Basic Performance Measurement
Earned Nov 22, 2024 EST
Preparing for your Professional Data Engineer Journey
Earned Oct 25, 2024 EDT
This course is for developers interested in learning how to use TPUs for inference—from architecture to deployment, and how to solve common implementation challenges.
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This course introduces the Cloud Run serverless platform for running applications.
In this course, you learn about the fundamentals of Cloud Run, its resource model and the container lifecycle.
You learn about service identities, how to control access to services, and how to develop and test your
application locally before deploying it to Cloud Run. The course also teaches you how to integrate
with other services on Google Cloud so you can build full-featured applications.
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Welcome to Observability in Google Cloud, the second part of a two-part course series. It is suggested that you complete part 1, Logging and Monitoring in Google Cloud, prior to taking this course.
This course is all about application performance management tools, including Error Reporting, Cloud Trace, and Cloud Profiler.
In this course, you learn to analyze and choose the right database for your needs, to effectively develop applications on Google Cloud. You explore relational and NoSQL databases, dive into Cloud SQL, AlloyDB, and Spanner, and learn how to align database strengths with your application requirements, including those of generative AI. Gain hands-on experience configuring Vector Search and migrating applications to the cloud.
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這堂隨選密集課程會向參加人員說明 Google Cloud 提供的全方位彈性基礎架構和平台服務，並將重點放在 Compute Engine。這堂課程結合了視訊講座、示範和實作研究室，可讓參加人員探索及部署解決方案元素，例如網路、系統和應用程式服務等基礎架構元件。另外，這堂課也會介紹如何部署實用的解決方案，包括客戶提供的加密金鑰、安全性和存取權管理機制、配額與帳單，以及資源監控功能。
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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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這堂隨選密集課程會向參加人員說明 Google Cloud 提供的全方位彈性基礎架構和平台服務，尤其側重於 Compute Engine。這堂課程結合了視訊講座、示範和實作研究室，可讓參加人員探索及部署解決方案元素，例如網路、虛擬機器和應用程式服務等基礎架構元件。您會瞭解如何透過控制台和 Cloud Shell 使用 Google Cloud。另外，您也能瞭解雲端架構師的職責、基礎架構設計方法，以及具備虛擬私有雲 (VPC)、專案、網路、子網路、IP 位址、路徑和防火牆規則的虛擬網路設定。
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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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This course explores the benefits of using Vertex AI Feature Store, how to improve the accuracy of ML models, and how to find which data columns make the most useful features. This course also includes content and labs on feature engineering using BigQuery ML, Keras, and TensorFlow.
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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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Specifically designed for healthcare professionals, this course demystifies generative AI, the latest breakthrough in artificial intelligence, and the large language models (LLMs) that drive it. Discover real-world applications of generative AI in healthcare settings and master the art of crafting effective prompts tailored to your goals.
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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 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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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!
This is the third of five courses in the Google Cloud Data Analytics Certificate. In this course, you’ll begin by getting an overview of the data journey, from collection to insights. You’ll then learn how to use SQL to transform raw data into a usable format. Next, you’ll learn how to transform high volumes of data with a data pipeline. Finally, you’ll gain experience applying transformation strategies to real data sets to solve business needs.
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This course helps you structure your preparation for the Associate Cloud Engineer exam. You will learn about the Google Cloud domains covered by the exam and how to create a study plan to improve your domain knowledge.
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Cloud Healthcare API bridges the gap between care systems and applications built on Google Cloud. By supporting standards-based data formats and protocols of existing healthcare technologies, Cloud Healthcare API connects your data to advanced Google Cloud capabilities, including streaming data processing with Cloud Dataflow, scalable analytics with BigQuery, and machine learning with Cloud Machine Learning Engine. In this Quest you will use the Cloud Healthcare API to ingest and process data in the industry standard FHIR, HL7v2 and DICOM formats, train a TensorFlow model for prediction with FHIR data, and also gain practice with de-identification of datasets.
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Migration from MySQL to Cloud Spanner using Dataflow that includes sample mock data and all necessary steps with initial assessment to validation including taking care of migrating users and grants.
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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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In this quest you will get hands-on experience writing infrastructure as code with Terraform.
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「Google Cloud 基礎知識：核心基礎架構」介紹了在使用 Google Cloud 時會遇到的重要概念和術語。本課程會透過影片和實作實驗室，介紹並比較 Google Cloud 的多種運算和儲存服務，同時提供重要的資源和政策管理工具。
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Kubernetes 是最受歡迎的容器自動化調度管理系統，Google Kubernetes Engine 則專門支援 Google Cloud 中的 代管 Kubernetes 部署項目。這門進階課程將帶您實際練習設定 Docker 映像檔和容器，並部署完整的 Kubernetes Engine 應用程式。 您會學到如何將容器自動化調度管理機制， 整合到自己的工作流程，這些技巧相當實用。 想透過實作挑戰實驗室展現 技能、驗收學習成果嗎？本課程結束後，再完成 在 Google Cloud 部署 Kubernetes 應用程式課程 結尾的挑戰實驗室，即可獲得專屬 Google Cloud 數位徽章。
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In this quest, you will get hands-on experience with LookML in Looker. You will learn how to write LookML code to create new dimensions and measures, create derived tables and join them to Explores, filter Explores, and define caching policies in LookML.
This course is an introduction to Vertex AI Notebooks, which are Jupyter notebook-based environments that provide a unified platform for the entire machine learning workflow, from data preparation to model deployment and monitoring. The course covers the following topics: (1) The different types of Vertex AI Notebooks and their features and (2) How to create and manage Vertex AI Notebooks.
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This course empowers you to develop scalable, performant LookML (Looker Modeling Language) models that provide your business users with the standardized, ready-to-use data that they need to answer their questions. Upon completing this course, you will be able to start building and maintaining LookML models to curate and manage data in your organization’s Looker instance.
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This course provides an introduction to Looker Studio’s powerful features for data visualization and reporting. Learn to transform raw data into insightful reports by mastering various visualization options, connecting to diverse data sources, and implementing interactive controls such as filters. Explore data blending techniques to combine information from multiple sources and unlock deeper insights. Through hands-on exercises you'll gain the skills to create compelling, dynamic reports that effectively communicate data-driven stories.
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In this course, you learn how to do the kind of data exploration and analysis in Looker that would formerly be done primarily by SQL developers or analysts. Upon completion of this course, you will be able to leverage Looker's modern analytics platform to find and explore relevant content in your organization’s Looker instance, ask questions of your data, create new metrics as needed, and build and share visualizations and dashboards to facilitate data-driven decision making.
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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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這是 Google Cloud Data Analytics 專業證書五堂課程中的第五堂。在本課程中，您將結合第一到第四堂課程的基礎知識和技能，並活用所學，透過專題實作呈現完整的資料生命週期。您將練習使用雲端式工具，有效率地取得、儲存、處理、分析資料，並以圖表呈現及傳達資料洞察結果。本課程結束後，您將完成一項專案，證明自己精通於有效整理多個來源的資料、向不同相關人士說明解決方案，以及運用雲端式軟體將資料洞察結果以圖表呈現。此外，您還會更新履歷，並練習面試技巧，為應徵和面試做好準備。
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這是 Google Cloud Data Analytics 專業證書五堂課程中的第四堂。本課程著重於培養雲端資料圖表製作的技能，共分五個主要階段：敘事、規劃、探索資料、建立圖表，以及與他人分享資料。您還會實際使用 UI/UX 技能，繪製具說服力的雲端原生圖表線框稿，並運用雲端原生資料圖表工具探索資料集、建立報表和資訊主頁，推動決策並促進協作。
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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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In this introductory course, you'll learn how Looker can help you explore, analyze, and visualize your data to drive better decisions. Through a combination of video lectures and demos, you'll discover how to connect to various data sources, build interactive dashboards, and perform effective data analysis. Whether you're a data analyst, BI analyst, data scientist or business user, this course will equip you with the foundational knowledge to start using Looker effectively, regardless of your background.
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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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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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完成「運用 BigQuery ML 建立機器學習模型」技能徽章中階課程，即可證明您具備下列技能： 可使用 BigQuery ML 建立及評估機器學習模型，並根據資料進行預測。
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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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This course is designed for data analysts who want to learn about using BigQuery for their data analysis needs. Through a combination of videos, labs, and demos, we cover various topics that discuss how to ingest, transform, and query your data in BigQuery to derive insights that can help in business decision making.
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Google Cloud 資料分析專業證書課程共有五堂課程，這是第三堂。本課程會先簡要說明資料歷程，從最初的資料收集，一直到最後的洞察分析。接著，您將依序學習如何使用 SQL 將原始資料轉換為可用的格式、怎麼透過資料管道轉換大量資料。最後，您將練習如何將轉換策略應用於實際資料集，滿足業務需求。
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這是 Google Cloud 資料分析專業證書五堂課程中的第二堂。本課程將帶您瞭解資料的結構化和組織方式。您將透過實作，瞭解資料湖倉架構和 BigQuery、Google Cloud Storage 與 DataProc 等雲端元件，有效率地儲存、分析及處理大型資料集。
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這是 Google Cloud 資料分析專業證書五堂課程中的第一堂。在本課程中，您將瞭解雲端資料分析領域的定義，並說明雲端資料分析師在資料擷取、儲存、處理和視覺化方面的角色與職責。您將瞭解 BigQuery 和 Cloud Storage 等 Google Cloud 工具的架構，以及如何運用這些工具有效組織、呈現及彙整資料。
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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.
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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這堂初級課程將介紹 Google Cloud 的資料分析工作流程，以及用於探索、分析資料並以圖表呈現的工具。您也能學會如何與相關人員分享自己的發現結果。本課程包含個案研究、實作實驗室、講座、測驗和示範，實際展示如何將原始資料集轉化為清晰的資料，進而呈現出能發揮成效的圖表和資訊主頁。無論您是資料領域從業人員、想瞭解如何透過 Google Cloud 取得成功，或有意在職涯中更上一層樓，本課程都能協助您踏出第一步。絕大多數在工作上執行或運用資料分析的學員，都能從本課程受益。
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本入門課程有別於其他課程。 透過這些實驗室，IT 專業人員將有機會實際練習， 熟悉出現在 Google Cloud 助理雲端工程師認證中的主題和服務。本課程包含多個專門的實驗室，從 IAM、網路建立 到 Kubernetes Engine 部署作業， 可全面驗收您的 Google Cloud 知識。請注意，雖然進行這些 實驗室可提升您的技能和能力，但仍建議同時詳閱 測驗指南和其他可用的準備資源。
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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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大數據、機器學習和人工智慧 (AI) 是時下熱門的 電腦相關話題，但這些領域相當專業，就算想要入門 也難以取得教材或資料。幸好，Google Cloud 提供了此領域的多種服務，而且容易使用。 參加這堂入門課程，您就能踏出第一步， 開始學習運用 BigQuery、Cloud Speech API 以及 Video Intelligence 等工具。
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本課程提供 Cloud Data Fusion 的實作練習。這是一款雲端原生、 無程式碼的資料整合平台。ETL 開發人員、資料工程師和分析師 可運用預先建立的轉換和連接器， 輕鬆建構及部署管道，不必擔心編寫程式碼。本課程會以快速入門實驗室拉開序幕， 讓學員熟悉 Cloud Data Fusion UI，接著嘗試執行批次和即時管道， 以及使用內建 Wrangler 外掛程式， 對資料執行有趣的轉換。
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完成「使用 Dataplex 建構資料網格」技能徽章入門課程，即可證明您具備下列技能：使用 Dataplex 建構資料網格， 以利在 Google Cloud 維護資料安全性，並協助治理和探索資料。您將練習並測試自己的技能，包括在 Dataplex 為資產加上標記、指派 IAM 角色，以及評估資料品質。
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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.
歡迎參加「開始使用 Google Kubernetes Engine」課程。Kubernetes 是位於應用程式和硬體基礎架構之間的軟體層。如果您對這項技術感興趣，這堂課程可以滿足您的需求。有了 Google Kubernetes Engine，您就能在 Google Cloud 中以代管服務的形式使用 Kubernetes。
本課程的目標在於介紹 Google Kubernetes Engine (常簡稱為 GKE) 的基本概念，以及如何將應用程式容器化，以便在 Google Cloud 中執行。課程首先會初步介紹 Google Cloud，隨後簡介容器、Kubernetes、Kubernetes 架構和 Kubernetes 作業。
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本課程最適合從事科技或金融職務， 且負責管理 Google Cloud 費用的人士修習。您將學習如何設定帳單帳戶、 整理資源及管理帳單存取權限。 在實作實驗室，您會瞭解如何查看帳單、從帳單報表追蹤 Google Cloud 費用、 使用 BigQuery 或 Google 試算表分析帳單資料， 以及使用 Looker Studio 建立自訂的帳單資訊主頁。如需影片提及的參考資源連結， 請參閱其他資源文件。
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In this course you will get hands-on in order to work through real-world challenges faced when building streaming data pipelines. The primary focus is on managing continuous, unbounded data with Google Cloud products.
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In this intermediate course, you will learn to design, build, and optimize robust batch data pipelines on Google Cloud. Moving beyond fundamental data handling, you will explore large-scale data transformations and efficient workflow orchestration, essential for timely business intelligence and critical reporting.
Get hands-on practice using Dataflow for Apache Beam and Serverless for Apache Spark (Dataproc Serverless) for implementation, and tackle crucial considerations for data quality, monitoring, and alerting to ensure pipeline reliability and operational excellence. A basic knowledge of data warehousing, ETL/ELT, SQL, Python, and Google Cloud concepts is recommended.
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完成使用 BigQuery ML 為預測模型進行資料工程技能徽章中階課程， 即可證明自己具備下列知識與技能：運用 Dataprep by Trifacta 建構連至 BigQuery 的資料轉換 pipeline； 使用 Cloud Storage、Dataflow 和 BigQuery 建構「擷取、轉換及載入」(ETL) 工作負載， 以及使用 BigQuery ML 建構機器學習模型。
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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 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「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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Google Cloud 運算基本概念課程，適合幾乎沒有雲端運算背景或經驗的學員。這些課程會概略介紹雲端基礎知識、大數據和機器學習的核心概念，以及 Google Cloud 的角色和定位。完成這一系列課程後，學員將能闡述這些概念並展示實用技能。學員需依序完成課程：
1. Google Cloud 運算的基本概念：Cloud 運算基礎知識
2. Google Cloud 運算的基本概念：Google Cloud 基礎架構
3. Google Cloud 運算的基本概念：Google Cloud 的網路與安全性
4. Google Cloud 運算的基本概念：Google Cloud 中的資料、機器學習和 AI
本系列的最後一堂課回顧了代管大數據服務、機器學習與這項技術的價值，以及如何獲得技能徽章，進一步展示您的 Google Cloud 技能。
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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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Google Cloud 運算基本概念課程，適合幾乎沒有雲端運算背景或經驗的學員。這些課程會說明雲端運算基本知識、大數據和機器學習的核心概念，以及 Google Cloud 的角色和定位。
完成這一系列課程後，學員將能夠闡述這些概念並展示實用技能。學員應依以下順序完成課程：
1. Google Cloud 運算的基本概念：Cloud 運算基礎知識
2. Google Cloud 運算的基本概念：Google Cloud 基礎架構
3. Google Cloud 運算的基本概念：Google Cloud 的網路與安全性
4. Google Cloud 運算的基本概念：Google Cloud 中的資料、機器學習和 AI
第三門課涵蓋雲端自動化和管理工具，以及建構安全網路。
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Google Cloud 運算基本概念課程，適合幾乎沒有雲端運算背景或經驗的學員。這些課程會概略介紹雲端基礎知識、大數據和機器學習的核心概念，以及 Google Cloud 的角色和定位。完成這一系列課程後，學員將能闡述這些概念並展示實用技能。學員需依序完成課程：
1. Google Cloud 運算的基本概念：Cloud 運算基礎知識
2. Google Cloud 運算的基本概念：Google Cloud 基礎架構
3. Google Cloud 運算的基本概念：Google Cloud 的網路與安全性
4. Google Cloud 運算的基本概念：Google Cloud 中的資料、機器學習和 AI
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While the traditional approaches of using data lakes and data warehouses can be effective, they have shortcomings, particularly in large enterprise environments. This course introduces the concept of a data lakehouse and the Google Cloud products used to create one. A lakehouse architecture uses open-standard data sources and combines the best features of data lakes and data warehouses, which addresses many of their shortcomings.
Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 3 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 4 badge!
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Learn how to use NotebookLM to create a personalized study guide for the Professional Machine Learning Engineer certification exam (PMLE). You'll review NotebookLM features, create a notebook, and use the study guide to practice for a certification exam.
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Google Cloud 運算基本概念課程，適合幾乎沒有雲端運算背景或經驗的學員。這些課程會說明雲端運算基本知識、大數據和機器學習的核心概念，以及 Google Cloud 的角色和定位。完成這一系列課程後，學員將能夠闡述這些概念並展示實用技能。學員應依以下順序完成課程：
1. Google Cloud 運算的基本概念：Cloud 運算基礎知識
2. Google Cloud 運算的基本概念：Google Cloud 基礎架構
3. Google Cloud 運算的基本概念：Google Cloud 的網路與安全性
4. Google Cloud 運算的基本概念：Google Cloud 中的資料、機器學習和 AI
第一門課會概略說明雲端運算、Google Cloud 的使用方式，以及不同的運算選項。
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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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Welcome to the Arcade Quiz, where every question is a chance to learn, explore, and challenge yourself. Explore a variety of intriguing topics, put your cloud knowledge to the test, and complete all the challenges to earn an exclusive Google Cloud Credential!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for April Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the April Trivia Week 1 badge!
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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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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。
Hey there! You're invited to game on with Skills Boost Arcade Trivia for March 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 March Trivia Week 2 badge!
Google Cloud : Prompt Engineering Guide examines generative AI tools, how they work. We'll explore how to combine Google Cloud knowledge with prompt engineering to improve Gemini responses.
Welcome to Cloud Composer, where we discuss how to orchestrate data lake workflows with Cloud Composer.
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Turn your app ideas into reality with Google Cloud in 2025! Whether you're a beginner or looking to level up, these hands-on labs will guide you through building and deploying apps. Set up your development environment, store and manage data, and launch scalable, serverless applications—all with real-world challenges designed to boost your skills. No experience? No problem!
Getting started in the cloud doesn’t have to be complicated. With these hands-on building blocks, you’ll explore essential Google Cloud services like Cloud Storage, BigQuery, and IAM. You’ll learn how to store and manage data, set up secure networks, and even deploy apps with Cloud Run and Firestore. Whether you're new to the cloud or just brushing up on the basics, these labs provide real, practical experience—no prior experience needed!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for February 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 February Trivia Week 1 badge!
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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
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如果您是剛起步的雲端開發人員， 想在 Google Cloud Essentials 外獲得更多實作經驗，歡迎參加本課程。您將透過實作實驗室， 深入瞭解 Cloud Storage 和其他重要應用程式服務，例如： Monitoring 和 Cloud Functions。您將習得 在任何 Google Cloud 專案都適用的寶貴技能。
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本課程介紹 Google Cloud 的 AI 和機器學習 (ML) 功能，著重說明如何開發生成式和預測式 AI 專案。我們也會探討「從資料到 AI」整個生命週期都適用的技術、產品和工具，並透過互動式練習，協助資料科學家、AI 開發人員和機器學習工程師精進專業知識。
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Level up your cloud skills with hands-on labs covering everything from storage and BigQuery to VPCs, Pub/Sub, and Artifact Registry for Python and Go. No experience needed—explore, learn, and earn your Google Cloud Credential on your journey to becoming an Arcade Hero!
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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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The demand for cloud skills has surged by 30% in the past year, and this set of hands-on labs is designed to help you gain them and earn an exclusive Google Cloud credential! Learn how to migrate databases with Cloud SQL, explore AI using Gemini, deploy apps with Cloud Run Canary Deployments, analyze data in BigQuery, and more. All with no prior experience needed!
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Start your next Arcade Adventure that will set you on the path to becoming a Professional Cloud Database Engineer. Pick up essential BigQuery and Firebase skills, and earn an exclusive Google Cloud credential along the way!
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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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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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在本課程中，您會學到 Google Cloud 上的資料工程、資料工程師的角色與職責，以及這些內容如何對應至 Google Cloud 提供的服務。您也將瞭解處理資料工程難題的許多方法。
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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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
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This course is part 1 of a 3-course series on Serverless Data Processing with Dataflow. In this first course, we start with a refresher of what Apache Beam is and its relationship with Dataflow. Next, we talk about the Apache Beam vision and the benefits of the Beam Portability framework. The Beam Portability framework achieves the vision that a developer can use their favorite programming language with their preferred execution backend. We then show you how Dataflow allows you to separate compute and storage while saving money, and how identity, access, and management tools interact with your Dataflow pipelines. Lastly, we look at how to implement the right security model for your use case on Dataflow.
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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。
This course explores the fundamentals of the feedback loop process for Virtual Agent development and introduces the native capabilities within Dialogflow CX that support it
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This course helps learners create a study plan for the PDE (Professional Data Engineer) certification exam. Learners explore the breadth and scope of the domains covered in the exam. Learners assess their exam readiness and create their individual study plan.
How to Use TPUs for Inference
Earned Feb 25, 2026 EST
Developing Applications with Cloud Run on Google Cloud: Fundamentals
Earned Nov 27, 2025 EST
Observability in Google Cloud
Earned Nov 20, 2025 EST
建立 Google Cloud 網路
Earned Nov 16, 2025 EST
Select a Google Cloud Database for Your Applications
Earned Nov 15, 2025 EST
重要的 Google Cloud 基礎架構：核心服務
Earned Nov 15, 2025 EST
在 Google Cloud 使用 Terraform 建構基礎架構
Earned Nov 10, 2025 EST
重要的 Google Cloud 基礎架構：基本概念
Earned Nov 2, 2025 EST
Vector Search 和嵌入
Earned Oct 28, 2025 EDT
Feature Engineering
Earned Oct 27, 2025 EDT
Level 2: AI and Data Innovation on Google Cloud
Earned Sep 22, 2025 EDT
Generative AI for Healthcare
Earned Sep 17, 2025 EDT
生成式 AI：不只是聊天機器人
Earned Sep 16, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 1
Earned Sep 13, 2025 EDT
Level 1: Cloud Infrastructure and Data Foundation
Earned Sep 10, 2025 EDT
保護 BigLake 資料
Earned Aug 26, 2025 EDT
Data Transformation in the Cloud
Earned Aug 25, 2025 EDT
Preparing for Your Associate Cloud Engineer Journey
Earned Aug 24, 2025 EDT
Cloud Healthcare API
Earned Aug 23, 2025 EDT
MySQL to Cloud Spanner
Earned Aug 14, 2025 EDT
Level 3: Terraform Essentials
Earned Aug 11, 2025 EDT
Creating Infrastructure on Google Cloud with Terraform
Earned Aug 11, 2025 EDT
Google Cloud 基礎知識：核心基礎架構
Earned Aug 10, 2025 EDT
Google Cloud 中的 Kubernetes
Earned Aug 8, 2025 EDT
Understanding LookML in Looker
Earned Aug 8, 2025 EDT
在 Looker 應用進階 LookML 概念
Earned Aug 8, 2025 EDT
Looker 資料模型管理
Earned Aug 6, 2025 EDT
Working with Notebooks in Vertex AI
Earned Aug 5, 2025 EDT
Developing Data Models with LookML
Earned Aug 5, 2025 EDT
Looker Studio Essentials
Earned Aug 4, 2025 EDT
Analyzing and Visualizing Data in Looker
Earned Aug 3, 2025 EDT
使用資料庫遷移服務將 MySQL 資料遷移至 Cloud SQL
Earned Aug 3, 2025 EDT
綜合應用：為 Cloud 資料分析師工作做準備
Earned Aug 1, 2025 EDT
資料敘事的強大力量：如何在 Cloud 以圖表呈現資料
Earned Jul 31, 2025 EDT
透過 Gemini in BigQuery 提升工作效率
Earned Jul 31, 2025 EDT
Introduction to Looker
Earned Jul 29, 2025 EDT
Trust and Security with Google Cloud
Earned Jul 29, 2025 EDT
Scaling with Google Cloud Operations
Earned Jul 28, 2025 EDT
運用 BigQuery ML 建立機器學習模型
Earned Jul 28, 2025 EDT
Modernize Infrastructure and Applications with Google Cloud
Earned Jul 28, 2025 EDT
Innovating with Google Cloud Artificial Intelligence
Earned Jul 28, 2025 EDT
BigQuery for Data Analysts
Earned Jul 27, 2025 EDT
在 Cloud 轉換資料
Earned Jul 27, 2025 EDT
在 Cloud 管理與儲存資料
Earned Jul 27, 2025 EDT
Google Cloud 資料分析功能簡介
Earned Jul 26, 2025 EDT
Level 2: Modern Application Deployment
Earned Jul 26, 2025 EDT
在 BigQuery 使用 Gemini 模型
Earned Jul 16, 2025 EDT
Level 1: Core Infrastructure and Security
Earned Jul 16, 2025 EDT
Google Cloud 資料分析簡介
Earned Jul 10, 2025 EDT
雲端工程
Earned Jul 9, 2025 EDT
使用 Google Data Cloud 共用資料
Earned Jul 9, 2025 EDT
基本概念：資料、機器學習和 AI
Earned Jul 7, 2025 EDT
在 Cloud Data Fusion 建構免程式碼管道
Earned Jul 6, 2025 EDT
使用 Dataplex 建構資料網格
Earned Jul 3, 2025 EDT
Exploring Data Transformation with Google Cloud
Earned Jul 1, 2025 EDT
透過 BigQuery 建構資料倉儲
Earned Jun 26, 2025 EDT
開始使用 Google Kubernetes Engine
Earned Jun 26, 2025 EDT
瞭解 Google Cloud 費用
Earned Jun 22, 2025 EDT
Build Streaming Data Pipelines on Google Cloud
Earned Jun 19, 2025 EDT
Build Batch Data Pipelines on Google Cloud
Earned Jun 17, 2025 EDT
使用 BigQuery ML 為預測模型進行資料工程
Earned Jun 12, 2025 EDT
Digital Transformation with Google Cloud
Earned Jun 8, 2025 EDT
在 Google Cloud 為機器學習 API 準備資料
Earned Jun 2, 2025 EDT
建構安全的 Google Cloud 網路
Earned Jun 2, 2025 EDT
Google Cloud 運算的基本概念：Google Cloud 中的資料、機器學習和 AI
Earned May 31, 2025 EDT
在 Google Cloud 設定應用程式開發環境
Earned May 30, 2025 EDT
Google Cloud 運算的基本概念：Google Cloud 的網路與安全性
Earned May 28, 2025 EDT
Google Cloud 運算的基本概念：Google Cloud 基礎架構
Earned May 18, 2025 EDT
Build Data Lakes and Data Warehouses on Google Cloud
Earned May 12, 2025 EDT
在 Compute Engine 導入 Cloud Load Balancing
Earned Apr 30, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 3
Earned Apr 23, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 4
Earned Apr 23, 2025 EDT
Build a Certification Study Guide: PMLE
Earned Apr 22, 2025 EDT
Google Cloud 運算的基本概念：Cloud 運算基礎知識
Earned Apr 22, 2025 EDT
負責任的 AI 技術：透過 Google Cloud 採用 AI 開發原則
Earned Apr 21, 2025 EDT
Level 3: The Arcade Quiz
Earned Apr 17, 2025 EDT
Skills Boost Arcade Trivia April 2025 Week 1
Earned Apr 16, 2025 EDT
在 Vertex AI 設計提示
Earned Apr 16, 2025 EDT
負責任的 AI 技術簡介
Earned Apr 14, 2025 EDT
以串流方式將分析資料傳入 BigQuery
Earned Mar 17, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 指令列
Earned Mar 17, 2025 EDT
Skills Boost Arcade Trivia March 2025 Week 2
Earned Mar 13, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台
Earned Mar 1, 2025 EST
使用 Cloud Run 函式建構無伺服器應用程式
Earned Feb 27, 2025 EST
開始使用 Cloud Storage
Earned Feb 26, 2025 EST
開始使用 Pub/Sub
Earned Feb 26, 2025 EST
Google Cloud: Prompt Engineering Guide
Earned Feb 26, 2025 EST
開始使用 Dataplex
Earned Feb 25, 2025 EST
在 Cloud Storage 建立安全的資料湖泊
Earned Feb 25, 2025 EST
Data Lake Modernization on Google Cloud: Cloud Composer
Earned Feb 21, 2025 EST
Level 1: App Dev and Deployment
Earned Feb 12, 2025 EST
在 Cloud Storage 建立串流資料湖泊
Earned Feb 11, 2025 EST
在 Google Cloud 實作 Cloud 安全防護措施：基礎知識
Earned Feb 6, 2025 EST
Level 3: Building Blocks
Earned Feb 5, 2025 EST
Skills Boost Arcade Trivia February 2025 Week 1
Earned Feb 4, 2025 EST
Skills Boost Arcade Base Camp February 2025
Earned Feb 4, 2025 EST
基本概念：基礎架構
Earned Jan 18, 2025 EST
Google Cloud 的 AI 和機器學習服務簡介
Earned Jan 14, 2025 EST
Level 3: Arcade Heroes
Earned Jan 14, 2025 EST
The Arcade Base Camp January 2025
Earned Jan 12, 2025 EST
Level 1: Cloud Infrastructure and Data
Earned Dec 25, 2024 EST
Level 3: BigQuery and Firebase
Earned Dec 17, 2024 EST
The Arcade Certification Zone December 2024
Earned Dec 16, 2024 EST
大型語言模型簡介
Earned Dec 10, 2024 EST
Google Cloud 中的資料工程簡介
Earned Dec 10, 2024 EST
從 BigQuery 資料取得深入分析結果
Earned Dec 7, 2024 EST
Vertex AI Studio 簡介
Earned Dec 6, 2024 EST
The Arcade Base Camp December 2024
Earned Dec 6, 2024 EST
Serverless Data Processing with Dataflow: Foundations
Earned Dec 4, 2024 EST
圖像生成簡介
Earned Dec 3, 2024 EST
生成式 AI 簡介
Earned Dec 2, 2024 EST
為 Looker 資訊主頁和報表準備資料
Earned Nov 29, 2024 EST
[DEPRECATED] Basic Performance Measurement
Earned Nov 22, 2024 EST
Preparing for your Professional Data Engineer Journey
Earned Oct 25, 2024 EDT