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Rujal Sangani
Member since 2026
Diamond League
40265 points
Arcade Simulator: Site Reliability Engineer
Earned Oct 27, 2026 EDT
Arcade Adventure: Google Cloud ML APIs
Earned Oct 12, 2026 EDT
Arcade Base Camp October 2026
Earned Oct 12, 2026 EDT
Arcade Voyage: Language, Voice, and Multimodal Processing
Earned Oct 9, 2026 EDT
Build a Certification Study Guide: ACE Exam Prep
Earned Aug 23, 2026 EDT
AI 基礎架構：Cloud TPU
Earned Aug 23, 2026 EDT
Spans and Plans
Earned Aug 22, 2026 EDT
Serverless Data Processing with Dataflow: Foundations
Earned Aug 20, 2026 EDT
AI 基礎架構：部署類型
Earned Aug 18, 2026 EDT
建立您的第一個 Gemini Enterprise 應用程式
Earned Aug 17, 2026 EDT
Arcade Voyage: Google Sheets
Earned Aug 17, 2026 EDT
Arcade Simulator: Network Security Engineer
Earned Aug 17, 2026 EDT
運用 Google Cloud 人工智慧推動創新
Earned Aug 17, 2026 EDT
使用 Google Cloud 作業套件調度資源
Earned Aug 17, 2026 EDT
Google Cloud 的可靠性與安全性
Earned Aug 17, 2026 EDT
Orchestrate Workflows with the Data Agent Kit
Earned Aug 16, 2026 EDT
Build Agent Skills with Google
Earned Aug 16, 2026 EDT
運用工具讓 AI 代理具備所要能力
Earned Aug 16, 2026 EDT
管理 AI 代理的記憶與狀態
Earned Aug 16, 2026 EDT
AI 代理行為最佳化調整
Earned Aug 16, 2026 EDT
Google Threat Intelligence
Earned Aug 16, 2026 EDT
Security Command Center: Vulnerabilities and Misconfigurations
Earned Aug 16, 2026 EDT
Google 雲端硬碟內建的 Gemini
Earned Aug 13, 2026 EDT
Google Chat 內建 Gemini
Earned Aug 13, 2026 EDT
Google Meet 內建 Gemini
Earned Aug 13, 2026 EDT
Google 試算表內建 Gemini
Earned Aug 13, 2026 EDT
Google 簡報內建 Gemini
Earned Aug 13, 2026 EDT
Google 文件內建 Gemini
Earned Aug 13, 2026 EDT
Gmail 內建 Gemini
Earned Aug 13, 2026 EDT
Google Workspace with Gemini：AI 工作流程的基礎
Earned Aug 13, 2026 EDT
Security Command Center Fundamentals
Earned Aug 10, 2026 EDT
開始使用 Security Command Center Enterprise
Earned Aug 10, 2026 EDT
Build a Certification Study Guide: PSOE Exam Prep
Earned Aug 10, 2026 EDT
與 Google Antigravity 一同啟航：運用 AI 打造電玩遊戲
Earned Aug 9, 2026 EDT
Arcade Base Camp August 2026
Earned Aug 9, 2026 EDT
Model Armor：保護您部署的 AI 應用程式
Earned Aug 9, 2026 EDT
Google Cloud Agent Governance and Security
Earned Aug 9, 2026 EDT
保護企業 AI 代理
Earned Aug 9, 2026 EDT
對話設計基礎概念
Earned Aug 4, 2026 EDT
Customer Experience Agent Studio：基礎知識
Earned Aug 4, 2026 EDT
建構 Gemini Enterprise for Customer Experience
Earned Aug 4, 2026 EDT
對話式 AI 與互動架構
Earned Aug 4, 2026 EDT
Conversational Insights
Earned Aug 4, 2026 EDT
Plan Your Cloud Next Generation Firewall Needs
Earned Jul 31, 2026 EDT
Build a Certification Study Guide: PCNE Exam Prep
Earned Jul 31, 2026 EDT
運用 Google Cloud 翻新基礎架構和應用程式
Earned Jul 31, 2026 EDT
運用 Google Cloud 探索資料轉換功能
Earned Jul 31, 2026 EDT
透過 Google Cloud 進行數位轉型
Earned Jul 31, 2026 EDT
Google Kubernetes Engine 成本效益最佳化
Earned Jul 31, 2026 EDT
Google DeepMind : 08 Capstone: Develop Your Model for Real-World Impact
Earned Jul 30, 2026 EDT
Google DeepMind: 07 Accelerate Your Model
Earned Jul 30, 2026 EDT
Google DeepMind: 05 Fine-Tune Your Model
Earned Jul 30, 2026 EDT
Google DeepMind: 04 Discover The Transformer Architecture
Earned Jul 30, 2026 EDT
Google DeepMind: 03 Design And Train Neural Networks
Earned Jul 30, 2026 EDT
Google Security Operations - Deep Dive
Earned Jul 30, 2026 EDT
Introduction Google Security Operations (SOAR)
Earned Jul 30, 2026 EDT
Introduction to Google Security Operations (SIEM)
Earned Jul 30, 2026 EDT
Introduction to Google Security Operations: Unified SecOps
Earned Jul 30, 2026 EDT
Arcade Voyage: Cloud Storage and Data Governance
Earned Jul 28, 2026 EDT
Arcade Simulator: Data Mesh Architect
Earned Jul 28, 2026 EDT
企業 AI 代理與用途
Earned Jul 27, 2026 EDT
AI 代理基礎知識
Earned Jul 27, 2026 EDT
AI Boost Bites：個人意見回饋代理
Earned Jul 27, 2026 EDT
開發人員的負責任 AI 技術：公平性與偏誤
Earned Jul 27, 2026 EDT
機器學習運作 (MLOps) 與 Vertex AI：模型評估
Earned Jul 27, 2026 EDT
生成式 AI 適用的機器學習運作 (MLOps)
Earned Jul 27, 2026 EDT
Arcade Base Camp July 2026
Earned Jul 26, 2026 EDT
Arcade Adventure: Low-Code Development
Earned Jul 25, 2026 EDT
使用 AppSheet 建構應用程式
Earned Jul 19, 2026 EDT
使用 Security Command Center 緩解威脅及修復安全漏洞
Earned Jul 18, 2026 EDT
Welcome to this month's Arcade Simulator, where you'll step into the shoes of a Site Reliability Engineer tasked with keeping production fast and resilient. You'll build automated CI/CD pipelines with Cloud Build, store artifacts securely, and manage Kubernetes rollouts on GKE. Then, configure custom VPC networks, lock down firewalls, and benchmark VM latency to eliminate performance bottlenecks. Clear both challenge labs to prove you can automate releases, secure infrastructure, and maintain rock-solid uptime.
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Teaching computers to see and listen is a lot easier when you have pre-trained machine learning APIs doing the heavy lifting. In this adventure, you'll start by querying Google Cloud endpoints directly from APIs Explorer, then teach your applications to read multilingual text, recognize facial features, and spot landmarks in raw photos. Once your visual pipeline is dialed in, you'll turn to audio—converting spoken words into real-time transcripts and streaming live audio directly through web interfaces. Knock out both challenge labs unassisted to prove you can turn unstructured sight and sound into clean, actionable cloud intelligence.
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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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Transforming unstructured multimedia into searchable, structured data is the core of modern cognitive computing. In this voyage, you'll analyze sentiment and extract entities using the Cloud Natural Language API, pairing language workflows with Apache Spark to demonstrate big-data scalability. From there, you'll branch into multimodal synthesis—generating lifelike audio using Text-to-Speech, bridging global barriers with the Cloud Translation API, and annotating video streams via Video Intelligence. Complete both challenge labs to prove you can deploy pre-trained models that read, speak, translate, and inspect content at scale.
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Learn how to use Gemini Notebook to create a personalized study guide for the Associate Cloud Engineer certification exam.
You'll review Gemini Notebook features, create a notebook in Gemini Notebook , and learn how to use a study guide to practice for a certification exam.
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歡迎來到 Cloud TPU 課程。我們將探討在各種情境下使用 TPU 的優缺點，並比較不同的 TPU 加速器，協助您選擇合適的工具。您將瞭解如何盡可能提高 AI 模型的效能和效率，以及互通的 GPU/TPU 對於打造靈活的機器學習工作流程有多重要。我們會透過引人入勝的內容和實際演示，一步步引導您有效運用 TPU。
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It’s all about global spans and execution plans. First, you'll get under the hood of Google Cloud Spanner to design schemas, load data at scale, and master query plan optimization. From there, you'll execute your serverless backend plan by wiring up Cloud Run Functions, Pub/Sub messaging, and API Gateway. Packed with two challenge labs, you'll leave with full control over enterprise data and event-driven APIs.
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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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這堂課程會完整說明如何在 Google Cloud 部署、管理及最佳化調整 AI 和高效能運算 (HPC) 工作負載。藉由一系列課堂和實務示範，您會瞭解不同的部署策略，從使用 Google Compute Engine (GCE) 的高度可自訂環境，到 Google Kubernetes Engine (GKE) 等代管解決方案。具體來說，您會學到如何建立叢集及部署 GKE，以便執行推論工作。
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建立您的第一個 Gemini Enterprise 應用程式，獲得技能徽章！將各種資料來源連接到您的應用程式，建立強大的統合式搜尋和分析引擎。掌握 Deep Research 代理、多代理構思和 NotebookLM 等進階功能，進行重點分析。
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Transforming raw spreadsheet data into structured business intelligence requires precise validation, efficient navigation, and dynamic visual reporting. This voyage path builds core analytical competencies using Google Sheets. You will begin by implementing strict data validation rules, configuring targeted search workflows, and ensuring data integrity across large datasets. You will then advance to building dynamic charts and executing complex analytical formulas to extract meaningful insights. Finalized with a comprehensive challenge lab, this voyage prepares you to build reliable, presentation-ready analytical workbooks.
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Welcome to this month's Arcade Simulator where you will step into the shoes of a Network Security Engineer. In this simulation, you'll first lock down access control across your infrastructure—crafting custom IAM roles, scripting permissions, and setting up Identity-Aware Proxy to secure user authentication without traditional VPNs. Then, you'll take control of hybrid enterprise topology, using Network Connectivity Center to link multi-cloud networks, VPCs, and site-to-site HA-VPNs. Complete with two realistic challenge labs, this simulation equips you to eliminate access blind spots, secure cross-cloud traffic, and build a fortress-grade network on Google Cloud.
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人工智慧 (AI) 和機器學習 (ML) 象徵著資訊技術的重大演進，正迅速改變各行各業。在「運用 Google Cloud 人工智慧推動創新」課程中，我們會探討組織如何運用 AI 和機器學習技術，翻轉業務流程。
本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。
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各種規模的機構都開始運用雲端的強大功能和靈活性，徹底改變營運方式。不過，有效管理及擴充雲端資源可能是相當複雜的工作。本課程將探討在雲端中的現代營運、可靠性和韌性的基礎概念，以及 Google Cloud 如何協助您達成這些目標。本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。
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組織將資料和應用程式遷移至雲端後，必須因應快速變化的安全性挑戰。本課程將探討雲端安全性的基礎知識、Google Cloud 融入安全考量設計的基礎架構價值，以及縱深防禦策略。此外，還會著重說明如何透過 AI 輔助作業和法規遵循工具，協助組織滿足嚴格的全球法規要求。
本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。
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This course brings AI-driven, natural-language data engineering into the IDE and CLI workflows you already use. Built on the Agent Development Kit (ADK), the Data Agent Kit connects to a wide array of Google Cloud services, including BigQuery, Spanner, BigLake, Dataproc, and Managed Airflow. By using it, you can collapse days of pipeline scaffolding, data build tool (dbt) authoring, and orchestration wiring into prompt-driven sessions.
As an intermediate-to-advanced practitioner, you will learn to build a data agent with the Agent Development Kit (ADK). You'll wire up the Model Context Protocol (MCP) layer, and use your agent to explore catalogs, transform data, train models, and orchestrate scheduled pipelines on Google Cloud.
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Close the gap between general AI capabilities and your domain knowledge through Agent Skills. This course walks you through the full lifecycle of custom skill building, from local scaffolding and testing to enterprise scaling and sharing using Google's agent ecosystem, including Google Antigravity, ADK, and Skill Registry. Additionally, you use Google Agents CLI toolkit to attach skills to standalone 24/7 cloud agents, equipping your team with reliable, autonomous digital coworkers.
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您已建立具有進階設定功能的代理，可開始賦予代理實際應用能力。為代理配備工具，使代理能搜尋網路、執行程式碼、查詢資料庫和執行自訂動作。將代理從聰明的回覆者，轉變為能採取行動的得力助手。
查看 Gemini Enterprise Agent Ready (GEAR) 計畫的其他內容。
加入社群論壇，提出問題並參與討論。
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您已建構能回覆查詢的基本 LLM 代理，是時候讓代理有狀態。利用工作階段狀態建構能維持對話脈絡、記住使用者偏好，並提供個人化體驗的代理。將代理從無狀態的回覆者轉為智慧助理。
查看 Gemini Enterprise Agent Ready (GEAR) 計畫的其他內容。
加入社群論壇，提出問題並參與討論
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您已經成功打造第一個代理，是時候迎接更進階的挑戰。在本課程中，您將學習如何應用進階指令、選擇模型、建立規劃能力及結構化輸出模式，藉此將基本 AI 代理轉為高明又精確的助理，讓您的技能更上一層樓。查看 Gemini Enterprise Agent Ready (GEAR) 計畫的其他內容。
加入社群論壇，提出問題並參與討論。
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Google Threat Intelligence 在掌握威脅方面首屈一指，為全球的資安團隊提供詳細、及時的威脅情報。這個課程介紹 Google Threat Intelligence 的多項功能，以及組織可以透過哪些常見方法，運用這項產品主動減輕威脅。
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Learn how to use Security Command Center (SCC) to triage vulnerabilities and misconfigurations identified by platform security detectors.
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本課程將說明如何使用 Google 雲端硬碟內建 Gemini，管理及擷取檔案。瞭解如何使用自然語言尋找素材資源、透過 AI 摘要功能擷取特定事實 (不必開啟檔案)、即時總結多種媒體格式的內容，以及將檔案集合儲存為「專案」，以便重複研究。
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本課程將介紹如何使用 Google Chat 內建 Gemini，簡化商務訊息傳送流程。說明如何使用摘要功能篩選通知，運用自然語言搜尋功能找出深埋的決策訊息，以及使用即時撰寫工具調整訊息語氣。
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本課程將介紹如何使用 Google Meet 內建 Gemini，提升視訊協作體驗。內容包括如何自動做筆記、使用即時文字和語音翻譯、私下補上錯過的討論內容，以及立即提升音訊和視訊品質。
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本課程將說明如何使用 Google 試算表內建 Gemini，自動整理資料及處理複雜數字。瞭解如何從原始文字建立表格、使用自然語言自動填入資料、依需求生成原生試算表公式，以及快速擷取高階洞察資訊或製作圖表，完全不需要具備進階試算表專業知識。
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本課程將介紹如何使用 Google 簡報內建 Gemini，將概念轉化為吸睛的簡報。瞭解如何透過單一提示詞或現有來源文件生成結構化簡報、使用自動設計強化功能調整投影片版面配置、建立自訂向量圖形和相片，以及動態製作投影片文案和精確的演講者備忘稿。
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本課程將說明如何使用 Google 文件內建 Gemini 簡化寫作和內容創作流程。瞭解如何從頭撰寫文件、使用互動式工具調整寫作語氣和提升清晰度、總結複雜檔案，以及將長篇文字順暢轉換為結構化資產，供其他 Google Workspace 應用程式使用。
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本課程將說明如何使用 Gmail 內建 Gemini，提升電子郵件管理效率。瞭解如何直接在收件匣中總結冗長的討論串、使用自然語言擷取資訊、草擬專業回覆，以及制定溝通策略。
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客戶能透過 Gemini for Google Workspace 在 Google Workspace 使用生成式 AI 功能。本學習路徑會介紹 Gemini 的主要功能，並說明如何在 Google Workspace 善用這些功能，提高生產力和效率。
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Learn about the fundamental features of Security Command Center on Google Cloud. Spend time in this course to understand assets, detection and compliance. Security Command Center is a key part of your Google Cloud security journey, complete these modules and quiz to earn a completion badge.
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本課程會完整說明 Google Cloud Security Command Center (SCC) Enterprise，這是一項雲端原生應用程式保護平台 (CNAPP) 解決方案，可幫助組織在各項 Google Cloud 服務中預防、偵測及因應威脅。
您將瞭解 SCC Enterprise 的核心功能，包括增強型威脅偵測功能、深度安全漏洞管理，以及整合式案件管理機制。
本課程也會介紹威脅管理和安全漏洞評估的基礎概念，並實際示範如何運用 SCC Enterprise 辨別、調查及修正多雲端環境中的安全風險。
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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Security Operations Engineer certification exam.
You'll review Gemini Notebook features, create a notebook in Gemini Notebook, and learn how to use a study guide to practice for a certification exam.
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在本課程中，您將學習如何在 Google Antigravity 中自動調度管理代理程式，以驚人的速度建構軟體。這堂實作課程會先引導您安裝 Antigravity 並開始使用，接著，您將使用 Firebase 啟用服務，以透過 Antigravity 建構應用程式。最後，您將提示 Antigravity 中的代理程式平行運作，打造出 Voyager 電玩遊戲。
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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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本課程將複習 Model Armor 的基本安全功能，讓您具備使用這項服務的能力。您將瞭解 LLM 的相關安全風險，以及 Model Armor 如何保護 AI 應用程式。
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As enterprise teams transition to autonomous AI agents, security evolves toward proactive, identity-centric protection. In this course, you will implement a zero-trust security architecture for Cymbal Banking's underwriting platform using the Gemini Enterprise Agent Platform. By deploying a regional Egress Agent Gateway, configuring Model Armor and Semantic Governance (SGP) safety templates, assigning cryptographic SPIFFE identities to agent runtimes, and declaring a VPC-SC perimeter in Terraform, you will protect database boundaries and manage tools with production-grade governance.
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瞭解如何在 Google Cloud 保護及管理 AI 代理。本課程提供實用藍圖，協助您保護代理記憶、透過 IAM 和 VPC Service Controls 強制執行嚴格的存取控管，以及部署即時對話防護機制，確保企業部署安全且符合法規。
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這堂課程會介紹對話設計的基礎原則，協助您打造吸引人又有效的聊天機器人服務，模擬真人互動般的體驗。
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本課程旨在讓對話式設計師和建構人員掌握相關概念和實務技能，運用 Customer Experience Agent Studio (CX Agent Studio) 設計、建構及測試複雜的多代理多模態客戶體驗代理。
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本課程將深入探討設計、建構及維護強大 Gemini Enterprise for Customer Experience (GECX) 解決方案的重要主題。準備好顛覆對可能性的認知，打造能提升顧客滿意度的架構了嗎？本課程將介紹 GECX 的架構，並說明建構及導入對話式 AI 解決方案時應考量的主要因素，包括重要架構元件和整合。此外，本課程也將說明如何整合 Gemini Enterprise Agent Platform，並概略介紹 GECX 的主要功能。
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本課程將介紹 Gemini Enterprise for Customer Experience (GECX) 及其強大的生成式 AI 功能，顛覆您對客服的認知。首先，您將回顧客服中心的發展歷程，瞭解這類機構的演變，以及生成式 AI 如何推動其發展。接著，課程會深入探討 GECX 解決方案的核心要素，看看各元件如何發揮功用，進而提供卓越的客戶體驗。最後，則會介紹 GECX 能為企業帶來哪些重要商業價值，並說明如何規劃實際應用方式與各類使用者角色，以便運用這項創新解決方案創造效益。
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這堂課程會說明如何運用 Conversational Insights，從客服中心資料找出潛藏的資訊，進而提高作業效率，並依據資料制定業務決策。
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Identify critical assets and their compliance requirements.
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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Cloud Network Engineer certification exam. You'll review Gemini Notebook features, add sources to your notebook, and learn how to personalize your Gemini Notebook experience to study for the exam.
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許多傳統企業使用舊版系統和應用程式，無法滿足現今客戶的期望。企業主管經常需要在維護老舊的 IT 系統，以及投資新產品/服務之間做出選擇。本課程將探討這些挑戰，並提供解決方案，說明如何運用雲端技術克服難題。
本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。
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雲端技術是強大的資產，與資料搭配後，將成為創新和提升客戶體驗的催化劑。「運用 Google Cloud 探索資料轉換功能」課程將探討機構如何運用雲端，讓資料更易於存取、做為行動依據和更有價值。
這門課程是 Cloud Digital Leader 學習路徑的一部分，旨在協助個人在職務上成長，並打造企業的未來。
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數位轉型是現代組織必經的關鍵旅程，而建立穩固的雲端運算基礎，是跨出有意義創新的第一步。本課程「透過 Google Cloud 進行數位轉型」，將會介紹核心技術和策略框架，協助組織革新營運方式，並探討基本的雲端概念、全球網路基礎架構和共同責任模式，幫助主管在雲端之路上自信前行。本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。
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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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In this Google DeepMind course, you will complete a capstone project that brings together the technical knowledge, ethical awareness, and creative problem-solving skills that you have developed throughout the Google DeepMind: AI Research Foundations curriculum. You will apply what you have learned to a problem of your choosing. You will first plan your project to ensure that you are clear on your project aims and intended impact. You will then collect and prepare data for your model. Finally, you will implement a full fine-tuning workflow using Gemma 3 with low-rank adaptation (LoRA) and evaluate its performance. You will receive guidance, but the emphasis will be on adaptation and experimentation - skills that are essential for applied AI research.
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Train more powerful models with a single GPU. In this course, you will learn how hardware can speed up model training and the key considerations when training models on a GPU. First, you will learn how to estimate the number of computations and the amount of computer memory required to train large neural networks. You will then discover techniques for reducing the computing and memory requirements when training a model. Techniques which you will apply for fine-tuning a Gemma model with 4 billion parameters. Finally, you will consider the potential environmental impacts of machine learning, with a focus on where questions of energy, water, and e-waste intersect with justice and equity.
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Unleash the power of language models with fine-tuning. In this course, you will learn how to adjust a pre-trained model to a specific task. You will start with full-parameter fine-tuning using a small language model. To tune larger models like Gemma, you will learn parameter-efficient techniques with a focus on LoRA. Finally, you will be briefly introduced to reinforcement learning as an alternative to supervised fine-tuning (SFT). You will also explore how AI is imagined and made sense of in cultural contexts. You will consider why responsible AI is not just about technical safety but also about building governance systems that reflect community values and protect the public interest.
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In this Google DeepMind course you will discover the mechanisms of the transformer architecture. You will investigate how transformer language models process prompts to make context-sensitive next-token predictions. Through practical activities you will explore the attention mechanism, visualize attention weights, and encounter advanced concepts like masked attention and multi-head attention. You will also learn other techniques that are necessary to build neural networks that are well-suited to be used as language models. Finally, through activities on values, stakeholder mapping and community engagement, you will practice concrete tools for ensuring AI projects are developed with communities, not just for them.
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In this Google DeepMind course you will focus on the training process for machine learning models. You will learn how to spot and mitigate issues when training a model, such as overfitting and underfitting. In practical coding labs, you will implement and evaluate the multilayer perceptron for simple classification tasks. This will provide insights into the mechanics of training a neural network model and the backpropagation algorithm. Research case studies will demonstrate how neural networks power real-world models. Additionally, you will consider the broader social impacts of innovation by looking beyond immediate benefits to anticipate potential risks, safety concerns, and further-reaching societal consequences.
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Take these next steps to learn more about the Google Security Operations Platform. Build on fundamental knowledge to go deeper on customization and tuning.
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This course introduces the SOAR component of Google SecOps, guiding learners through setup, response automation, and reporting. With demos, hands-on examples, and quizzes, participants will learn how to simplify investigations and make day-to-day security operations more efficient. The course is designed around short videos, averaging about five minutes each, divided into granular topics to support different learning styles and fit into the time learners have available.
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This course provides a comprehensive, end-to-end exploration of Google SecOps SIEM, guiding learners from foundational concepts to advanced investigation and detection engineering. Participants will gain hands-on experience with data ingestion, normalization, RBAC configuration, searching, and dashboarding using both legacy and native capabilities. Through structured modules, demos, and curated examples, the course emphasizes real-world investigation workflows, UDM-based analytics, and YARA-L rule development. By the end of the course, learners will be equipped to operationalize SIEM effectively within their environment and build scalable processes for detection, investigation, and reporting.
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This course provides a foundational introduction to Google SecOps, focusing on the platform’s architecture, deployment, and configuration. Partners will explore how SecOps integrates SIEM and SOAR components into a unified environment that enhances visibility, scalability, and security efficiency. Through short, hands-on videos and practical demonstrations, the course equips participants with the knowledge to plan and deploy SecOps environments confidently.
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Data is one of the most valuable assets an organization owns, making its safe handling and governance essential. In this voyage, you will master Cloud Storage fundamentals by automating bucket management via APIs and the CLI, while enforcing compliance with Bucket Lock. You will then advance to automated security, configuring Sensitive Data Protection Discovery to scan and catalog risks across BigQuery and Cloud Storage. Complete with two challenge labs, this journey equips you to secure assets across your entire cloud ecosystem.
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Welcome to this month's Arcade Simulator where you will be a Data Mesh Architect. In this simulation, you'll first tackle BigQuery to build date-partitioned tables, solve complex join pitfalls, and master nested data structures. Then, you'll shift to decentralized governance using Dataplex Knowledge Catalog to organize assets, assign metadata, and enforce strict cloud security. Complete with two realistic challenge labs, this simulation equips you to break down data silos, scale your infrastructure, and run a secure, seamless data mesh.
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瞭解 AI 代理如何發揮更高的業務影響力，包括根據您的 KPI 規劃要使用的代理類型，以及探索能解決實際瓶頸的用途。您也將認識各種無程式碼到高程式碼解決方案，瞭解 Gemini Enterprise 如何協助建構和自動調度合適的代理。
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本課程介紹 AI 代理的基礎知識，並探討代理的實際應用價值。代理可為開發人員、架構師和技術決策者奠定基礎，協助他們從目標導向的自主行為角度來理解 AI 系統。
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這部影片說明如何使用 Gemini Gem 建構個人化的「工作夥伴」代理，簡化基本意見回饋，讓會議更具策略性且更有效率。
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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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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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Who says you need a mountain of code to build great software? This adv is your fast lane to rapid app development and automation. First, you'll jump into Google AppSheet to build and launch fully functional apps entirely code-free. Then, you'll master the backend with Cloud Run Functions, deploying event-driven code via the console and command line. Packed with two hands-on challenge labs, this quest is your ticket to building slick apps and scaling them effortlessly on Google Cloud.
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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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