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Rusty Loewenhagen

Member since 2024

Diamond League

78714 points
開發人員的負責任 AI 技術：公平性與偏誤 Earned Sep 8, 2026 EDT
Model Armor：保護您部署的 AI 應用程式 Earned Sep 8, 2026 EDT
AI 世界的安全防護簡介 Earned Sep 8, 2026 EDT
大型語言模型簡介 Earned Sep 8, 2026 EDT
Google 試算表內建 Gemini Earned Sep 8, 2026 EDT
生成式 AI 簡介 Earned Sep 8, 2026 EDT
[DEPRECATED] Google Docs Earned Jul 3, 2026 EDT
Google Security Operations - Deep Dive Earned Jul 2, 2026 EDT
Quiz: GDC Air-Gapped Security Operator Fundamentals Earned Jul 1, 2026 EDT
Security Command Center Fundamentals Earned Jul 1, 2026 EDT
AI Boost Bites：使用 Gemini 輕鬆生成內容 Earned Jun 30, 2026 EDT
圖像生成簡介 Earned Jun 28, 2026 EDT
以人為本的 AI Earned Jun 28, 2026 EDT
編碼器-解碼器架構 Earned Jun 28, 2026 EDT
注意力機制 Earned Jun 28, 2026 EDT
Innovating with Data and Google Cloud Earned Jun 28, 2026 EDT
Google DeepMind: 07 Accelerate Your Model Earned Jun 26, 2026 EDT
GDC Platform Introduction Earned Jun 15, 2026 EDT
AI 代理行為最佳化調整 Earned Jun 10, 2026 EDT
Generate and Edit Media in Agent Platform Earned Jun 10, 2026 EDT
Network Observability on Google Cloud Earned Jun 10, 2026 EDT
Introduction to Reliable Deep Learning Earned Jun 7, 2026 EDT
Google Workspace 資料治理 Earned Jun 3, 2026 EDT
Serverless Data Processing with Dataflow: Foundations Earned May 31, 2026 EDT
Managing Change when Moving to Google Cloud Earned May 31, 2026 EDT
Machine Learning Operations (MLOps): Getting Started Earned May 27, 2026 EDT
生成式 AI 在醫療照護領域的應用 Earned May 25, 2026 EDT
SecOps on GDC for Tier 1 and Tier 2 Analysts Earned May 21, 2026 EDT
財務專業人員的專屬 Google AI Earned May 20, 2026 EDT
運用 Gemini Enterprise 自動調度管理多代理工作流程 Earned May 18, 2026 EDT
Running Oracle Workloads on Google Cloud: Fundamentals Earned May 18, 2026 EDT
負責任的 AI 技術：透過 Google Cloud 採用 AI 開發原則 Earned May 15, 2026 EDT
Responsible AI for Digital Leaders with Google Cloud Earned May 15, 2026 EDT
負責任的 AI 技術簡介 Earned May 14, 2026 EDT
MySQL to Cloud Spanner Earned May 13, 2026 EDT
[DEPRECATED] Google Drive Earned May 12, 2026 EDT
[DEPRECATED] Google Meet Earned May 9, 2026 EDT
AI Boost Bites: Build Charts with a Prompt Earned May 9, 2026 EDT
AI Boost Bootcamp: How to Use Gemini at Work 101 Earned May 6, 2026 EDT
Introduction to Google Security Operations: Unified SecOps Earned May 3, 2026 EDT
Introduction Google Security Operations (SOAR) Earned May 3, 2026 EDT
[Deprecated]AI Boost Bites: NotebookLM Video Overviews Earned May 3, 2026 EDT
AI Boost Bites：迅速建立文件 Earned May 3, 2026 EDT
[DEPRECATED] AI Boost Bites: Intro to NotebookLM Earned May 3, 2026 EDT
[DEPRECATED] AI Boost Bites: Project Notebooks Earned May 3, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM Mind Maps Earned May 3, 2026 EDT
Google Vids 內建 Gemini Earned May 2, 2026 EDT
Unleash Team Potential: Assess Learning Needs Using GenAI Earned May 2, 2026 EDT
AI Boost Bites：運用 Gemini 和 Apps Script 自動執行工作 Earned May 1, 2026 EDT
Introduction to Google Security Operations (SIEM) Earned Apr 26, 2026 EDT
AI Boost Bites: The Recruiter's Playbook in Gmail Earned Apr 26, 2026 EDT
[DEPRECATED] AI Boost Bites: How Google's L&D Uses AI to build Training Programs Earned Apr 26, 2026 EDT
AI Boost Bites: Bring your photos to life with AI Earned Apr 26, 2026 EDT
AI Boost Bites: Become an AI Art Director for Your World Earned Apr 26, 2026 EDT
AI Boost Bites：建立 3D 太陽系 Earned Apr 26, 2026 EDT
[DEPRECATED] AI Boost Bites: AI Power-Ups for Google Workspace Earned Apr 19, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Market Research Earned Apr 19, 2026 EDT
AI Boost Bites：電子郵件內容創作 Earned Apr 19, 2026 EDT
Google Workspace 疑難排解 Earned Apr 13, 2026 EDT
AI Boost Bites：Gemini Gems - 最佳行銷幫手 Earned Apr 12, 2026 EDT
AI Boost Bites：運用 AI 強化高階主管的社群影響力 Earned Apr 12, 2026 EDT
AI Boost Bites：Gemini 圖片轉試算表妙招 Earned Apr 12, 2026 EDT
AI Boost Bites：無程式碼試算表和指令碼 Earned Apr 12, 2026 EDT
AI Boost Bites：找出策略漏洞 Earned Apr 12, 2026 EDT
AI Boost Bites：使用 Google Workspace，掌握撰寫提示詞的專業技巧 Earned Apr 12, 2026 EDT
AI Boost Bites：使用自訂提示詞打造個人化體驗 Earned Apr 12, 2026 EDT
AI Boost Bites：Gemini 簡報摘要 Earned Apr 12, 2026 EDT
運用工具讓 AI 代理具備所要能力 Earned Apr 12, 2026 EDT
AI Boost Bites：使用 Gemini Gems 生成給高階主管的摘要 Earned Apr 12, 2026 EDT
[DEPRECATED] AI Boost Bites: Customer insights with NotebookLM Earned Apr 12, 2026 EDT
AI Boost Bites: 使用 Google 文件和雲端硬碟的內建 Gemini 進行重點摘要 Earned Apr 12, 2026 EDT
Build a Certification Study Guide: PSOE Exam Prep Earned Apr 12, 2026 EDT
管理 AI 代理的記憶與狀態 Earned Apr 12, 2026 EDT
對話式 AI 與互動架構 Earned Apr 11, 2026 EDT
建構 Gemini Enterprise for Customer Experience Earned Apr 11, 2026 EDT
AI 基礎架構：網路技術 Earned Apr 10, 2026 EDT
[DEPRECATED] AI Boost Bites: How Google's L&D Uses AI for Strategy Earned Apr 9, 2026 EDT
生成式 AI 代理：實現組織轉型 Earned Apr 8, 2026 EDT
生成式 AI 應用程式：徹底改變工作方式 Earned Apr 8, 2026 EDT
生成式 AI：瞭解基礎概念 Earned Apr 5, 2026 EDT
生成式 AI：不只是聊天機器人 Earned Apr 5, 2026 EDT
Introduction to Looker Earned Apr 5, 2026 EDT
AI Boost Bites: 運用 AI 簡化活動規劃 Earned Apr 5, 2026 EDT
AI Boost Bites: Become a Homework Hero for Your Kids Earned Apr 5, 2026 EDT
AI Boost Bites: Become a Creative Mashup Artist Earned Apr 5, 2026 EDT
AI Boost Bites: 將構想轉化為動畫藝術 Earned Apr 5, 2026 EDT
[DEPRECATED] AI Boost Bites: Research Hacks with NotebookLM Earned Apr 5, 2026 EDT
AI Boost Bites: Your Personal AI Tutor Earned Apr 5, 2026 EDT
AI Boost Bites: Guided Learning with Gemini Earned Apr 5, 2026 EDT
[DEPRECATED] Architecting an AI Inference Stack Earned Apr 5, 2026 EDT
AI Boost Bites：在 Gmail 中使用 Gemini 安排日曆的訣竅 Earned Apr 5, 2026 EDT
AI Boost Bites: Build a Personalized Weather App Earned Apr 1, 2026 EDT
AI 知識補給站：製作最棒的大學選課報告 Earned Apr 1, 2026 EDT
AI Boost Bites: Create the Perfect Portrait Earned Apr 1, 2026 EDT
AI Boost Bites: Advanced Analysis in Sheets Earned Mar 31, 2026 EDT
AI Boost Bites: Make Any Big Purchase with Confidence Earned Mar 30, 2026 EDT
AI Boost Bites：打造專屬效率提升工具 Earned Mar 30, 2026 EDT
AI Boost Bites: AI Magic in a Sheets Cell Earned Mar 30, 2026 EDT
AI 知識補給站：一鍵生成廣告活動視覺素材 Earned Mar 30, 2026 EDT
AI Boost Bites: Talk to Your Data in Sheets Earned Mar 30, 2026 EDT
AI Boost Bites: Create ‘What If’ Scenarios with AI Earned Mar 30, 2026 EDT
[DEPRECATED] How to Use TPUs for Inference Earned Mar 29, 2026 EDT
AI Boost Bites: Get Your Competitor's Playbook in Minutes Earned Mar 28, 2026 EDT
AI Boost Bites：從草稿到功能完整的應用程式 Earned Mar 28, 2026 EDT
[DEPRECATED] AI Boost Bites: Build an AI Support Bot Earned Mar 28, 2026 EDT
AI Boost Bites: Presentations in Seconds with Nano Banana Pro Earned Mar 28, 2026 EDT
AI Boost Bites: Notes to Sheets with Gemini Earned Mar 28, 2026 EDT
[DEPRECATED] AI Boost Bites: Find the Story in Your Data Earned Mar 28, 2026 EDT
AI Boost Bites: 運用 Gemini 提升研究效率 Earned Mar 28, 2026 EDT
Google 簡報內建 Gemini Earned Mar 21, 2026 EDT
Google 文件內建 Gemini Earned Mar 21, 2026 EDT
Gmail 內建 Gemini Earned Mar 20, 2026 EDT
Google Workspace with Gemini：AI 工作流程的基礎 Earned Mar 20, 2026 EDT
Build a Certification Study Guide: PDE Exam Prep Earned Mar 15, 2026 EDT
使用 Google Cloud 作業套件調度資源 Earned Mar 14, 2026 EDT
Google Cloud 的可靠性與安全性 Earned Mar 13, 2026 EDT
Future-Proof Your AI Learning Strategy Earned Mar 12, 2026 EDT
AI Boost Bites：個人意見回饋代理 Earned Mar 12, 2026 EDT
運用 Google Cloud 翻新基礎架構和應用程式 Earned Mar 11, 2026 EDT
運用 Google Cloud 人工智慧推動創新 Earned Mar 11, 2026 EDT
運用 Google Cloud 探索資料轉換功能 Earned Mar 10, 2026 EDT
透過 Google Cloud 進行數位轉型 Earned Mar 10, 2026 EDT
使用 Agent Development Kit (ADK) 打造 AI 代理 Earned Mar 9, 2026 EDT
AI Boost Bites 打造自己的懷舊街機遊戲 Earned Mar 5, 2026 EST
機器學習運作 (MLOps) 與 Vertex AI：模型評估 Earned Mar 2, 2026 EST
生成式 AI 適用的機器學習運作 (MLOps) Earned Feb 28, 2026 EST
建立您的第一個 Gemini Enterprise 應用程式 Earned Feb 28, 2026 EST
企業 AI 代理與用途 Earned Feb 28, 2026 EST
AI 代理基礎知識 Earned Feb 28, 2026 EST
AI 代理簡介 Earned Feb 25, 2026 EST

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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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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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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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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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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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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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 quiz tests your GDC Air-Gapped Security Operator Fundamental knowledge.

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

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

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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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Cloud technology on its own only provides a fraction of the true value to a business; When combined with data–lots and lots of it–it has the power to truly unlock value and create new experiences for customers. In this course, you'll learn what data is, historical ways companies have used it to make decisions, and why it is so critical for machine learning. This course also introduces learners to technical concepts such as structured and unstructured data. database, data warehouse, and data lakes. It then covers the most common and fastest growing Google Cloud products around data.

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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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This course provides an introduction to the GDC platform—which enables you to host, control, and manage infrastructure and services directly on your premises. GDC air-gapped is one component of Google Distributed Cloud offering which aligns to Google’s digital sovereignty vision. It supports public-sector customers and commercial entities that have strict data residency, security or privacy requirements.

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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。加入社群論壇，提出問題並參與討論

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This course dives into the world of media creation with Gemini Enterprise Agent Platform using Nano Banana and Veo. Learn to design text and image-based prompts to produce high-quality, consistent images, and captivating, cinematic video clips. You'll also learn to refine generated assets using core editing functions. Finally, this course guides you through multi-tool workflow implementations for creative control and consistency, empowering you to transform images into video clips and leverage Gemini for prompt writing assistance and feedback.

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This mini-course will empower users to understand Network Observability in Google Cloud to gain comprehensive visibility into their network traffic, proactively identify issues, and optimize their infrastructure. By understanding how Network Observability works in Google Cloud, organizations can ensure seamless application delivery and enhance their overall cloud architecture and operations.

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This course introduces you to the world of reliable deep learning, a critical discipline focused on developing machine learning models that not only make accurate predictions but also understand and communicate their own uncertainty. You'll learn how to create AI systems that are trustworthy, robust, and adaptable, particularly in high-stakes scenarios where errors can have significant consequences.

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本課程可助您培養在 Google Workspace 環境管理資料的技能。首先，您會瞭解如何在 Gmail 和雲端硬碟，運用資料遺失防護規則防止資料外洩。接著，您將學習使用 Google 保管箱保留、保存及檢索資料。再來，我們會說明如何設定資料地區和匯出方式，以遵守法規要求。最後，您會學習運用標籤區分資料，更安全有條理地管理資料。

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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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Moving to the cloud creates numerous opportunities to start working in a new way and it empowers the workforce to better collaborate and innovate. But it’s also a big change. Sometimes the success of the change hinges not on the change itself, but on how it’s managed. This course will help people managers to understand some of the key challenges associated with cloud adoption, and provide them with a verified in-the-field framework that will assist them in supporting their teams on the change journey. By addressing the human factor of moving to the cloud, organizations increase their chances of realizing business objectives and investing in their future talent.

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This course introduces participants to MLOps tools and best practices for deploying, evaluating, monitoring and operating production ML systems on Google Cloud. MLOps is a discipline focused on the deployment, testing, monitoring, and automation of ML systems in production. Machine Learning Engineering professionals use tools for continuous improvement and evaluation of deployed models. They work with (or can be) Data Scientists, who develop models, to enable velocity and rigor in deploying the best performing models.

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本課程專為專業醫護人員設計，深入淺出地介紹人工智慧的最新突破：生成式 AI，以及這項技術的推手：大型語言模型 (LLM)。您將瞭解生成式 AI 在醫療照護領域的實際應用，並掌握訣竅，針對特定目標撰寫有效的提示詞。

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This course gives you a deep dive into the workflows of Tier 1 and Tier 2 security analysts.

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本課程專為各產業的金融服務專業人員設計，將教您如何運用 AI 工具 (包括 Google Workspace with Gemini、Google Workspace Studio、Gemini Gem、Gemini Notebook 和 Gemini Enterprise)，在日常工作流程中提高工作效率、自動化作業、制定策略決策及促進創新。

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

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Looking to simplify your operations, reduce costs, and drive innovation? This course helps you choose the right solutions to run your Oracle workloads on Google Cloud. Enabling you to take full advantage of Google Cloud's industry-leading infrastructure, powerful data analytics, and cutting-edge AI services.

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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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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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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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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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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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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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In this video, you'll learn to create dynamic visualizations in Google Sheets without the manual setup. Master the art of prompting Gemini to generate charts for marketing campaigns, sales projections, or inventory trends, and learn how to customize them to fit your needs.

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Go from AI basics to proficiency in under 50 minutes with AI Boost Bootcamp. Based on Google’s own proven internal training, this course empowers you to master Gemini at work (across Google Workspace and Gemini Enterprise). Learn how to write effective prompts and use Gemini for project management, creating compelling presentations, aligning your stakeholders in a productive meeting, and communicate with speed and precision. You’ll also get an intro to AI agents with Gemini Enterprise. Start amplifying your unique skills and earn your completion badge today.

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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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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 video covers how to use the Video Overviews feature in NotebookLM to automatically generate a short explainer video based on your source documents.

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

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This video covers how to use NotebookLM as a personal research assistant by adding sources, asking questions, and generating new content formats based on your documents.

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This video covers how to create a 'project notebook' in NotebookLM by adding all relevant sources to build a central, searchable knowledge hub for your team.

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This video covers how to use the Mind Maps feature in NotebookLM to automatically create a visual representation of your sources, helping you understand connections and key concepts.

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本課程介紹 Google Workspace 的 AI 輔助創作工具 Google Vids，即使沒有編輯經驗，也能將原始文件轉化為專業且吸引人的影片。您將學到如何使用範本和自動化工具快速生成草稿，以及如何透過轉錄稿編輯功能、動態視覺特效和自訂音樂，打造個人化內容。最後，您將瞭解如何整合 AI 虛擬化身和旁白，在各種商業用途中流暢地解說簡報。

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Unleash Team Potential: Assess Learning Needs Using GenAI offers practical guidance on using generative AI to perform skill assessment and career development recommendations, thus empowering leaders to elevate team performance, foster talent growth, and bridge skill gaps to achieve success.

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

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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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In this video, you'll learn to streamline your email workflow using Gemini. Master the art of generating to-do lists from your inbox, crafting specific outreach prompts for better results, and polishing your drafts to perfection.

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In this video, you'll learn to integrate AI into every stage of a training program. Master the art of using NotebookLM for content development, Gemini Gems for routine drafting, and Google Workspace tools to facilitate sessions and analyze impact efficiently.

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In this video, you'll learn to turn still images into dynamic videos using Gemini. Master the art of prompting for motion and audio to animate sketches and photographs, instantly elevating your visual storytelling.

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In this video, you'll learn to art direct your images in the Gemini app. You'll see how to use multi-turn editing to furnish an empty room step-by-step, and how to "remix" a photo by applying the color and texture of a butterfly's wings to a pair of rainboots.

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

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This video covers five key ways to use Google's AI tools, including Gemini in Workspace, the Gemini app, and NotebookLM, to enhance your daily productivity.

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This video covers how to use NotebookLM for common marketing tasks like analyzing customer feedback, conducting market research, and generating content ideas.

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

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這堂課程會說明 Google Workspace 管理員如何解決常見的 Google Workspace 問題。學員會練習診斷及解決 Gmail、Google 日曆和雲端硬碟的問題，熟悉管理控制台的操作方式，分析稽核記錄來解決安全性問題，收集資訊並使用可用資源來解決及回報技術性問題。

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這部影片說明如何建立專屬的 Gemini Gem，運用進階 AI 功能自動處理重複性工作，大幅提升工作效率。

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

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

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

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

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

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

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

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

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

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This video covers how NotebookLM can revolutionize customer insight gathering from call or chat transcripts. You'll learn to upload PDF transcripts of hundreds of conversations (even multilingual ones!) and quickly extract key themes, trending topics, and actionable insights without listening for hours. Discover how to save findings, share notebooks, and even generate interactive podcast summaries of your data.

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

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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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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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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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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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歡迎來到「AI 基礎架構：網路技術」課程。本課程將說明如何運用 Google Cloud 的高頻寬、低延遲基礎架構，最佳化調整 AI 系統所有元件之間的資料傳輸和通訊。最後，您將掌握網路在整個 AI 管道 (從資料擷取、訓練到推論) 發揮的關鍵作用，並採取最佳做法，確保工作負載能以最高速度運作。

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In this video, you'll learn to build a smarter L&D strategy using AI. Master the art of using NotebookLM to find the "needle in the haystack" within your data, and use Gemini to refine your ideas and communicate your plan effectively to busy executives.

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「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：瞭解基礎概念是 Gen 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，以及各種類型的資料如何協助生成式 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 因應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 Gen AI Leader 學習路徑的第一門課程，沒有先修條件。本課程旨在帶領您超越對聊天機器人的基本認識，探索生成式 AI 能為貴組織帶來的真正潛力。您將瞭解基礎模型和提示工程等概念，這些都是發揮生成式 AI 威力的關鍵。本課程也會引導您思考重要事項，協助您為貴組織制定成功的生成式 AI 策略。

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

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In this video, you'll learn to use Gemini Deep Research to support your child's education. Master the art of prompting for deep dives that provide quick refreshers for parents and fun, engaging details to spark your child's curiosity.

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In this video, you'll learn the "creative mashup artist" technique for combining images. You'll see how to generate a subject and a scene as two separate images, and then use a final blending prompt to fuse the astronaut from the first image and the court from the second into one new picture.

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

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In this video, you'll learn to use NotebookLM to manage a large-scale research project. You'll see how to upload all your documents to get summaries, ask deeper strategic questions to find key insights, and use the audio feature to listen to your findings on the go.

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In this video, you'll learn to build a reusable, custom "Study Guide Gem." You'll see how to write the core instructions for your Gem once, and then use it again and again to transform messy notes and articles into a perfectly structured study guide with a summary, outline, and glossary.

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In this video, you'll learn to use the Guided Learning experience in Gemini to build a deep understanding of any topic. You'll see how to start a conversation, engage with Gemini's probing questions, and use interactive tools like diagrams and quizzes to guide your learning journey.

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This course is designed for developers looking to build an optimized AI inference stack on Google Cloud. Whether you’re working with GPUs or TPUs, you’ll explore the fundamental components of an inference stack, learn design principles for maximizing performance and reliability, and explore practical techniques to take your workloads from 0 to 1. Explore other content in the Gemini Enterprise Agent Ready (GEAR) program.

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

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In this video, you'll learn to build a working prototype of a personalized weather app using Gemini Canvas. You'll see how to specify the cities for a 7-day forecast and then use a follow-up prompt to change the app's theme to a minimal, dark mode interface.

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

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In this video, you'll learn to create imaginative portraits in the Gemini app that maintain your likeness. You'll see how to use the "Subject, Action, Scene, Style" formula for better prompts, transport yourself into a vintage photo, and combine a photo of yourself and your dog into one new image.

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In this video, you'll learn to use Gemini in Google Sheets for advanced data analysis. You'll learn how to create data visualizations, like a scatter plot, using a simple prompt. You'll also learn how to ask Gemini to analyze your data for strategic insights and recommendations, such as how to save money.

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In this video, you'll learn to use Gemini Deep Research to make complex purchasing decisions with confidence. You'll see how to write a nuanced, personal prompt about your specific needs and receive a synthesized, comparative report that cuts through the clutter of online reviews.

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這部影片說明如何建立自訂個人「公用程式」應用程式 (例如番茄鐘計時器)，只要在 Gemini Canvas 中輸入簡單提示詞，描述功能和設計即可。

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In this video, you'll learn to use the =AI() function in Google Sheets to automate your work. You'll see how to generate text like slogans, summarize paragraphs of customer feedback, and categorize data by classifying inquiries and analyzing sentiment.

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

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In this video, you'll learn to use the "Ask Gemini" feature in Google Sheets to manage your data with natural language. You'll see how to ask Gemini to create dropdowns, highlight sales data, create a pivot table, filter by month, and sort by revenue.

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In this video, you'll learn to create "what if" scenarios using AI's reasoning. You'll see how to set a "before" scene with a person holding a cake, prompt an action by asking "what would happen if they tripped?", and let the AI generate the plausible "after" image of the cake falling.

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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. Explore other content in the Gemini Enterprise Agent Ready (GEAR) program.

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In this video, you'll learn to use Gemini Deep Research to conduct competitive marketing analysis. You'll see how to submit a research prompt, approve the personalized research plan Gemini creates, and receive a detailed, synthesized report on competitor campaigns to inform your strategy.

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

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In this video, you'll learn to build a first-line-of-defense AI for support operations. Master the art of uploading diverse sources, setting secure "Chat only" permissions, and customizing the AI to help your team diagnose issues in a fraction of the time.

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In this video, you'll learn to use Nano Banana Pro to create visually compelling slides. Master the art of using AI to turn data into infographics, "beautify" messy content, and generate on-brand cover slides in seconds.

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In this video, you'll learn to use Gemini in Google Sheets to automatically generate organized trackers from unstructured data. You'll learn how to write a prompt that references other Google Drive files using the "@" symbol. You'll also see how Gemini builds a fully formatted, color-coded table with drop-down menus based on the data in your notes, saving you significant manual effort.

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In this video, you'll learn to use NotebookLM to analyze raw data and find compelling stories. You'll see how to ground the AI in your specific documents, prompt it to generate newsworthy PR claims, and ask it to find hidden correlations between different data points to uncover new insights.

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

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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 how to use Gemini Notebook to create a personalized study guide for the Professional Data Engineer certification exam. You'll review Gemini Notebook features, create a notebook in Gemini Notebook, and learn how to use a study guide to practice for a certification exam.

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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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Organizations need to learn fast to keep up with rapidly evolving technology, especially AI. The demand for new skills is constantly rising for all staff. This course shows how top leaders prioritize AI training. You'll learn to future-proof your organization and set up effective learning programs using Google Skills. Discover how to leverage ready-made materials, design custom experiences, and adapt blended learning strategies for positive business and employee returns.

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

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

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

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

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

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

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

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

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

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

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