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。
完成「使用 Agent Development Kit (ADK) 建造 AI 代理：工程設計」技能徽章中階課程，即可證明您具備下列技能： 提出實際的語言模型研究問題、建構簡單的權杖化工具、準備資料集來訓練 Transformer 語言模型，以及執行小型語言模型的訓練迴圈。
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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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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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使用 Agent Development Kit (ADK) 建構、設定及執行您的第一個 AI 代理，將自身代理知識化為實際成果。
在這堂實作課程，您會設立完整的 ADK 開發環境，並使用 Python 程式碼和 YAML 設定打造代理，然後透過多個介面執行。您也會瞭解定義代理行為的核心參數，將課程 1 的學習成果轉化為實際運作的程式碼。
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AI 代理是超越傳統大型語言模型 (LLM) 的重大轉變，這類服務不僅可以生成以文字為基礎的解決方案，還能自主加以執行。本課程介紹 AI 代理的基礎知識、與 LLM API 的差異，以及在實際應用上帶來的價值。本課程內容奠基於 Google 的代理白皮書，介紹實際編寫代理程式碼之前所需的理論基礎，非常適合有意透過目標導向自主行為 (不僅限於文字生成) 來理解 AI 系統的開發人員、架構師和技術決策者。加入社群論壇，提出問題並參與討論。
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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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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。
本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具，可協助分析客戶資料及預測產品銷售情形。您也會學習如何在 BigQuery 中使用客戶資料識別、分類及開發新客戶。透過使用實作研究室，您可以體驗 Gemini 如何改良資料分析和機器學習工作流程。
Duet AI 已更名為 Gemini，這是我們的新一代模型。
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完成 使用 Gemini 和 Streamlit 開發生成式 AI 應用程式 技能徽章中階課程，即可證明您具備下列技能： 生成文字、透過 Python SDK 和 Gemini API 呼叫函式，以及運用 Cloud Run 部署 Streamlit 應用程式。 您將瞭解如何以不同方式透過提示請 Gemini 生成文字、使用 Cloud Shell 測試及疊代 Streamlit 應用程式，隨後封裝成 Docker 容器並在 Cloud Run 中部署。
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完成「透過直覺式程式開發和 MCP，建構智慧雲端應用程式」課程，即可獲得技能徽章。在本課程中，您將學會如何利用 Google AI 程式設計助理和 MCP 伺服器的強大功能。
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AI 推論是指下列流程：使用經過訓練的機器學習模型，應用習得的模式，對未見過的新資料進行預測。這門課程適合有興趣在 Cloud Run 快速部署 AI 推論服務的開發人員、資料科學家和機器學習工程師。如果您熟悉雲端式無伺服器應用程式部署解決方案，不過可能未曾使用 Google Cloud 無伺服器產品執行 AI 推論，這門課程相當適合您。
課程包含範例，呈現如何使用 GPU 部署 AI 推論模型，以及整合生成式 AI 應用程式與資料儲存服務。
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本課程專為 Google Cloud 開發人員和 DevOps 工程師設計，建議的修習對象為熟悉 Google Cloud 控制台基本操作，且需要為組織設定 Gemini Code Assist 者。課程將介紹 Gemini Code Assist 的優點、比較不同版本的功能，並展示如何在組織內設定及管理 Gemini Code Assist。
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本課程適合各程度的開發人員，主要介紹 Gemini Code Assist 的核心功能與特色。這項 Google Cloud AI 輔助協作工具是應用程式開發的好幫手，提供程式碼智慧建議、自動補全、即時偵錯和重構輔助等實用功能。您將瞭解 Gemini Code Assist 如何大幅提升工作效率和程式碼品質，並助您省下寶貴時間，專心處理較具效益且更有趣的工作。
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本課程會說明如何使用 Google 可攜式 UI 工具包 Flutter 來開發應用程式，並將應用程式與 Google 生成式 AI 模型系列 Gemini 整合。您也會用到 Vertex AI Agent Builder，此為建構及管理 AI 代理和應用程式的 Google 平台。
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使用生成式 AI 為使用者提供更好的搜尋流程，強化網站的瀏覽體驗。在本課程中，您會瞭解如何使用 Vertex AI Search，讓網站使用者能享有生成式搜尋體驗，進一步發掘網站內容。身為網站編輯，您也會學習如何使用生成式 AI 輸出建議，迅速有效地翻譯及調整內容。
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大型語言模型 (LLM) 誕生之後，生成式 AI 應用程式帶來的嶄新使用者體驗，可說是幾乎前所未有。身為應用程式開發人員，您要如何在 Google Cloud，運用生成式 AI 建立出色的互動式應用程式？
本課程將帶您瞭解生成式 AI 應用程式，以及如何使用提示設計和檢索增強生成 (RAG)，透過 LLM 建構強大的應用程式。我們也會介紹可用於正式環境的生成式 AI 應用程式架構。您將建構採用 LLM 和 RAG 的對話應用程式。
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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具，可協助您透過 Google Cloud 使用 Google 產品和服務，開發、測試、部署及管理應用程式。有了 Gemini 的協助，您會學到如何開發和建構網頁應用程式、修正應用程式中的錯誤、開發測試及查詢資料。在實作研究室中，您也會體驗到 Gemini 如何改良軟體開發生命週期 (SDLC)。
Duet AI 已更名為 Gemini，這是我們的新一代模型。
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本課程介紹的 Gemini 是採用生成式 AI 技術的協作工具，可協助開發人員透過 Google Cloud 建構應用程式。您將瞭解如何透過提示讓 Gemini 為您解釋程式碼內容、推薦 Google Cloud 服務，以及生成應用程式的程式碼。在實作研究室中，您也會體驗到 Gemini 如何改良應用程式的開發工作流程。
Duet AI 已更名為 Gemini，這是我們的新一代模型。
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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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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This video covers how to use the 'Discover Sources' feature in NotebookLM to find and import relevant web-based sources directly into your research project.
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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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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 use Gemini in Gmail to draft new emails,
refine their tone, respond with context from Drive files, and use smart
reply suggestions.
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This video covers how to use the 'Help me create' feature in Google Docs to generate a complete, formatted document by referencing content from other files in your Drive.
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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 Gemini in Gmail to summarize emails, find information, and draft replies, helping you manage your inbox more efficiently.
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This video covers how to use Gemini in Slides to automatically generate
meeting recaps and draft follow-up emails, which can streamline your
post-meeting workflow and save you time.
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This video covers how you can leverage Gemini's advanced AI capabilities within Google Sheets to effortlessly pull data and generate insights in minutes, all without the need for any technical or coding background.
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This video will cover how to leverage Gemini Gems to create authentic
social media posts in your leader's unique voice. Learn to overcome the
challenge of scaling executive social presence by training a Gem with
writing samples and clear instructions. Discover how to generate engaging
posts quickly, saving time while amplifying thought leadership and
ensuring authenticity.
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This video covers how you can create your own Brevity Gem to summarize and transform messy notes or long documents into clear, concise, executive-ready summaries.
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This video covers how to use Gemini and Apps Script to automate manual tasks across Google Workspace. You'll learn to prompt Gemini to generate Apps Script code that automatically drafts email reminders in Google Sheets for tasks not marked 'Complete.' Automate your workflow with little to no technical expertise, freeing up time for more important work and eliminating manual follow-ups.
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This video covers how you can leverage Notebook LM to "eat the frog" on your to-do list by automating complex tasks like summarizing legislation and mapping services, saving you hours of work.
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This video covers how to eliminate tedious manual data entry using Gemini. Learn how to take a picture or screenshot of data (from PDFs, paper, or images) and prompt Gemini to instantly convert it into a structured Google Sheet. Discover this simple hack to save countless hours transcribing data, turning Gemini into your personal data entry assistant. Just snap, prompt, and export!
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AI Boost Bites is a video series designed to help you leverage Google's AI tools in your daily work. Each episode, under 10 minutes, features a quick video demonstrating a real-world AI use case or topic. After the video, you'll get a challenge to apply what you've learned. It's an easy, interactive way to boost your AI skills and improve your productivity.
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This video will cover how to use NotebookLM to gather and analyze
publicly available information, combine it with internal documents, and
extract key competitive insights.
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This video covers how to personalize your Gemini results in Google
Workspace. Learn to incorporate documents and research papers directly
into your prompts using the "@" symbol to get more targeted and relevant
AI output tailored to your needs.
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This video covers how you can use Gemini to summarize long documents in Google Workspace, so you can quickly get the information you need and save time. You'll learn how to use Gemini to summarize entire documents or just selected text, as well as how to use Gemini in Drive to summarize across multiple files.
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This video covers prompt engineering fundamentals for effective AI communication. Learn a simple framework (Persona, Task, Context, Format) to craft clear prompts, getting better, faster results from Gemini in Google Workspace. Discover how to use natural language, be specific, and iterate for optimal AI assistance.
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This video will cover how you can leverage Gemini's advanced AI capabilities in Google Docs to brainstorm ideas, draft various marketing content, and collaborate with your team.
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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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This video covers how to create your own Gemini Gems, advanced AI capabilities that can automate repetitive tasks and supercharge your productivity.
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完成「使用 Gemini Code Assist 開始開發應用程式」課程，即可獲得技能徽章。在本課程中，您將學會如何利用 Google AI 程式設計助理的強大功能。
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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.
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Welcome to the two-part course on Logging, Monitoring, and Observability in Google Cloud. The core operations tools in Google Cloud break down into two major categories. The operations-focused components and the application performance management tools. This course, Logging and Monitoring in Google Cloud, covers the operations-focused components including Logging, Monitoring, and Service Monitoring. After taking this course, it is suggested that you complete part 2, Observability in Google Cloud, to learn about the available application performance management tools.
注意力機制
Earned Apr 3, 2026 EDT
圖像生成簡介
Earned Apr 3, 2026 EDT
管理 AI 代理的記憶與狀態
Earned Mar 19, 2026 EDT
運用工具讓 AI 代理具備所要能力
Earned Mar 12, 2026 EDT
使用 Agent Development Kit (ADK) 建造 AI 代理：工程設計
Earned Mar 12, 2026 EDT
使用 Agent Development Kit (ADK) 打造 AI 代理
Earned Mar 12, 2026 EDT
AI 代理行為最佳化調整
Earned Mar 12, 2026 EDT
使用 Agent Development Kit (ADK) 打造您的第一個 AI 代理
Earned Mar 12, 2026 EDT
AI 代理基礎知識
Earned Mar 12, 2026 EDT
運用 BigQuery ML 建立機器學習模型
Earned Mar 12, 2026 EDT
透過 Gemini in BigQuery 提升工作效率
Earned Mar 11, 2026 EDT
在 BigQuery 使用 Gemini 模型
Earned Mar 10, 2026 EDT
透過 BigQuery 機器學習執行推論作業
Earned Mar 9, 2026 EDT
使用 Gemini：數據資料學家和分析師
Earned Mar 5, 2026 EST
使用 Gemini 和 Streamlit 開發生成式 AI 應用程式
Earned Mar 5, 2026 EST
透過直覺式程式開發和 MCP，建構智慧雲端應用程式
Earned Mar 4, 2026 EST
使用 Cloud Run 部署及擴充 AI 模型
Earned Mar 3, 2026 EST
設定組織專用的 Gemini Code Assist
Earned Mar 3, 2026 EST
運用 Gemini Code Assist 簡化應用程式開發作業
Earned Mar 2, 2026 EST
運用 Vertex AI 和 Flutter 打造生成式 AI 代理
Earned Mar 2, 2026 EST
在 Google Cloud 運用生成式 AI 翻新網站
Earned Mar 2, 2026 EST
在 Google Cloud 打造生成式 AI 應用程式
Earned Mar 2, 2026 EST
使用 Gemini：端對端 SDLC
Earned Feb 26, 2026 EST
使用 Gemini：應用程式開發人員
Earned Feb 26, 2026 EST
運用 Gemini CLI 加速開發應用程式
Earned Feb 24, 2026 EST
AI Boost Bites: NotebookLM for Market Research
Earned Feb 20, 2026 EST
AI Boost Bites: NotebookLM Video Overviews
Earned Feb 20, 2026 EST
AI Boost Bites: Discover Sources in NotebookLM
Earned Feb 20, 2026 EST
AI Boost Bites: NotebookLM Mind Maps
Earned Feb 20, 2026 EST
AI Boost Bites: Intro to NotebookLM
Earned Feb 20, 2026 EST
AI Boost Bites: Email Content Creation
Earned Feb 20, 2026 EST
AI Boost Bites: Create Docs in Seconds
Earned Feb 20, 2026 EST
AI Boost Bites: AI Power-Ups for Google Workspace
Earned Feb 20, 2026 EST
AI Boost Bites: Tame Your Inbox with AI
Earned Feb 20, 2026 EST
AI Boost Bites: Gemini Slide Summaries
Earned Feb 20, 2026 EST
AI Boost Bites: No-Code Sheets & Scripts
Earned Feb 20, 2026 EST
AI Boost Bites: Amplify Exec Voices with AI
Earned Feb 20, 2026 EST
AI Boost Bites: Exec Summaries with Gemini Gems
Earned Feb 20, 2026 EST
AI Boost Bites: Automate tasks with Gemini and Apps Script
Earned Feb 20, 2026 EST
AI Boost Bites: "Eat the Frog" with NotebookLM
Earned Feb 20, 2026 EST
AI Boost Bites: Gemini Image-to-Sheets Hack
Earned Feb 20, 2026 EST
AI Boost Bites: Poke Holes in Your Strategy
Earned Feb 20, 2026 EST
AI Boost Bites: NotebookLM for Competitive Edge
Earned Feb 20, 2026 EST
AI Boost Bites: Personalization with customized prompts
Earned Feb 20, 2026 EST
AI Boost Bites: TL;DR with Gemini in Docs & Drive
Earned Feb 20, 2026 EST
AI Boost Bites: Prompting like a Pro with Google Workspace
Earned Feb 16, 2026 EST
AI Boost Bites: Content Generation with Gemini Made Easy
Earned Feb 16, 2026 EST
AI Boost Bites: Customer insights with NotebookLM
Earned Feb 16, 2026 EST
AI Boost Bites: Gemini Gems – Your ultimate marketing sidekick
Earned Feb 16, 2026 EST
使用 Gemini Code Assist 開始開發應用程式
Earned Feb 12, 2026 EST
Observability in Google Cloud
Earned Feb 12, 2026 EST
Logging and Monitoring in Google Cloud
Earned Dec 16, 2025 EST
雲端架構：設計、實作與管理
Earned Dec 16, 2025 EST
設定 Google Cloud 網路
Earned Dec 12, 2025 EST
建立 Google Cloud 網路
Earned Dec 5, 2025 EST
Google Kubernetes Engine 成本效益最佳化
Earned Nov 27, 2025 EST
在 Google Cloud 使用 Terraform 建構基礎架構
Earned Nov 25, 2025 EST
重要的 Google Cloud 基礎架構：基本概念
Earned Nov 18, 2025 EST
在 Google Cloud 設定應用程式開發環境
Earned Nov 13, 2025 EST
Google Cloud 基礎知識：核心基礎架構
Earned Nov 12, 2025 EST
在 Compute Engine 導入 Cloud Load Balancing
Earned Nov 5, 2025 EST