Vertex AI is now Gemini Enterprise Agent Platform! We are currently updating our content to reflect this change. Please bear with us if you encounter naming inconsistencies during this transition.
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Veera Venkatesh Ponnapalli
Member since 2025
Diamond League
36926 points
生成式 AI 代理：實現組織轉型
Earned May 2, 2026 EDT
生成式 AI 應用程式：徹底改變工作方式
Earned Apr 26, 2026 EDT
生成式 AI：掌握幕後技術與環境
Earned Apr 25, 2026 EDT
生成式 AI：瞭解基礎概念
Earned Apr 17, 2026 EDT
生成式 AI：不只是聊天機器人
Earned Apr 13, 2026 EDT
使用 Gemini：應用程式開發人員
Earned Mar 13, 2026 EDT
Gemini Enterprise 簡介
Earned Mar 12, 2026 EDT
使用 Gemini：端對端 SDLC
Earned Mar 11, 2026 EDT
管理 AI 代理的記憶與狀態
Earned Mar 5, 2026 EST
運用工具讓 AI 代理具備所要能力
Earned Mar 4, 2026 EST
AI 代理行為最佳化調整
Earned Mar 4, 2026 EST
使用 Agent Development Kit (ADK) 建造 AI 代理：工程設計
Earned Mar 4, 2026 EST
使用 Agent Development Kit (ADK) 打造您的第一個 AI 代理
Earned Mar 4, 2026 EST
使用 Agent Development Kit (ADK) 打造 AI 代理
Earned Mar 3, 2026 EST
建立您的第一個 Gemini Enterprise 應用程式
Earned Mar 3, 2026 EST
企業 AI 代理與用途
Earned Mar 3, 2026 EST
AI 代理基礎知識
Earned Mar 3, 2026 EST
AI 代理簡介
Earned Mar 3, 2026 EST
Arcade March 2026 Sprint 1
Earned Mar 3, 2026 EST
Model Armor：保護您部署的 AI 應用程式
Earned Feb 23, 2026 EST
AI 世界的安全防護簡介
Earned Feb 16, 2026 EST
開發人員的負責任 AI 技術：隱私權與安全性
Earned Feb 14, 2026 EST
Arcade February 2026 Sprint 4
Earned Feb 10, 2026 EST
Arcade February 2026 Sprint 3
Earned Feb 9, 2026 EST
Arcade February 2026 Sprint 2
Earned Feb 4, 2026 EST
Arcade February 2026 Sprint 1
Earned Feb 3, 2026 EST
開發人員的負責任 AI 技術：可解釋性與透明度
Earned Jan 29, 2026 EST
開發人員的負責任 AI 技術：公平性與偏誤
Earned Jan 22, 2026 EST
Google Skills Arcade Trivia January 2026 Week 2
Earned Jan 18, 2026 EST
機器學習運作 (MLOps) 與 Vertex AI：模型評估
Earned Jan 10, 2026 EST
Google Skills Arcade Trivia January 2026 Week 1
Earned Jan 8, 2026 EST
在 Cloud Storage 建立安全的資料湖泊
Earned Jan 5, 2026 EST
生成式 AI 適用的機器學習運作 (MLOps)
Earned Jan 1, 2026 EST
在 Google Cloud 實作 CI/CD 管道
Earned Dec 30, 2025 EST
AI 基礎架構：網路技術
Earned Dec 29, 2025 EST
AI 基礎架構：儲存空間選項
Earned Dec 26, 2025 EST
開始使用 Sensitive Data Protection
Earned Dec 24, 2025 EST
AI 基礎架構：部署類型
Earned Dec 20, 2025 EST
AI 基礎架構：Cloud TPU
Earned Dec 18, 2025 EST
AI 基礎架構：Cloud GPU
Earned Dec 14, 2025 EST
AI 基礎架構：AI Hypercomputer 簡介
Earned Dec 11, 2025 EST
Google DeepMind: 04 Discover The Transformer Architecture
Earned Dec 9, 2025 EST
Google DeepMind: 03 Design And Train Neural Networks
Earned Dec 2, 2025 EST
Google DeepMind: 02 Represent Your Language Data
Earned Nov 23, 2025 EST
Google DeepMind: 01 Build Your Own Small Language Model
Earned Nov 15, 2025 EST
AI Boost Bites: Advanced Analysis in Sheets
Earned Nov 10, 2025 EST
AI Boost Bites: Notes to Sheets with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Gemini Calendar Hacks in Gmail
Earned Nov 10, 2025 EST
AI Boost Bites: Build Slides Fast with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Talk to Your Data in Sheets
Earned Nov 10, 2025 EST
AI Boost Bites: AI Magic in a Sheets Cell
Earned Nov 10, 2025 EST
AI Boost Bites: Create ‘What If’ Scenarios with AI
Earned Nov 10, 2025 EST
AI Boost Bites: Become a Creative Mashup Artist
Earned Nov 10, 2025 EST
AI Boost Bites: Become an AI Art Director for Your World
Earned Nov 10, 2025 EST
AI Boost Bites: Create the Perfect Portrait
Earned Nov 10, 2025 EST
AI Boost Bites: Research Hacks with NotebookLM
Earned Nov 10, 2025 EST
AI Boost Bites: Find the Story in Your Data
Earned Nov 10, 2025 EST
AI Boost Bites: Streamline Event Planning with AI
Earned Nov 10, 2025 EST
AI Boost Bites: Supercharge Research with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Make Any Big Purchase with Confidence
Earned Nov 10, 2025 EST
AI Boost Bites: Animated Charts with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Turn Your Ideas into Animated Art
Earned Nov 10, 2025 EST
AI Boost Bites: Gamify Your Study Guides
Earned Nov 10, 2025 EST
AI Boost Bites: Get Your Competitor's Playbook in Minutes
Earned Nov 10, 2025 EST
AI Boost Bites: Build a Personalized Weather App
Earned Nov 10, 2025 EST
AI Boost Bites: Create a 3D Solar System
Earned Nov 10, 2025 EST
AI Boost Bites: Create Your Own Productivity Tools
Earned Nov 10, 2025 EST
AI Boost Bites: Guided Learning with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Create Your Own Retro Arcade Game
Earned Nov 10, 2025 EST
AI Boost Bites: Become a "Vibe DJ"
Earned Nov 10, 2025 EST
AI Boost Bites: Create Your Ultimate College Scouting Report
Earned Nov 9, 2025 EST
AI Boost Bites: One-Click Campaign Visuals
Earned Nov 8, 2025 EST
AI Boost Bites: NotebookLM Reports
Earned Nov 7, 2025 EST
AI Boost Bites: Presentation Scripts with Gemini
Earned Nov 7, 2025 EST
AI Boost Bites: From Napkin Sketch to Functional App
Earned Nov 5, 2025 EST
AI Boost Bites: Your Personal AI Tutor
Earned Nov 5, 2025 EST
AI Boost Bites: Your Personal Feedback Agent
Earned Oct 31, 2025 EDT
AI Boost Bites: Project Notebooks
Earned Oct 31, 2025 EDT
AI Boost Bites: NotebookLM for Market Research
Earned Oct 30, 2025 EDT
AI Boost Bites: NotebookLM Video Overviews
Earned Oct 29, 2025 EDT
AI Boost Bites: Discover Sources in NotebookLM
Earned Oct 28, 2025 EDT
AI Boost Bites: NotebookLM Mind Maps
Earned Oct 27, 2025 EDT
AI Boost Bites: Intro to NotebookLM
Earned Oct 26, 2025 EDT
AI Boost Bites: Email Content Creation
Earned Oct 26, 2025 EDT
AI Boost Bites: Create Docs in Seconds
Earned Oct 25, 2025 EDT
AI Boost Bites: AI Power-Ups for Google Workspace
Earned Oct 24, 2025 EDT
AI Boost Bites: Tame Your Inbox with AI
Earned Oct 23, 2025 EDT
AI Boost Bites: Gemini Slide Summaries
Earned Oct 23, 2025 EDT
AI Boost Bites: No-Code Sheets & Scripts
Earned Oct 23, 2025 EDT
AI Boost Bites: Amplify Exec Voices with AI
Earned Oct 23, 2025 EDT
AI Boost Bites: Exec Summaries with Gemini Gems
Earned Oct 23, 2025 EDT
AI Boost Bites: Automate tasks with Gemini and Apps Script
Earned Oct 22, 2025 EDT
AI Boost Bites: "Eat the Frog" with NotebookLM
Earned Oct 22, 2025 EDT
AI Boost Bites: Gemini Image-to-Sheets Hack
Earned Oct 22, 2025 EDT
AI Boost Bites: Poke Holes in Your Strategy
Earned Oct 22, 2025 EDT
AI Boost Bites: NotebookLM for Competitive Edge
Earned Oct 22, 2025 EDT
AI Boost Bites: Personalization with customized prompts
Earned Oct 22, 2025 EDT
AI Boost Bites: TL;DR with Gemini in Docs & Drive
Earned Oct 21, 2025 EDT
AI Boost Bites: Prompting like a Pro with Google Workspace
Earned Oct 21, 2025 EDT
AI Boost Bites: Customer insights with NotebookLM
Earned Oct 21, 2025 EDT
AI Boost Bites: Gemini Gems – Your ultimate marketing sidekick
Earned Oct 21, 2025 EDT
AI Boost Bites: Content Generation with Gemini Made Easy
Earned Jul 15, 2025 EDT
負責任的 AI 技術：透過 Google Cloud 採用 AI 開發原則
Earned Jul 12, 2025 EDT
負責任的 AI 技術簡介
Earned Jul 11, 2025 EDT
大型語言模型簡介
Earned Jul 11, 2025 EDT
生成式 AI 簡介
Earned Jul 8, 2025 EDT
在 Agent Platform 探索生成式 AI
Earned Jun 2, 2025 EDT
使用 Gemini 多模態功能和多模態 RAG 檢查複合型文件
Earned May 27, 2025 EDT
使用 Gemini 和 Streamlit 開發生成式 AI 應用程式
Earned May 16, 2025 EDT
Gemini 和 Imagen 實務應用：建構 AI 應用程式
Earned May 13, 2025 EDT
在 Agent Platform 設計提示
Earned May 12, 2025 EDT
「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：掌握幕後技術與環境」是 Generative AI Leader 學習路徑的第三門課程。生成式 AI 正在改變我們的工作方式,以及我們如何與周遭的世界互動。身為領導者,您要如何駕馭 AI 強大的功能,創造實際業務成果?在本課程中,您將認識建構生成式 AI 解決方案時的各個層面、Google Cloud 產品,以及選擇解決方案時應考量的因素。
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「生成式 AI: 瞭解基礎概念」是 Generative 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,以及各種資料類型如何協助生成式 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 應對基礎
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 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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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。
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本課程介紹 Gemini Enterprise，這個強大的平台結合 AI 代理、企業搜尋工具、NotebookLM 和智慧資料存取功能，可協助組織解決難題。學員將能透過實際案例和練習，瞭解 Gemini Enterprise 功能如何滿足實際業務需求、描述平台架構，並說明如何根據不同職務處理資料存取與隱私權事宜。
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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。
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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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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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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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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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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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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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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This month's Arcade Sprint 1 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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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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本課程涵蓋「AI 隱私權」和「AI 安全性」這兩個重要主題。我們將介紹實用的方法和工具，協助您運用 Google Cloud 產品和開放原始碼工具，導入 AI 隱私權和安全性的建議做法。
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This month's Arcade Sprint 4 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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This month's Arcade Sprint 3 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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This month's Arcade Sprint 2 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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This month's Arcade Sprint 1 is live! It's designed for quick learning. Since the labs are open all month, there's no rush; just jump in when you have the time. You'll earn 1 Arcade Point and a new skill with each step. It's that simple: grab your point and keep the momentum going!
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本課程旨在說明 AI 的可解釋性和透明度概念、探討 AI 透明度對開發人員和工程師的重要性。課程中也會介紹實務方法和工具，有助於讓資料和 AI 模型透明且可解釋。
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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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Hey there! You're invited to game on with Google Skills Arcade Trivia for January 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 January Trivia Week 2 badge!
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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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Hey there! You're invited to game on with Google Skills Arcade Trivia for January 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 January Trivia Week 1 badge!
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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完成在 Google Cloud 實作 CI/CD 管道技能徽章中階課程，即可獲得技能徽章。 您將透過本課程學習如何使用 Artifact Registry、Cloud Build 和 Cloud Deploy，並且操作 Google Cloud 控制台、Google Cloud CLI、Cloud Run 和 GKE。本課程會介紹如何建構持續整合 管道、儲存及保護構件、掃描安全漏洞、驗證 已核准的發布版本是否有效。此外，您還會實際操作，將應用程式 同時部署至 GKE 和 Cloud Run。
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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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在本課程中，您將全面瞭解 Google Cloud 提供的儲存空間解決方案，專門用於 AI 和高效能運算 (HPC) 的工作負載。您將學習如何根據機器學習生命週期的各個階段，選擇合適的儲存空間；以及探索如何在訓練期間將 I/O 效能最佳化、管理準備資料所需的龐大資料集，以及用低延遲提供模型構件。透過實際例子和示範，您將掌握專業知識，得以設計穩健的儲存空間解決方案，並加快 AI 創新。
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完成「開始使用 Sensitive Data Protection」 技能徽章入門課程，證明您具備下列技能：使用 Sensitive Data Protection 服務 (包括 Cloud Data Loss Prevention API) 來檢查、遮蓋及去識別化 Google Cloud 中的機密資料。
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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。
想瞭解 AI 背後的強大硬體嗎？本單元將深入解析針對效能最佳化的 AI 電腦，說明其重要性。我們將探討 CPU、GPU 和 TPU 如何大幅加速 AI 任務運算，分析各自的特點，以及 AI 軟體如何充分利用這些硬體效能。單元結束後，您將清楚掌握如何根據 AI 專案挑選合適的 GPU，並做出明智的 AI 工作負載決策。
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準備開始使用 AI Hypercomputer 了嗎？這門課程可讓您快速上手！我們將介紹這個架構的基本概念，以及此架構如何幫助 AI 處理 AI 工作負載。您將瞭解 Hypercomputer 內的不同元件，例如 GPU、TPU 和 CPU，以及如何視需求選擇合適的部署方法。
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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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In this Google DeepMind course you will learn how to prepare text data for language models to process. You will investigate the tools and techniques used to prepare, structure, and represent text data for language models, with a focus on tokenization and embeddings. You will be encouraged to think critically about the decisions behind data preparation, and what biases within the data may be introduced into models. You will analyze trade-offs, learn how to work with vectors and matrices, how meaning is represented in language models. Finally, you will practice designing a dataset ethically using the Data Cards process, ensuring transparency, accountability, and respect for community values in AI development.
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In this Google DeepMind course, you will learn the fundamentals of language models and gain a high-level understanding of the machine learning development pipeline. You will consider the strengths and limitations of traditional n-gram models and advanced transformer models. Practical coding labs will enable you to develop insights into how machine learning models work and how they can be used to generate text and identify patterns in language. Through real-world case studies, you will build an understanding around how research engineers operate. Drawing on these insights you will identify problems that you wish to tackle in your own community and consider how to leverage the power of machine learning responsibly to address these problems within a global and local context.
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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 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 Gemini in Google Workspace to manage your calendar from your Gmail inbox. You'll learn how to ask Gemini about your schedule in the side panel and how to create new events without switching apps. You'll also learn how to use Gemini's one-click scheduling feature when it automatically detects event details in an email.
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In this video, you'll learn to use Gemini in Google Slides to build polished presentations efficiently. You'll see how to create slides by referencing content directly from your Google Drive files using the "@" symbol. You'll also learn to generate custom, professional images from a simple text prompt to visually enhance your presentation.
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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 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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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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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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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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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 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 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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In this video, you'll learn to use an AI assistant to streamline large-scale event planning. You'll see how to prompt an AI to brainstorm off-site ideas, create fair groups for icebreakers, build a shuttle schedule based on arrival times, and analyze survey feedback for gains and losses.
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In this video, you'll learn pro tips for conducting thorough competitive research with Gemini Deep Research. You'll see how to enhance a basic prompt by assigning a persona, specifying a table format for the output, and directing the AI to search specific sources like Reddit for richer insights.
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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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In this video, you'll learn to create an animated bar chart race using Gemini Canvas. You'll see how to write a prompt to visualize data over time and then use a follow-up prompt to refine the animation, such as slowing it down for a presentation.
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In this video, you'll learn to create complex animated art using Gemini Canvas. You'll see how to write a descriptive prompt to generate a kinetic typography animation with distortion effects, and then use a follow-up prompt to completely change its color style.
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In this video, you'll learn to turn your study guides into interactive quizzes using Gemini Canvas. You'll see how to upload your notes and use a simple prompt to generate a quiz with multiple choice and fill-in-the-blank questions that provide immediate feedback.
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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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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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In this video, you'll learn to create an interactive 3D simulation using Gemini Canvas. You'll see how to build a 3D model of the solar system from a single sentence and then use follow-up prompts to add interactive and educational features, like clickable planets and fun facts.
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In this video, you'll learn to build a custom personal utility app using Gemini Canvas. You'll see how to write a detailed prompt to create a Pomodoro timer tailored to your specific needs, and then use follow-up prompts to adjust its visual design.
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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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In this video, you'll learn to use a simple text prompt in Gemini Canvas to build a playable game. You'll see how to create a Tic-Tac-Toe game, use a follow-up prompt to customize its theme to a retro 8-bit style, and share the final game with a link.
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In this video, you'll learn to build a working music synthesizer using a simple text prompt in Gemini Canvas. You'll see how to specify controls like waveform, attack, and sustain, and then interact with the generated instrument to create and experiment with your own unique sounds.
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In this video, you'll learn to use creative prompts in Gemini to make complex research fun and easy to understand. You'll see how to ask Gemini to research a topic and present the findings in a creative format, like a sports scouting report and a head-to-head bracket, to better visualize and compare your options.
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In this video, you'll learn to use the Create menu in Gemini Canvas to instantly convert a block of text into a variety of visual formats. You’ll see how to take a brainstormed marketing campaign and turn it into both a shareable infographic and an internal webpage with just one click.
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This video covers how NotebookLM's Reports feature dynamically suggests formats to help you create customized, trustworthy analyses of your documents with ease.
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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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In this video, you'll learn to use Gemini Canvas to turn a simple drawing into a working app. You'll upload a sketch, use a simple prompt to generate code, watch a live preview build itself, and make iterative changes to your app prototype using natural language.
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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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This video covers how to build a personalized "Work with Me" agent using Gemini Gems, which helps streamline foundational feedback and makes your meetings more strategic and efficient.
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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 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 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.
This Diwali, trade the fireworks for fun chats! Hang out with Arcade Chatbots to brush up on cloud skills, from Cloud Architect to Machine Learning, then race through football stadiums and Olympic events—sprints, BMX, swimming, you name it. Every chat is a little spark that makes learning feel festive, fun, and totally worth it!
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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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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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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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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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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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完成「在 Agent Platform 探索生成式 AI」技能徽章中階課程，即可證明自己具備下列技能： 可運用 Gemini API 生成文字、分析圖片和影片來強化內容創作能力，還能使用函式呼叫技巧。 本課程將帶您瞭解如何善用進階的 Gemini 技術、使用多模態內容生成功能，並提升 AI 專案的潛力。
生成式 AI 代理：實現組織轉型
Earned May 2, 2026 EDT
生成式 AI 應用程式：徹底改變工作方式
Earned Apr 26, 2026 EDT
生成式 AI：掌握幕後技術與環境
Earned Apr 25, 2026 EDT
生成式 AI：瞭解基礎概念
Earned Apr 17, 2026 EDT
生成式 AI：不只是聊天機器人
Earned Apr 13, 2026 EDT
使用 Gemini：應用程式開發人員
Earned Mar 13, 2026 EDT
Gemini Enterprise 簡介
Earned Mar 12, 2026 EDT
使用 Gemini：端對端 SDLC
Earned Mar 11, 2026 EDT
管理 AI 代理的記憶與狀態
Earned Mar 5, 2026 EST
運用工具讓 AI 代理具備所要能力
Earned Mar 4, 2026 EST
AI 代理行為最佳化調整
Earned Mar 4, 2026 EST
使用 Agent Development Kit (ADK) 建造 AI 代理：工程設計
Earned Mar 4, 2026 EST
使用 Agent Development Kit (ADK) 打造您的第一個 AI 代理
Earned Mar 4, 2026 EST
使用 Agent Development Kit (ADK) 打造 AI 代理
Earned Mar 3, 2026 EST
建立您的第一個 Gemini Enterprise 應用程式
Earned Mar 3, 2026 EST
企業 AI 代理與用途
Earned Mar 3, 2026 EST
AI 代理基礎知識
Earned Mar 3, 2026 EST
AI 代理簡介
Earned Mar 3, 2026 EST
Arcade March 2026 Sprint 1
Earned Mar 3, 2026 EST
Model Armor：保護您部署的 AI 應用程式
Earned Feb 23, 2026 EST
AI 世界的安全防護簡介
Earned Feb 16, 2026 EST
開發人員的負責任 AI 技術：隱私權與安全性
Earned Feb 14, 2026 EST
Arcade February 2026 Sprint 4
Earned Feb 10, 2026 EST
Arcade February 2026 Sprint 3
Earned Feb 9, 2026 EST
Arcade February 2026 Sprint 2
Earned Feb 4, 2026 EST
Arcade February 2026 Sprint 1
Earned Feb 3, 2026 EST
開發人員的負責任 AI 技術：可解釋性與透明度
Earned Jan 29, 2026 EST
開發人員的負責任 AI 技術：公平性與偏誤
Earned Jan 22, 2026 EST
Google Skills Arcade Trivia January 2026 Week 2
Earned Jan 18, 2026 EST
機器學習運作 (MLOps) 與 Vertex AI：模型評估
Earned Jan 10, 2026 EST
Google Skills Arcade Trivia January 2026 Week 1
Earned Jan 8, 2026 EST
在 Cloud Storage 建立安全的資料湖泊
Earned Jan 5, 2026 EST
生成式 AI 適用的機器學習運作 (MLOps)
Earned Jan 1, 2026 EST
在 Google Cloud 實作 CI/CD 管道
Earned Dec 30, 2025 EST
AI 基礎架構：網路技術
Earned Dec 29, 2025 EST
AI 基礎架構：儲存空間選項
Earned Dec 26, 2025 EST
開始使用 Sensitive Data Protection
Earned Dec 24, 2025 EST
AI 基礎架構：部署類型
Earned Dec 20, 2025 EST
AI 基礎架構：Cloud TPU
Earned Dec 18, 2025 EST
AI 基礎架構：Cloud GPU
Earned Dec 14, 2025 EST
AI 基礎架構：AI Hypercomputer 簡介
Earned Dec 11, 2025 EST
Google DeepMind: 04 Discover The Transformer Architecture
Earned Dec 9, 2025 EST
Google DeepMind: 03 Design And Train Neural Networks
Earned Dec 2, 2025 EST
Google DeepMind: 02 Represent Your Language Data
Earned Nov 23, 2025 EST
Google DeepMind: 01 Build Your Own Small Language Model
Earned Nov 15, 2025 EST
AI Boost Bites: Advanced Analysis in Sheets
Earned Nov 10, 2025 EST
AI Boost Bites: Notes to Sheets with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Gemini Calendar Hacks in Gmail
Earned Nov 10, 2025 EST
AI Boost Bites: Build Slides Fast with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Talk to Your Data in Sheets
Earned Nov 10, 2025 EST
AI Boost Bites: AI Magic in a Sheets Cell
Earned Nov 10, 2025 EST
AI Boost Bites: Create ‘What If’ Scenarios with AI
Earned Nov 10, 2025 EST
AI Boost Bites: Become a Creative Mashup Artist
Earned Nov 10, 2025 EST
AI Boost Bites: Become an AI Art Director for Your World
Earned Nov 10, 2025 EST
AI Boost Bites: Create the Perfect Portrait
Earned Nov 10, 2025 EST
AI Boost Bites: Research Hacks with NotebookLM
Earned Nov 10, 2025 EST
AI Boost Bites: Find the Story in Your Data
Earned Nov 10, 2025 EST
AI Boost Bites: Streamline Event Planning with AI
Earned Nov 10, 2025 EST
AI Boost Bites: Supercharge Research with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Make Any Big Purchase with Confidence
Earned Nov 10, 2025 EST
AI Boost Bites: Animated Charts with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Turn Your Ideas into Animated Art
Earned Nov 10, 2025 EST
AI Boost Bites: Gamify Your Study Guides
Earned Nov 10, 2025 EST
AI Boost Bites: Get Your Competitor's Playbook in Minutes
Earned Nov 10, 2025 EST
AI Boost Bites: Build a Personalized Weather App
Earned Nov 10, 2025 EST
AI Boost Bites: Create a 3D Solar System
Earned Nov 10, 2025 EST
AI Boost Bites: Create Your Own Productivity Tools
Earned Nov 10, 2025 EST
AI Boost Bites: Guided Learning with Gemini
Earned Nov 10, 2025 EST
AI Boost Bites: Create Your Own Retro Arcade Game
Earned Nov 10, 2025 EST
AI Boost Bites: Become a "Vibe DJ"
Earned Nov 10, 2025 EST
AI Boost Bites: Create Your Ultimate College Scouting Report
Earned Nov 9, 2025 EST
AI Boost Bites: One-Click Campaign Visuals
Earned Nov 8, 2025 EST
AI Boost Bites: NotebookLM Reports
Earned Nov 7, 2025 EST
AI Boost Bites: Presentation Scripts with Gemini
Earned Nov 7, 2025 EST
AI Boost Bites: From Napkin Sketch to Functional App
Earned Nov 5, 2025 EST
AI Boost Bites: Your Personal AI Tutor
Earned Nov 5, 2025 EST
AI Boost Bites: Your Personal Feedback Agent
Earned Oct 31, 2025 EDT
AI Boost Bites: Project Notebooks
Earned Oct 31, 2025 EDT
AI Boost Bites: NotebookLM for Market Research
Earned Oct 30, 2025 EDT
AI Boost Bites: NotebookLM Video Overviews
Earned Oct 29, 2025 EDT
AI Boost Bites: Discover Sources in NotebookLM
Earned Oct 28, 2025 EDT
AI Boost Bites: NotebookLM Mind Maps
Earned Oct 27, 2025 EDT
AI Boost Bites: Intro to NotebookLM
Earned Oct 26, 2025 EDT
AI Boost Bites: Email Content Creation
Earned Oct 26, 2025 EDT
AI Boost Bites: Create Docs in Seconds
Earned Oct 25, 2025 EDT
AI Boost Bites: AI Power-Ups for Google Workspace
Earned Oct 24, 2025 EDT
AI Boost Bites: Tame Your Inbox with AI
Earned Oct 23, 2025 EDT
AI Boost Bites: Gemini Slide Summaries
Earned Oct 23, 2025 EDT
AI Boost Bites: No-Code Sheets & Scripts
Earned Oct 23, 2025 EDT
AI Boost Bites: Amplify Exec Voices with AI
Earned Oct 23, 2025 EDT
AI Boost Bites: Exec Summaries with Gemini Gems
Earned Oct 23, 2025 EDT
AI Boost Bites: Automate tasks with Gemini and Apps Script
Earned Oct 22, 2025 EDT
AI Boost Bites: "Eat the Frog" with NotebookLM
Earned Oct 22, 2025 EDT
AI Boost Bites: Gemini Image-to-Sheets Hack
Earned Oct 22, 2025 EDT
AI Boost Bites: Poke Holes in Your Strategy
Earned Oct 22, 2025 EDT
AI Boost Bites: NotebookLM for Competitive Edge
Earned Oct 22, 2025 EDT
AI Boost Bites: Personalization with customized prompts
Earned Oct 22, 2025 EDT
AI Boost Bites: TL;DR with Gemini in Docs & Drive
Earned Oct 21, 2025 EDT
AI Boost Bites: Prompting like a Pro with Google Workspace
Earned Oct 21, 2025 EDT
AI Boost Bites: Customer insights with NotebookLM
Earned Oct 21, 2025 EDT
AI Boost Bites: Gemini Gems – Your ultimate marketing sidekick
Earned Oct 21, 2025 EDT
在 Compute Engine 導入 Cloud Load Balancing
Earned Oct 20, 2025 EDT
Diwali Dialogues
Earned Oct 16, 2025 EDT
AI Boost Bites: Content Generation with Gemini Made Easy
Earned Jul 15, 2025 EDT
負責任的 AI 技術：透過 Google Cloud 採用 AI 開發原則
Earned Jul 12, 2025 EDT
負責任的 AI 技術簡介
Earned Jul 11, 2025 EDT
大型語言模型簡介
Earned Jul 11, 2025 EDT
生成式 AI 簡介
Earned Jul 8, 2025 EDT
在 Agent Platform 探索生成式 AI
Earned Jun 2, 2025 EDT
使用 Gemini 多模態功能和多模態 RAG 檢查複合型文件
Earned May 27, 2025 EDT
使用 Gemini 和 Streamlit 開發生成式 AI 應用程式
Earned May 16, 2025 EDT
Gemini 和 Imagen 實務應用：建構 AI 應用程式
Earned May 13, 2025 EDT
在 Agent Platform 設計提示
Earned May 12, 2025 EDT