Ashu Choudhary
Member since 2025
Silver League
81549 points
在 Google Cloud 實作 CI/CD 管道
Earned Dec 1, 2025 EST
在 Google Cloud 實作 Sensitive Data Protection
Earned Dec 1, 2025 EST
使用 Apps Script 及 AppSheet 進行開發作業
Earned Dec 1, 2025 EST
透過 Google Cloud 建構網站
Earned Nov 29, 2025 EST
運用 Gemini 分析多模態資料並推論
Earned Nov 28, 2025 EST
AI 基礎架構：AI Hypercomputer 簡介
Earned Nov 25, 2025 EST
在 Compute Engine 導入 Cloud Load Balancing
Earned Nov 25, 2025 EST
Google DeepMind：訓練小型語言模型
Earned Nov 25, 2025 EST
管理 Google Cloud 中的 Kubernetes
Earned Nov 24, 2025 EST
使用 Firebase 開發無伺服器應用程式
Earned Nov 20, 2025 EST
Google Skills Arcade Trivia November 2025 Week 4
Earned Nov 6, 2025 EST
Google Skills Arcade Trivia November 2025 Week 3
Earned Nov 6, 2025 EST
Google Skills Arcade Trivia November 2025 Week 2
Earned Nov 5, 2025 EST
Google Skills Arcade Trivia November 2025 Week 1
Earned Nov 4, 2025 EST
Google Skills Arcade Certification Zone October 2025
Earned Oct 30, 2025 EDT
Diwali Dialogues
Earned Oct 11, 2025 EDT
負責任的 AI 技術：透過 Google Cloud 採用 AI 開發原則
Earned Oct 10, 2025 EDT
在 Google Cloud 使用機器學習 API
Earned Oct 1, 2025 EDT
Skills Boost Arcade Base Camp September 2025
Earned Sep 26, 2025 EDT
建構安全的 Google Cloud 網路
Earned Aug 11, 2025 EDT
Skills Boost Arcade Base Camp July 2025
Earned Jul 20, 2025 EDT
使用 Google Cloud Speech API
Earned May 31, 2025 EDT
使用 Cloud Vision API 分析圖片
Earned May 31, 2025 EDT
在 Google App Engine 上部署及管理應用程式
Earned May 28, 2025 EDT
[DEPRECATED] Google Calendar
Earned May 25, 2025 EDT
[DEPRECATED] Google Meet
Earned May 25, 2025 EDT
[DEPRECATED] Google Slides
Earned May 25, 2025 EDT
[DEPRECATED] Google Docs
Earned May 25, 2025 EDT
運用 Google Cloud 人工智慧推動創新
Earned May 24, 2025 EDT
[DEPRECATED] Google Drive
Earned May 24, 2025 EDT
Google Cloud 的可靠性與安全性
Earned May 24, 2025 EDT
使用 Google Cloud 作業套件調度資源
Earned May 24, 2025 EDT
運用 Google Cloud 翻新基礎架構和應用程式
Earned May 24, 2025 EDT
運用 Google Cloud 探索資料轉換功能
Earned May 24, 2025 EDT
透過 Google Cloud 進行數位轉型
Earned May 24, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台
Earned May 23, 2025 EDT
Skills Boost Arcade Certification Zone May 2025
Earned May 22, 2025 EDT
Work Meets Play: Rapid Runs
Earned May 22, 2025 EDT
找出並保護生態系統中的敏感資料
Earned May 19, 2025 EDT
Google Cloud 監控工具
Earned May 19, 2025 EDT
在 Google 試算表使用函式、公式及圖表
Earned May 19, 2025 EDT
在 Google Cloud 使用 Terraform 建構基礎架構
Earned May 19, 2025 EDT
在 BigQuery 執行預測資料分析
Earned May 18, 2025 EDT
在 Looker 建構 LookML 物件
Earned May 18, 2025 EDT
在 Google Cloud 設定應用程式開發環境
Earned May 17, 2025 EDT
在 Google Cloud 部署 Kubernetes 應用程式
Earned May 17, 2025 EDT
實現雲端協作與生產力工作流
Earned May 17, 2025 EDT
Skills Boost Arcade Trivia May 2025 Week 4
Earned May 17, 2025 EDT
Skills Boost Arcade Trivia May 2025 Week 3
Earned May 15, 2025 EDT
Skills Boost Arcade Trivia May 2025 Week 2
Earned May 15, 2025 EDT
Skills Boost Arcade Trivia May 2025 Week 1
Earned May 15, 2025 EDT
Level 3: Building Blocks
Earned May 15, 2025 EDT
Level 2: Data Exploration and Integration
Earned May 14, 2025 EDT
Arcade NetworSkills
Earned May 14, 2025 EDT
在 Agent Platform 探索生成式 AI
Earned May 8, 2025 EDT
Level 1: Data Modeling and Reporting
Earned May 7, 2025 EDT
Skills Boost Arcade Base Camp May 2025
Earned May 6, 2025 EDT
使用 Gemini 多模態功能和多模態 RAG 檢查複合型文件
Earned May 3, 2025 EDT
Level 1: Application Development and Security with GCP
Earned May 2, 2025 EDT
開發人員的負責任 AI 技術：隱私權與安全性
Earned May 2, 2025 EDT
使用 Gemini 和 Streamlit 開發生成式 AI 應用程式
Earned May 1, 2025 EDT
開發人員的負責任 AI 技術：可解釋性與透明度
Earned May 1, 2025 EDT
開發人員的負責任 AI 技術：公平性與偏誤
Earned May 1, 2025 EDT
機器學習運作 (MLOps) 與 Vertex AI：模型評估
Earned Apr 28, 2025 EDT
生成式 AI 適用的機器學習運作 (MLOps)
Earned Apr 28, 2025 EDT
生成式 AI 代理：實現組織轉型
Earned Apr 28, 2025 EDT
生成式 AI 應用程式：徹底改變工作方式
Earned Apr 27, 2025 EDT
生成式 AI：掌握幕後技術與環境
Earned Apr 27, 2025 EDT
生成式 AI：瞭解基礎概念
Earned Apr 26, 2025 EDT
生成式 AI：不只是聊天機器人
Earned Apr 23, 2025 EDT
Gemini 和 Imagen 實務應用：建構 AI 應用程式
Earned Apr 22, 2025 EDT
在 Agent Platform 設計提示
Earned Apr 20, 2025 EDT
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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完成 在 Google Cloud 實作 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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完成使用 Apps Script 及 AppSheet 進行開發作業技能徽章課程，即可獲得技能徽章， 瞭解如何建構聊天機器人，以及如何使用在任何文件中使用指令碼編輯器。
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完成透過 Google Cloud 建構網站技能徽章課程，即可獲得入門級技能徽章。 本課程以 Get Cooking in Cloud 系列影片為基礎， 涵蓋以下主題：在 Cloud Run 部署網站在 Compute Engine 託管網頁應用程式在 Google Kubernetes Engine 建立、 部署及擴充網站使用 Cloud Build 將單體式應用程式遷移至微服務架構
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完成運用 Gemini 分析多模態資料並推論技能徽章中階課程，即可證明自己具備下列技能：使用 Gemini 2.0 Flash 分析文字、圖像、音訊 (以樂譜呈現) 和影片資料；以及依據這類複合型資訊，推導出結論及擷取洞察結果。
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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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完成「在 Compute Engine 導入 Cloud Load Balancing」技能徽章入門課程，即可證明您具備下列技能： 在 Compute Engine 建立及部署虛擬機器， 以及設定網路和應用程式負載平衡器。
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完成「Google DeepMind：訓練小型語言模型」技能徽章進階課程，即可證明您具備下列技能： 提出實際的語言模型研究問題、建構簡單的分詞器、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。 註冊免付費訂閱方案，即可免付費使用這個實驗室。每個月還能獲得 35 點免付費抵免額！
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完成「管理 Google Cloud 中的 Kubernetes」技能徽章中階課程， 即可證明您具備下列技能：使用 kubectl 管理部署作業、 在 Google Kubernetes Engine (GKE) 監控應用程式與偵錯，以及運用技術持續推送軟體更新。
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完成 使用 Firebase 開發無伺服器應用程式 技能徽章中階課程， 即可證明您具備下列技能：使用 Firebase 架構及建構無伺服器的網頁應用程式、 運用 Firestore 管理資料庫、使用 Cloud Build 自動部署內容， 以及將 Google 助理功能整合至應用程式。
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Hey there! You're invited to game on with Google Skills Arcade Trivia for November Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the November Trivia Week 4 badge!
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Hey there! You're invited to game on with Google Skills Arcade Trivia for November Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the November Trivia Week 3 badge!
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Hey there! You're invited to game on with Google Skills Arcade Trivia for November 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 November Trivia Week 2 badge!
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Hey there! You're invited to game on with Google Skills Arcade Trivia for November 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 November Trivia Week 1 badge!
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Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone.
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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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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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完成「在 Google Cloud 使用機器學習 API」課程，即可獲得進階技能徽章。本課程說明以下機器學習和 AI 技術的基本功能： Cloud Vision API、Cloud Translation API 和 Cloud Natural Language API。
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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
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完成「建構安全的 Google Cloud 網路」課程，即可獲得技能徽章。本課程將說明多項網路相關 資源，協助您在 Google Cloud 建構、調度資源和保護應用程式。
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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
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完成「使用 Google Cloud Speech API」課程，即可獲得技能徽章。本課程將說明如何建立 Speech-to-Text API 要求、將音訊 及語音轉錄為文字。
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完成使用 Cloud Vision API 分析圖片課程，即可獲得技能徽章。本課程說明如何運用 Cloud Vision API 執行各種工作，包括擷取圖片中的文字。
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完成「在 Google App Engine 上部署及管理應用程式」課程，即可獲得技能徽章。本課程將說明如何搭配 Python、Go 和 PHP 使用 App Engine。
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With Google Calendar, you can quickly schedule meetings and events and create tasks, so you always know what’s next. Google Calendar is designed for teams, so it’s easy to share your schedule with others and create multiple calendars that you and your team can use together.
In this course, you’ll learn how to create and manage Google Calendar events. You will learn how to update an existing event, delete and restore events, and search your calendar.
You will understand when to apply different event types such as tasks and appointment schedules.
You will explore the Google Calendar settings that are available for you to customize Google Calendar to suit your way of working.
During the course you will learn how to create additional calendars, share your calendars with others, and access other calendars in your organization.
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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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With Google Slides, you can create and present professional presentations for sales, projects, training modules, and much more.
Google Slides presentations are stored safely in the cloud. You build presentations right in your web browser—no special software is required. Even better, multiple people can work on your slides at the same time, you can see people’s changes as they make them, and every change is automatically saved.
You will learn how to open Google Slides, create a blank presentation, and create a presentation from a template. You will explore themes, layout options, and how to add and format content, and speaker notes in your presentations.
You will learn how to enhance your slides by adding tables, images, charts, and more. You will also learn how to use slide transitions and object animations in your presentation for visual effects.
We will discuss how to organize slides and explore some of the options, including duplicating and ordering your slides, importi…
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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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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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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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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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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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許多傳統企業使用舊版系統和應用程式，無法滿足現今客戶的期望。企業主管經常需要在維護老舊的 IT 系統，以及投資新產品/服務之間做出選擇。本課程將探討這些挑戰，並提供解決方案，說明如何運用雲端技術克服難題。
本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。
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雲端技術是強大的資產，與資料搭配後，將成為創新和提升客戶體驗的催化劑。「運用 Google Cloud 探索資料轉換功能」課程將探討機構如何運用雲端，讓資料更易於存取、做為行動依據和更有價值。
這門課程是 Cloud Digital Leader 學習路徑的一部分，旨在協助個人在職務上成長，並打造企業的未來。
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數位轉型是現代組織必經的關鍵旅程，而建立穩固的雲端運算基礎，是跨出有意義創新的第一步。本課程「透過 Google Cloud 進行數位轉型」，將會介紹核心技術和策略框架，協助組織革新營運方式，並探討基本的雲端概念、全球網路基礎架構和共同責任模式，幫助主管在雲端之路上自信前行。本課程是 Cloud Digital Leader 學習路徑的一部分，旨在促進個人職能發展，並打造企業的未來。
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Cloud Storage、Cloud Functions 和 Cloud Pub/Sub 都是 Google Cloud Platform 服務， 可用於儲存、處理及管理資料。您可以整合運用這三種服務， 打造各式各樣的資料導向應用程式。在這個技能徽章課程中， 您將使用 Cloud Storage 儲存圖片、透過 Cloud Functions 處理， 並利用 Cloud Pub/Sub 將圖片傳送至其他應用程式。
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Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone.
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Getting from point A to B quickly is Rapido’s promise—but delivering on that takes more than just two wheels. In this challenge, you’ll see how Rapido used Google Cloud to scale from a bike-taxi service to launching delivery solutions for people and businesses, all while handling real-time demand across 100+ cities. You’ll explore how tools like Kubernetes, Cloud Vision, Firebase, and BigQuery help manage microservices, onboard drivers in minutes, and personalize user experiences. From rapid app releases to smarter route planning, discover how cloud technology keeps Rapido moving fast—on the road and in the backend.
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完成「找出並保護生態系統中的敏感資料」 技能徽章中階課程，證明您具備下列技能：使用 Sensitive Data Protection 服務 (包括 Cloud Data Loss Prevention (DLP) API) 來探索、檢查、遮蓋及去識別化 Google Cloud 生態系統的敏感資料，包括 Cloud Storage 檔案、BigQuery 資料和生成式 AI 模型回覆。
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完成「Google Cloud 監控工具」技能徽章入門課程， 即可證明您具備下列技能：使用 Cloud Monitoring 工具監控 Google Cloud 資源。
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完成在 Google 試算表使用函式、公式及圖表技能徽章中階課程， 即可證明您具備下列技能：運用函式分析資料、使用圖表呈現資料、設定資料格式，以及搜尋、 驗證與顯示資料。
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完成「在 Google Cloud 使用 Terraform 建構基礎架構」技能徽章中階課程， 即可證明自己具備下列知識與技能：使用 Terraform 的基礎架構即程式碼 (IaC) 原則、運用 Terraform 設定佈建及管理 Google Cloud 資源、有效管理狀態 (本機和遠端)，以及將 Terraform 程式碼模組化，以利重複使用和管理。
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完成在 BigQuery 執行預測資料分析技能徽章中階課程， 即可證明您具備下列技能：可匯入 CSV 和 JSON 檔案，在 BigQuery 建立資料集； 可運用 BigQuery 的強大功能與複雜的 SQL 分析概念，包括使用 BigQuery ML 根據足球賽事資料訓練出預期進球模型，評估世界盃進球的精彩程度。
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完成「在 Looker 建構 LookML 物件」技能徽章入門課程， 即可證明您具備下列技能： 建立新的維度和測量指標、檢視畫面和衍生資料表；根據需求設定測量指標篩選器和類型； 更新維度和測量指標； 建構及調整「探索」；將檢視表彙整至現有「探索」；以及配合業務需求決定要建立哪些 LookML 物件。
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只要修完「在 Google Cloud 設定應用程式開發環境」課程，就能獲得技能徽章。 在本課程中，您將學會如何使用以下技術的基本功能，建構和連結以儲存空間為中心的雲端基礎架構：Cloud Storage、Identity and Access Management、Cloud Functions 和 Pub/Sub。
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完成 在 Google Cloud 部署 Kubernetes 應用程式 技能徽章中階課程，即可證明您具備下列技能： 設定及建構 Docker 容器映像檔、建立及管理 Google Kubernetes Engine (GKE) 叢集、運用 kubectl 有效 管理叢集，以及運用強大的持續推送軟體更新做法來部署 Kubernetes 應用程式。
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完成「實現雲端協作與生產力工作流」課程，即可獲得入門級技能徽章。本課程將介紹 Google 的協作平台， 帶您瞭解如何使用 Gmail、日曆、Meet、雲端硬碟、試算表和 AppSheet。
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for May Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the May Trivia Week 4 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for May Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the May Trivia Week 3 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for May 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 May Trivia Week 2 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for May 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 May Trivia Week 1 badge!
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Get hands-on with the core tools behind modern app development on Google Cloud. Start by exploring Artifact Registry to securely store, organize, and manage your container images and packages. You’ll explore key tasks like setting up repositories, configuring authentication, applying tags, and automating cleanups. Then, transition to Cloud Run to deploy stateless, containerized applications with ease. Learn how to work with environment variables, manage secrets, control traffic, and build scalable, event-driven services and earn an exclusive Google Cloud Credential!
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This challenge is designed to help you get comfortable working with data across tools like Google Sheets, BigQuery, Looker, and even Google Docs. You’ll start by learning how to find, filter, and visualize data in Sheets, and run quick-start projects using Pub/Sub, BigQuery, Dataplex, and Cloud Filestore from the command line. From there, you’ll dive deeper—writing SQL to explore real-world datasets, spotting common query errors, and troubleshooting data models in Looker. You’ll also pick up best practices to make your LookML projects easier to use and maintain. Whether you're just exploring or solving tricky issues, these labs give you the practical skills to work smarter with your data.
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Modern apps don’t just need to run—they need to run smart, fast, and secure. With these labs, you'll get hands-on with the foundational tools that power today's connected experiences. You'll configure VPC networks, manage identity with IAM and IAP, and monitor systems using Prometheus and Cloud Monitoring. You’ll also deploy serverless apps with Cloud Run and generate PDFs with Go. It’s everything you need to sharpen your networking know-how—fast!
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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。
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This set of labs is all about helping you get hands-on with Looker and Google Cloud to turn raw data into clear, useful insights. You’ll learn how to build and organize your data models using LookML, create custom metrics and dimensions, and use derived tables to clean and shape your data. Along the way, you'll explore best practices like modularizing your code and improving query performance with caching and datagroups. Once the data’s in shape, you’ll move into Looker Studio to build reports, schedule dashboards, and set up alerts—making it easier to share what matters with your team.
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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
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完成 使用 Gemini 多模態功能和多模態 RAG 檢查複合型文件 技能徽章中階課程，即可證明您具備下列技能： 透過 Gemini 多模態功能，使用多模態提示從文字和影像資料擷取資訊、生成影片說明，以及擷取影片以外的額外資訊； 透過 Gemini 的多模態檢索增強生成 (RAG) 功能，為含有文字和圖片的文件建構中繼資料、取得所有相關文字分塊，以及顯示引用資料。
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Build smarter, more connected applications while keeping security at the forefront. These hands-on labs take you through creating dynamic Gmail Add-ons, Google Chat Bots, and AI-powered document tools. You'll also explore securing cloud environments with Binary Authorization, detecting threats with Security Command Center, and monitoring performance with Google Cloud’s managed services. Get ready to develop, secure, and optimize with confidence!
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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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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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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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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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「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 Gen 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，以及與周遭世界的互動模式。身為領導者，您要如何駕馭其強大的功能，創造實際的業務成果？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 產品與服務，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 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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完成「Gemini 和 Imagen 實務應用：建構 AI 應用程式」技能徽章入門課程，即可證明您具備下列技能：圖片辨識、自然語言處理、
使用 Google 強大的 Gemini 和 Imagen 模型生成圖片，以及在 Vertex AI 平台上部署應用程式。
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完成 在 Agent Platform 設計提示 技能徽章入門課程，即可證明您具備下列技能： 在 Agent Platform 設計提示、分析圖片，以及運用多模態模型生成內容。瞭解如何建立有效的提示、引導生成式 AI 輸出內容， 以及將 Gemini 模型用於實際的行銷情境。
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