完成「使用 Google Data Cloud 共用資料」課程，即可獲得技能徽章。 在本課程中，您會透過 Google Cloud 資料共用合作夥伴， 使用專屬資料集進行數據分析， 獲得豐富的實務經驗。客戶訂閱這類資料後，即可在自家平台查詢， 並用自己的資料集補強。此外，也能使用圖表 工具，打造客戶專用的資訊主頁。
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完成 在 Google Cloud 為機器學習 API 準備資料 技能徽章入門課程，即可證明您具備下列技能： 使用 Dataprep by Trifacta 清理資料、在 Dataflow 執行資料管道、在 Managed Service for Apache Spark 建立叢集和執行 Apache Spark 工作，以及呼叫機器學習 API，包含 Cloud Natural Language API、Google Cloud Speech-to-Text API 和 Video Intelligence API。
完成 運用 Cloud Run 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：整合 Cloud Run 和 Cloud Storage 以管理資料、 使用 Cloud Run 和 Pub/Sub 架構可復原的非同步系統、 使用 Cloud Run 建構 REST API 閘道，以及在 Cloud Run 建構及部署服務。
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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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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Hey there! You're invited to game on with Google Skills Arcade Trivia for December 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 December Trivia Week 2 badge!
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Hey there! You're invited to game on with Google Skills Arcade Trivia for December 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 December Trivia Week 1 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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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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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「開始使用 Looker」技能徽章課程，即可獲得技能徽章， 您將從中瞭解如何使用 Looker Studio 和 Looker 分析、呈現及整理資料。
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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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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 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「設定 Google Cloud 網路」課程，即可獲得技能徽章。 您將瞭解如何在 Google Cloud Platform 執行基本的網路工作，包括建立自訂網路、新增子網路防火牆規則，還有建立 VM 並測試 VM 之間的通訊延遲。
完成「使用 Cloud Run functions 建構無伺服器應用程式」課程，即可獲得入門技能徽章。在這個課程，您將學會如何透過 Google Cloud 控制台和指令列，使用 Cloud Run functions。 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。
Hey there! You're invited to game on with Skills Boost Arcade Trivia for October 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 October Trivia Week 2 badge!
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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for October 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 October Trivia Week 1 badge!
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In this course you will learn how to leverage Conversational Insights to uncover hidden information from your contact center data to increase operational efficiency and drive data-driven business decisions.
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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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Learn how to use NotebookLM to create a personalized study guide for the Professional Security Operations Engineer certification exam.
You'll review NotebookLM features, create a notebook in NotebookLM, and learn how to use a study guide to practice for a certification exam.
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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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for October 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 October Trivia Week 3 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for October 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 October Trivia Week 4 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 course helps learners create a study plan for the PDE (Professional Data Engineer) certification exam. Learners explore the breadth and scope of the domains covered in the exam. Learners assess their exam readiness and create their individual study plan.
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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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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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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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Nearly 1 in 3 people worldwide already use AI chatbots in their daily lives, and more than 90% of companies are exploring generative AI for work and learning. In this challenge, you’ll chat with bots that can talk about movies and music, and help you practise French, Spanish, Hindi, Mandarin, and Portuguese. You’ll also explore AI study partners designed for cloud roles like architect, engineer, and digital leader. These labs show how AI can make learning easier, more interactive, and a lot more fun.
建立 Google Cloud 網路
Earned Dec 25, 2025 EST
使用 Google Data Cloud 共用資料
Earned Dec 25, 2025 EST
在 Google Cloud 為機器學習 API 準備資料
Earned Dec 25, 2025 EST
以串流方式將分析資料傳入 BigQuery
Earned Dec 25, 2025 EST
運用 Cloud Run 開發無伺服器應用程式
Earned Dec 25, 2025 EST
使用 Firebase 開發無伺服器應用程式
Earned Dec 25, 2025 EST
建構安全的 Google Cloud 網路
Earned Dec 25, 2025 EST
使用 Document AI 大規模自動擷取資料
Earned Dec 25, 2025 EST
在 Google Cloud 儲存、處理與管理資料 - 指令列
Earned Dec 25, 2025 EST
在 Cloud Storage 建立安全的資料湖泊
Earned Dec 25, 2025 EST
開始使用 Sensitive Data Protection
Earned Dec 25, 2025 EST
管理 Google Cloud 中的 Kubernetes
Earned Dec 25, 2025 EST
在 Google Cloud 實作 CI/CD 管道
Earned Dec 25, 2025 EST
Google Skills Arcade Trivia December 2025 Week 2
Earned Dec 25, 2025 EST
Google Skills Arcade Trivia December 2025 Week 1
Earned Dec 15, 2025 EST
Google Skills Arcade Trivia November 2025 Week 3
Earned Nov 18, 2025 EST
Google Skills Arcade Trivia November 2025 Week 2
Earned Nov 18, 2025 EST
Google Security Operations - Deep Dive
Earned Nov 17, 2025 EST
Google Cloud 監控工具
Earned Nov 17, 2025 EST
開始使用 Looker
Earned Nov 17, 2025 EST
Google Skills Arcade Trivia November 2025 Week 1
Earned Nov 17, 2025 EST
使用 Gemini 和 Streamlit 開發生成式 AI 應用程式
Earned Nov 16, 2025 EST
透過 Google Cloud 建構網站
Earned Nov 16, 2025 EST
設定 Google Cloud 網路
Earned Nov 16, 2025 EST
在 Agent Platform 設計提示
Earned Nov 16, 2025 EST
使用 Google API 分析語音和語言
Earned Nov 16, 2025 EST
使用預訓練 API 實現語音和語言解決方案
Earned Nov 14, 2025 EST
在 Google App Engine 上部署及管理應用程式
Earned Nov 14, 2025 EST
使用 Cloud Run functions 建構無伺服器應用程式
Earned Nov 13, 2025 EST
在 Google Cloud 儲存、處理與管理資料 - 控制台
Earned Nov 13, 2025 EST
使用 Apps Script 及 AppSheet 進行開發作業
Earned Nov 13, 2025 EST
使用 AppSheet 建構應用程式
Earned Nov 13, 2025 EST
使用 API Gateway 部署及保護無伺服器 API
Earned Nov 13, 2025 EST
實現事件驅動的即時訊息與自動化工作流
Earned Nov 13, 2025 EST
實現 Cloud Storage 和數據保護解決方案
Earned Nov 13, 2025 EST
Google Cloud Compute 基本操作
Earned Nov 12, 2025 EST
Skills Boost Arcade Trivia October 2025 Week 2
Earned Oct 31, 2025 EDT
使用 Dataplex 整理及管理資料
Earned Oct 31, 2025 EDT
開發人員的負責任 AI 技術：可解釋性與透明度
Earned Oct 31, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 1
Earned Oct 31, 2025 EDT
Conversational Insights
Earned Oct 30, 2025 EDT
Security Command Center Fundamentals
Earned Oct 30, 2025 EDT
Build a Certification Study Guide: PSOE Exam Prep
Earned Oct 30, 2025 EDT
Google DeepMind: 04 Discover The Transformer Architecture
Earned Oct 30, 2025 EDT
Google DeepMind: 03 Design And Train Neural Networks
Earned Oct 30, 2025 EDT
Google DeepMind: 02 Represent Your Language Data
Earned Oct 30, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 3
Earned Oct 30, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 4
Earned Oct 30, 2025 EDT
Google Skills Arcade Certification Zone October 2025
Earned Oct 29, 2025 EDT
Preparing for your Professional Data Engineer Journey
Earned Oct 29, 2025 EDT
實現雲端協作與生產力工作流
Earned Oct 29, 2025 EDT
Model Armor：保護您部署的 AI 應用程式
Earned Oct 23, 2025 EDT
AI 世界的安全防護簡介
Earned Oct 23, 2025 EDT
機器學習運作 (MLOps) 與 Vertex AI：模型評估
Earned Oct 23, 2025 EDT
生成式 AI 適用的機器學習運作 (MLOps)
Earned Oct 23, 2025 EDT
Google DeepMind: 01 Build Your Own Small Language Model
Earned Oct 23, 2025 EDT
Level 3: Generative AI
Earned Oct 23, 2025 EDT