Sumit Rai
Member since 2024
Diamond League
57853 points
AI 代理簡介
Earned Sep 24, 2026 EDT
Build with Gemini
Earned Sep 21, 2026 EDT
Craft ADK Agents with Persistent Memories
Earned Aug 21, 2026 EDT
Improve Agent Search findings on Gemini platform
Earned Aug 20, 2026 EDT
Cost Estimation and Optimization for Agentic Solutions
Earned Aug 16, 2026 EDT
Hill Climb Generative and Agentic Systems
Earned Aug 16, 2026 EDT
Upgrade to the Latest Gemini Models
Earned Aug 16, 2026 EDT
Evaluate Agents on Gemini platform
Earned Aug 16, 2026 EDT
Evaluate Generative and Agentic Systems
Earned Aug 16, 2026 EDT
Build Enterprise Agents with Code Execution on Gemini platform
Earned Aug 16, 2026 EDT
Build Agents with the Agent Development Kit
Earned Aug 16, 2026 EDT
Build with the Managed Agents API on Gemini platform
Earned Aug 16, 2026 EDT
Accelerate Agent Development with Antigravity and Agents CLI
Earned Aug 16, 2026 EDT
Secure your Agents with Gemini Enterprise Agent Platform
Earned Aug 16, 2026 EDT
Govern agents with Agent Gateway, Agent Registry, and Policies
Earned Aug 16, 2026 EDT
Model Armor：保護您部署的 AI 應用程式
Earned Aug 16, 2026 EDT
Use a Third-Party Identity Provider with Workforce Identity Federation
Earned Aug 16, 2026 EDT
Deploy Gemini to Transform Enterprises
Earned Aug 16, 2026 EDT
Plan Change Management for Gemini Deployments
Earned Aug 16, 2026 EDT
Deploy an Agent with Agent Development Kit (ADK)
Earned Aug 16, 2026 EDT
Accelerate Development with Antigravity
Earned Aug 16, 2026 EDT
Govern Agent Access with Gemini platform
Earned Aug 16, 2026 EDT
Add Agents to Gemini
Earned Aug 16, 2026 EDT
Deploy Gemini with Workspace Data Sources and Model Armor
Earned Aug 16, 2026 EDT
Evaluate and Improve Agent Development Kit Agents
Earned Aug 14, 2026 EDT
Arcade February 2026 Sprint 2
Earned Feb 9, 2026 EST
Arcade February 2026 Sprint 1
Earned Feb 9, 2026 EST
Google Skills Arcade Certification Zone January 2026
Earned Jan 31, 2026 EST
Google Skills Arcade Base Camp January 2026
Earned Jan 30, 2026 EST
Level 3: Applied Generative AI
Earned Jan 28, 2026 EST
Level 2: Event-Driven Systems
Earned Jan 27, 2026 EST
Level 1: Compute, Storage and Monitoring
Earned Jan 27, 2026 EST
Google Skills Arcade Trivia January 2026 Week 4
Earned Jan 26, 2026 EST
Google Skills Arcade Trivia January 2026 Week 3
Earned Jan 22, 2026 EST
Google Skills Arcade Trivia January 2026 Week 2
Earned Jan 22, 2026 EST
Google Skills Arcade Trivia January 2026 Week 1
Earned Jan 20, 2026 EST
Google Skills Arcade Certification Zone December 2025
Earned Dec 26, 2025 EST
Work Meets Play: Burger Bytes
Earned Dec 25, 2025 EST
Winter Wins
Earned Dec 21, 2025 EST
Level 2: Strategic Cloud Security and Intelligent Network Design
Earned Dec 13, 2025 EST
Google Skills Arcade Base Camp December 2025
Earned Dec 13, 2025 EST
Level 3: Cloud Development Essentials
Earned Dec 13, 2025 EST
Google Skills Arcade Trivia December 2025 Week 4
Earned Dec 11, 2025 EST
Google Skills Arcade Trivia December 2025 Week 3
Earned Dec 11, 2025 EST
Google Skills Arcade Trivia December 2025 Week 2
Earned Dec 10, 2025 EST
Google Skills Arcade Trivia December 2025 Week 1
Earned Dec 10, 2025 EST
Level 1: Applied Intelligence and Cloud Architecture
Earned Dec 10, 2025 EST
Level 3: Scalable Deployments and Delivery
Earned Nov 19, 2025 EST
Build search and recommendations applications with AI Applications
Earned Nov 19, 2025 EST
Google Skills Arcade Trivia November 2025 Week 4
Earned Nov 19, 2025 EST
Google Skills Arcade Trivia November 2025 Week 2
Earned Nov 17, 2025 EST
Google Skills Arcade Trivia November 2025 Week 3
Earned Nov 16, 2025 EST
Level 2: Intelligent Development and Automation
Earned Nov 16, 2025 EST
Google Skills Arcade Trivia November 2025 Week 1
Earned Nov 14, 2025 EST
Create and maintain Agent Search data stores
Earned Nov 11, 2025 EST
Create Data Stores for Gen AI Applications
Earned Nov 10, 2025 EST
Introduction to AI Applications
Earned Nov 10, 2025 EST
Level 1: Advanced Cloud Integration and Data Intelligence
Earned Nov 8, 2025 EST
Google Skills Arcade Certification Zone October 2025
Earned Nov 1, 2025 EDT
Skills Boost Arcade Base Camp October 2025
Earned Oct 29, 2025 EDT
Deploy, Test & Evaluate Gen AI Apps
Earned Oct 29, 2025 EDT
Level 3: Generative AI
Earned Oct 25, 2025 EDT
Level 2: Cloud Operations and Application Management
Earned Oct 23, 2025 EDT
Level 1: Scalable Systems
Earned Oct 23, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 4
Earned Oct 13, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 2
Earned Oct 13, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 1
Earned Oct 13, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 3
Earned Oct 13, 2025 EDT
Lights & Logic
Earned Oct 12, 2025 EDT
Diwali Dialogues
Earned Oct 11, 2025 EDT
Build Generative AI Apps with Genkit
Earned Oct 6, 2025 EDT
Develop Agent Search and Conversation Applications
Earned Oct 3, 2025 EDT
Orchestrate LLM solutions with LangChain
Earned Oct 2, 2025 EDT
[DEPRECATED] Orchestrating Gen AI Applications with LangChain
Earned Oct 2, 2025 EDT
[DEPRECATED] Integrate Vertex AI Search and Conversation into Voice and Chat Apps
Earned Oct 1, 2025 EDT
[DEPRECATED] Improving developer velocity with Gemini Code Assist
Earned Oct 1, 2025 EDT
Empower Gen AI Apps with Tool Use
Earned Oct 1, 2025 EDT
[DEPRECATED] Custom Search with Embeddings in Vertex AI
Earned Sep 30, 2025 EDT
Vector Search 和嵌入
Earned Sep 30, 2025 EDT
建立 Google Cloud 網路
Earned Sep 29, 2025 EDT
使用 Document AI 大規模自動擷取資料
Earned Sep 29, 2025 EDT
Build Custom Processors with Document AI [Deprecated]
Earned Sep 29, 2025 EDT
透過 Apigee X 開發及保護 API
Earned Sep 29, 2025 EDT
部署與管理 Apigee X
Earned Sep 29, 2025 EDT
建立及管理 Bigtable 執行個體
Earned Sep 28, 2025 EDT
在 Google Cloud 使用 TensorFlow 分類圖像
Earned Sep 28, 2025 EDT
建構安全的 Google Cloud 網路
Earned Sep 27, 2025 EDT
使用 Eventarc 建構事件導向應用程式
Earned Sep 27, 2025 EDT
使用 Cloud Vision API 分析圖片
Earned Sep 27, 2025 EDT
建立及管理 Cloud Spanner 執行個體
Earned Sep 27, 2025 EDT
建立及管理 AlloyDB 執行個體
Earned Sep 27, 2025 EDT
運用 BigQuery ML 建立機器學習模型
Earned Sep 27, 2025 EDT
為 Google Cloud 設定服務帳戶和 IAM 角色
Earned Sep 27, 2025 EDT
在 Google Cloud 使用機器學習 API
Earned Sep 27, 2025 EDT
在 Looker 建構 LookML 物件
Earned Sep 27, 2025 EDT
在 BigQuery 執行預測資料分析
Earned Sep 27, 2025 EDT
Google Cloud 監控工具
Earned Sep 27, 2025 EDT
在 Google Cloud 部署 Kubernetes 應用程式
Earned Sep 27, 2025 EDT
在 Google Cloud 使用 Terraform 建構基礎架構
Earned Sep 27, 2025 EDT
使用 Natural Language API 分析情緒
Earned Sep 27, 2025 EDT
在 Compute Engine 導入 Cloud Load Balancing
Earned Sep 27, 2025 EDT
在 Google Cloud 設定應用程式開發環境
Earned Sep 27, 2025 EDT
[DEPRECATED] Building Complex End to End Self-Service Experiences in Dialogflow CX
Earned Sep 27, 2025 EDT
Skills Boost Arcade Certification Zone September 2025
Earned Sep 27, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 4
Earned Sep 26, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 3
Earned Sep 26, 2025 EDT
Conversational AI on Vertex AI and Dialogflow CX
Earned Sep 26, 2025 EDT
機器學習運作 (MLOps) 與 Vertex AI：模型評估
Earned Sep 25, 2025 EDT
AI 基礎架構：AI Hypercomputer 簡介
Earned Sep 25, 2025 EDT
Responsible AI for Digital Leaders with Google Cloud
Earned Sep 25, 2025 EDT
大型語言模型簡介
Earned Sep 25, 2025 EDT
Skills Boost Arcade Base Camp September 2025
Earned Sep 25, 2025 EDT
Work Meets Play: Scaling Success
Earned Sep 24, 2025 EDT
Level 3: Developer Essentials
Earned Sep 23, 2025 EDT
充實中繼資料及發掘 Lakehouse 資料
Earned Sep 22, 2025 EDT
保護 Lakehouse 資料
Earned Sep 22, 2025 EDT
在 Cloud Storage 建立安全的資料湖泊
Earned Sep 22, 2025 EDT
以串流方式將分析資料傳入 BigQuery
Earned Sep 22, 2025 EDT
在 Google 試算表使用函式、公式及圖表
Earned Sep 22, 2025 EDT
在連結試算表中分析 BigQuery 資料
Earned Sep 22, 2025 EDT
使用 Apps Script 及 AppSheet 進行開發作業
Earned Sep 21, 2025 EDT
使用 AppSheet 建構應用程式
Earned Sep 21, 2025 EDT
使用 Google API 分析語音和語言
Earned Sep 20, 2025 EDT
實現雲端協作與生產力工作流
Earned Sep 20, 2025 EDT
[DEPRECATED] Google Calendar
Earned Sep 19, 2025 EDT
[DEPRECATED] Google Sheets
Earned Sep 19, 2025 EDT
[DEPRECATED] Google Meet
Earned Sep 19, 2025 EDT
[DEPRECATED] Google Slides
Earned Sep 19, 2025 EDT
[DEPRECATED] Google Docs
Earned Sep 19, 2025 EDT
[DEPRECATED] Google Drive
Earned Sep 19, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 2
Earned Sep 19, 2025 EDT
Level 2: AI and Data Innovation on Google Cloud
Earned Sep 16, 2025 EDT
Skills Scribble
Earned Sep 16, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 指令列
Earned Sep 13, 2025 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台
Earned Sep 13, 2025 EDT
使用 Google Cloud Speech API
Earned Sep 12, 2025 EDT
使用預訓練 API 實現語音和語言解決方案
Earned Sep 12, 2025 EDT
使用 Cloud Run functions 建構無伺服器應用程式
Earned Sep 12, 2025 EDT
在 Google App Engine 上部署及管理應用程式
Earned Sep 7, 2025 EDT
在 Cloud Storage 建立串流資料湖泊
Earned Sep 7, 2025 EDT
搭配使用 API 和 Cloud Storage
Earned Sep 7, 2025 EDT
實現 Cloud Storage 和數據保護解決方案
Earned Sep 7, 2025 EDT
使用 Dataplex 整理及管理資料
Earned Sep 6, 2025 EDT
使用 API Gateway 部署及保護無伺服器 API
Earned Sep 6, 2025 EDT
實現事件驅動的即時訊息與自動化工作流
Earned Sep 6, 2025 EDT
Google Cloud Compute 基本操作
Earned Sep 6, 2025 EDT
開始使用 Looker
Earned Sep 5, 2025 EDT
Skills Boost Arcade Trivia September 2025 Week 1
Earned Sep 5, 2025 EDT
Level 1: Cloud Infrastructure and Data Foundation
Earned Sep 5, 2025 EDT
運用 Google Cloud 翻新基礎架構和應用程式
Earned Aug 30, 2025 EDT
使用 Google Cloud 作業套件調度資源
Earned Aug 30, 2025 EDT
運用 Google Cloud 人工智慧推動創新
Earned Aug 30, 2025 EDT
Google Cloud 的可靠性與安全性
Earned Aug 30, 2025 EDT
透過 Google Cloud 進行數位轉型
Earned Aug 30, 2025 EDT
運用 Google Cloud 探索資料轉換功能
Earned Aug 29, 2025 EDT
Skills Boost Arcade Trivia August 2025 Week 3
Earned Aug 26, 2025 EDT
Skills Boost Arcade Trivia August 2025 Week 2
Earned Aug 26, 2025 EDT
Level 2: Building with Cloud Tools
Earned Aug 26, 2025 EDT
Skills Boost Arcade Base Camp August 2025
Earned Aug 26, 2025 EDT
Skills Boost Arcade Trivia August 2025 Week 4
Earned Aug 25, 2025 EDT
Skills Boost Arcade Trivia August 2025 Week 1
Earned Aug 25, 2025 EDT
Skills Boost Arcade Certification Zone August 2025
Earned Aug 24, 2025 EDT
Level 3: Terraform Essentials
Earned Aug 23, 2025 EDT
Level 1: Application Design and Delivery
Earned Aug 21, 2025 EDT
在 Agent Platform 探索生成式 AI
Earned Aug 12, 2025 EDT
使用 Gemini 多模態功能和多模態 RAG 檢查複合型文件
Earned Aug 12, 2025 EDT
使用 Gemini 和 Streamlit 開發生成式 AI 應用程式
Earned Aug 11, 2025 EDT
Gemini 和 Imagen 實務應用：建構 AI 應用程式
Earned Aug 8, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 4
Earned Jul 23, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 3
Earned Jul 22, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 2
Earned Jul 22, 2025 EDT
Skills Boost Arcade Trivia July 2025 Week 1
Earned Jul 22, 2025 EDT
在 Agent Platform 設計提示
Earned Jul 21, 2025 EDT
生成式 AI 代理：實現組織轉型
Earned Jul 15, 2025 EDT
生成式 AI 應用程式：徹底改變工作方式
Earned Jul 15, 2025 EDT
生成式 AI：掌握幕後技術與環境
Earned Jul 15, 2025 EDT
生成式 AI：瞭解基礎概念
Earned Jul 15, 2025 EDT
生成式 AI：不只是聊天機器人
Earned Jul 15, 2025 EDT
Text Prompt Engineering Techniques
Earned Oct 23, 2024 EDT
Vertex AI Studio 簡介
Earned Oct 20, 2024 EDT
負責任的 AI 技術：透過 Google Cloud 採用 AI 開發原則
Earned Sep 24, 2024 EDT
負責任的 AI 技術簡介
Earned Sep 24, 2024 EDT
Generative AI for Business Leaders
Earned Sep 24, 2024 EDT
[DEPRECATED] Generative AI Fundamentals
Earned Sep 24, 2024 EDT
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 is intended for individuals who completed the Build with Gemini workshop to validate the knowledge gained in that workship and earn a Skill Badge
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This course explores architecting stateful AI agents that use short-term memory within a session or long-term memory services. Additionally, it covers giving agents existing expertise through skills. It details the core pillars of context engineering to facilitate personalized, continuous conversational experiences with expert agents.
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This course covers techniques for boosting and filtering search results, as well as the implementation of meta tags for advanced search control.
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In this course, you’ll learn how to estimate and manage GenAI solution costs, focusing on the unique unit economics of AI versus traditional cloud billing. You will learn to:
Understand Metering: Master the four Google Cloud GenAI metering categories and the token economy driving costs.
Estimate Costs: Build defensible estimates using the Pricing Calculator for models, context caching, and agentic components.
Optimize Spend: Leverage controls—such as input/output token reduction, caching, RAG efficiency, and model routing—while balancing cost, quality, and latency.
Implement Governance: Apply FinOps best practices, including budgets, quotas, cost attribution, and Provisioned Throughput management to control spend.
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In this course, you'll learn the disciplined process of hill climbing to transform your generative and agentic systems into reliable, high-performing tools. You'll examine the iterative 8-step loop by diagnosing system failures through trajectory analysis and applying precise interventions across the model, prompt, tool, and framework layers. By the end of this course, you'll be prepared to optimize system architecture and automate the hill climbing cycle while balancing quality, cost, and latency as first-class metrics.
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In this course, you'll learn how to establish a rigorous upgrade regression testing pipeline, safely deploy models using A/B testing and/or shadow mode, and address legacy prompt technical debt. You'll also learn the latest about Gemini 3 parameters including thinking levels and thought signatures, as well as new capabilities like media resolution controls and streaming function calls.
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In this course, you learn to evaluate, diagnose, and optimize AI agents on the Gemini platform. You begin where most teams begin: the agent runs, but you have no eval cases, no test data, and no production traffic to grade it with. From there you follow the Quality Flywheel, the evaluate-analyze-optimize loop at the center of Gemini platform. You instrument the agent so it emits the telemetry Gemini platform reads, generate eval cases by simulation, choose the metrics that grade them, run offline evaluations, monitor live traffic and alert on quality drift, then cluster failures and optimize. A final module covers build-time evaluation with the Agent Development Kit (ADK) in Gemini platform, which runs on your machine before you deploy.
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Throughout this course, you'll learn how to establish rigorous evaluation criteria, perform evaluations, design objective rubrics, calibrate autoraters, and simulate evaluation data. You'll gain the skills needed to design, execute, and scale a comprehensive evaluation plan that aligns system capabilities with organizational KPIs. This course is designed for technical practitioners, machine learning engineers, and software architects who build and deploy generative and agentic applications.
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In this course, you explore the Code Execution feature of the Gemini platform, which lets AI agents safely generate and run Python code in isolated sandbox environments. You learn how the Agent Sandbox fits into the broader platform architecture, how to configure and operate Code Execution sandboxes using the Agent Platform SDK, and how to integrate code execution into agent workflows with the Agent Development Kit (ADK) in Gemini platform.
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In this course, you'll learn to use the Agent Development Kit (ADK) in Gemini platform to build systems where multiple AI agents collaborate on complex tasks. You'll start with the ADK agent model: how ADK represents agents, tools, and runners, and how a single agent is configured and run. You'll then make tools the model can call, persist session state across agents, and instrument the execution lifecycle with callbacks and plugins. Next, you'll orchestrate multiple agents using ADK's template workflow agents and graph-based workflows, and ground them in enterprise data through multi-source retrieval and MCP integrations. Finally, you'll deploy a multi-agent system to Agent Runtime as a managed service and register and share it through Gemini so users across an organization can reach it.
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In this course, you'll learn to build and run enterprise agents on the Managed Agents API, the managed agent runtime on Gemini platform. Three conceptual lessons give you the mental model. You'll learn why a real business task needs an agent rather than a chat model. You'll examine how the platform splits into a control plane that defines agents and a data plane that runs them. You'll learn how to assemble an agent from a definition, a sandboxed environment, mounted data, tools, and skills. Furthermore, you'll learn how to run it with background interactions, a streamed reason-act loop, resilient typed results, and state that persists across turns. You then put that model to work in a hands-on lab, where you build, run, and harden a retail merchandising agent for Cymbal Retail from an empty project to a production-shaped deployment. By the end, you'll be able to design, build, and operate a managed agent of your own.
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In this course, you’ll learn to simplify the creation of autonomous enterprise agents using the Agent Development Kit (ADK) in Gemini platform and you will learn how to leverage the power of Antigravity and the Agents CLI to transform your agent development workflow. In this course, you will explore practical techniques to automate repetitive tasks and significantly accelerate the creation of robust, enterprise-grade agents, ensuring scalability and efficiency in your AI projects.
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As organizations rapidly deploy AI workforces, securing these autonomous systems becomes paramount. Secure Your Agents with Gemini Enterprise Agent Platform is a practical, security-first course designed to help you establish centralized, zero-trust control and comprehensive visibility over your AI ecosystem.
Instead of relying on theoretical frameworks, this course teaches you how to defend AI agents the way they are actually attacked—layer by layer, with identity and access at the absolute foundation.
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This course covers the technical side of governing an AI agent workforce using Agent Gateway, Agent Registry, and Policies. It discusses the overall architecture of centralized agent governance, focusing on managing agent sprawl and securing communication with internal systems. The course explores the infrastructure and enterprise networking required to deploy the Agent Gateway, including automated deployment with Terraform and configuring private egress via Private Service Connect. It offers guidance towards establishing a zero-trust security perimeter using unique agent identities with mTLS, per-tool authorization with REQUEST_AUTHZ, and granular CEL policies. Furthermore, it empowers administrators to implement content security guardrails using Model Armor and Cloud DLP to mitigate semantic threats like prompt injection and data leakage. Finally, the course explains how to manage tool discovery through the Agent Registry and ensure end-to-end observability and threat detection using…
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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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This course provides learners the knowledge to configure Workforce Identity Federation to grant Google Cloud and Gemini access to users that authenticate using a third-party Identity Provider. The curriculum includes theory and demo videos covering workforce identity pools, OIDC and SAML providers, attribute mapping, IAM policies, and troubleshooting guidance.
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This course covers the technical side of deploying Gemini. It discusses the overall architecture of Gemini, decisions to be made when provisioning the app infrastructure, and integrating enterprise data via Data Stores, Connectors. and Actions. The course also explores the kinds of agents that can be added to Gemini. It offers guidance towards establishing a security perimeter using IAM, VPC Service Control, Context-Aware Access, and semantic controls deployed with Model Armor in Gemini platform. Finally, it empowers administrators to fine-tune the end-user experience through comprehensive configuration options, and explains how administrators keep AI deployments secure, compliant, and performant through OpenTelemetry instrumentation and prompt logging.
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This course will guide you through designing customer engagements that result in successful, well-utilized Gemini deployments. Study the art of change management, how to identify and engage sponsors, recruit early adopters, help your customer identify and address cultural change challenges and skills gaps, and effectively deliver project communications. Additionally, learn how to support your customer to plan, offer, conduct, and evaluate end-user training, leverage partner resources, and create essential project documents.
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In this challenge lab, you will demonstrate your ability to author agents using Agent Development Kit (ADK), deploy those agents to Agent Engine, and use them from a web app. Complete the challenge lab to earn a Google Cloud skill badge.
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Complete the Accelerate Development with Antigravity skill badge to demonstrate your proficiency in using the Antigravity IDE for developing agentic workflows. You will be tasked with configuring an MCP server, authoring custom agent skills and rules, prototyping with the Agents CLI, and deploying to the Google Cloud Agent Runtime.
A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete the assessment challenge lab, to receive a skill badge that you can share with your network.
When you complete this course, you can earn the badge displayed here and claim it on Credly! Boost your cloud career by showing the world the skills you have developed!
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In this challenge lab, you will act as a cloud engineer supporting the Cymbal Pools finance team. Your mission is to deploy a BigQuery-enabled agent to Agent Runtime to help process invoice data using natural language.
Rather than building from scratch, you inherit an unsecured deployment. You must establish basic data governance by configuring the Agent Development Kit (ADK), deploying the agent with a dedicated SPIFFE identity, identifying permission blocks, and applying least-privilege IAM roles so the agent can safely query and update the BigQuery database from the Agent Runtime Playground.
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In this challenge lab, you will demonstrate your ability to add agents to Gemini. You will build an agent with Agent Designer, and you will build a no-code agent with Agent Development Kit, deploy it to Agent Engine, and add it to Gemini.
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In this challenge lab, you act as a Security Engineer deploying a secure Gemini environment for Cymbal Bank. You will ground Gemini in web search and internal Workspace sources to ensure accurate, contextual responses. To maintain compliance, you will configure Model Armor policies to filter sensitive data and block threats like prompt injections and malicious URLs. Finally, you will manage specific end-user features to customize the AI experience safely
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Complete the Evaluate and Improve Agent Development Kit Agents skill badge to demonstrate your ability to use ADK's evaluation tools to "hill climb" — making measurable, iterative improvements to an agent. You will run an initial evaluation to establish a baseline, apply optimization techniques, and re-evaluate the agent to measure your success.
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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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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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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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Generative AI is quickly becoming a core part of modern cloud solutions. In this challenge, you’ll build applications using Gemini on Vertex AI for text embeddings, multimodal content generation, and text-to-image workflows, while also learning how to ingest data into BigQuery from Cloud Storage. You’ll then test your understanding through role-based Arcade quizzes designed for Workspace Administrators, Database Engineers, DevOps Engineers, and Digital Leaders—bringing together hands-on building and practical knowledge validation.
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Over 80% of modern applications rely on event-driven architectures or real-time messaging to stay responsive at scale. In challenge, you’ll work with Pub/Sub to build event-driven systems, deploy workloads on Google Kubernetes Engine, manage authentication and dynamic secrets with Vault, and explore language processing using Cloud APIs. You’ll also build Flutter applications and work with Cloud Spanner, gaining hands-on experience across messaging, security, data, and application development.
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A new year brings a fresh opportunity to build consistency in how you learn and apply cloud skills. In this challenge, you’ll deploy applications using App Engine and Cloud Run Functions, work with Compute Engine instances, and manage data through Cloud Storage using both the console and CLI. You’ll also define fine-grained access with custom IAM roles, analyze logs, create alerts from logs-based metrics, and monitor workloads across multiple projects. Together, these labs help you begin the year by strengthening essential cloud operations skills and developing habits that support reliable, well-monitored applications.
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Hey there! You're invited to game on with Google Skills Arcade Trivia for January 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 January Trivia Week 4 badge!
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Hey there! You're invited to game on with Google Skills Arcade Trivia for January 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 January Trivia Week 3 badge!
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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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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!
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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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Every second counts when a line of cars is waiting at the drive-thru. Wendy’s is using Google Cloud to turn data and AI into faster, more accurate ordering—handling countless menu combinations without slowing things down. In this challenge, you’ll tap into the same ideas. You’ll create clear dashboards with Looker, shape and query data in BigQuery and Cloud SQL, apply machine learning and language analysis to spot patterns, and keep systems reliable with Kubernetes and data platforms. It’s about learning how smart data and AI come together to keep experiences smooth, even at peak speed.
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Google processes over 2 trillion data operations a day—and now you’ll tap into the skills behind that scale on your path to your next Winter Win. You’ll streamline collaboration with Google Workspace, prep insight-ready data for Looker, build secure networks, launch compute resources, and keep everything steady with smart monitoring. Then you’ll bring it all together by deploying a website, building an AppSheet app, and managing data across Google Cloud. By the time you’re through, you won’t just reach your next Winter Win—you’ll feel like you earned every bit of it.
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Organizations today rely on secure data controls, resilient network design, and AI-driven insights to operate confidently at scale. In this challenge, you’ll manage Vault policies and tokens, validate SQL Server workloads, and visualize security alerts using Google SecOps. You’ll also establish VPC-to-VPC and hybrid connectivity with NCC and steer global traffic with Cloud DNS geolocation policies. On the AI side, you’ll improve speech recognition accuracy and extract, analyze, and translate text using Cloud ML and Natural Language tools. These labs show how modern cloud systems stay protected, connected, and intelligent in an ever-evolving environment.
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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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Every day, millions of apps depend on fast data reads, stable networks, and reliable backend logic to keep users connected. Delivering that experience starts with strong development and foundational skills. In this challenge, you’ll level up through ACE App Dev labs, write to Firestore using Python and TypeScript, and build confidence with essential Linux commands. You’ll also strengthen your networking basics. These labs give you the core abilities every cloud developer needs—clean app logic, solid network understanding, and command-line fluency.
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Hey there! You're invited to game on with Google Skills Arcade Trivia for December 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 December Trivia Week 4 badge!
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Hey there! You're invited to game on with Google Skills Arcade Trivia for December 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 December Trivia Week 3 badge!
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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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Intelligent systems today process everything from scanned invoices to massive data lakes, all while powering apps that users expect to work instantly. Handling that complexity calls for advanced AI, strong governance, and dependable cloud architecture. In this challenge, you’ll extract insights from documents with Document AI, organize and manage distributed data using Dataplex, and secure sensitive information with Cloud KMS. You’ll also deploy containerized apps on Kubernetes Engine, build real-time backends with Firebase, create no-code chat apps with AppSheet, and monitor live activity through Streamlit. These labs show how modern cloud solutions combine intelligence and architecture to stay efficient, secure, and ready for anything.
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From code to cloud, automation drives reliable, repeatable deployment. With over 80% of enterprises adopting DevOps practices, this challenge will guide you through building and managing secure, scalable infrastructure on Google Cloud. You’ll create Artifact Registries for Go, Python, Maven, and more—managing dependencies securely—and deploy static sites using Nginx, Traefik, and Caddy V2 on Cloud Run. Then you will dive into into Terraform Essentials, where you’ll define cloud resources as code—from VPCs and firewall rules to Compute Engine and Cloud Storage—and safeguard configurations with Secret Manager. Together, these labs give you hands-on experience in automating deployments and strengthening cloud infrastructure from the ground up.
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Complete the Build search and recommendations AI Applications skill badge to demonstrate your proficiency in deploying search and recommendation applications through AI Applications. Additionally, emphasis is placed on constructing a tailored Q&A system utilizing data stores.
Please note that AI Applications was previously named Agent Builder, so you may encounter this older name within the lab content.
A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete the assessment challenge lab, to receive a skill badge that you can share with your network.
When you complete this course, you can earn the badge displayed here and claim it on Credly! Boost your cloud career by showing the world the skills you have developed!
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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 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 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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Innovation today depends on how data, intelligence, and automation come together. With over 70% of organizations adopting cloud-native tools to accelerate development, this challenge will help you learn the technologies shaping that shift. In the first section, you’ll build dynamic dashboards in Looker, manage APIs through API Gateway, and design engaging Conversational Agents that make user interactions smarter and more intuitive. The second section focuses on bringing ideas to life at scale—deploying apps with Cloud Run and Compute Engine, streamlining workflows with Pub/Sub, managing artifacts efficiently, and adding real-time intelligence with tools like Speech-to-Textand Google Sheets charts. Together, these labs prepare you to create intelligent, connected systems that learn, respond, and scale effortlessly.
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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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Complete the Create and maintain Vertex AI Search data stores skill badge to demonstrate your proficiency in building various types of data stores used in Vertex AI Search applications.
A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete the assessment challenge lab, to receive a skill badge that you can share with your network.
When you complete this course, you can earn the badge displayed here and claim it on Credly! Boost your cloud career by showing the world the skills you have developed!
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Data stores represent a simple way to make content available to many types of generative AI applications, including search applications, recommendations engines, Gemini Enterprise apps, Agent Development Kit agents, and apps built with Google Gen AI or LangChain SDKs. Connect data from many sources include Cloud Storage, Google Drive, chat apps, mail apps, ticketing systems, third-party file storage providers, Salesforce, and many more.
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This course introduces AI Applications. You will learn about the types of apps that you can create using AI Applications, the high-level steps that its data stores automate for you, and what advanced features can be enabled for Search apps.
(Please note Gemini Enterprise was previously named Google Agentspace, there may be references to the previous product name in this course.)
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Over 90% of enterprises rely on APIs to accelerate innovation and streamline connectivity across systems. In this challenge, you’ll learn how Apigee X helps modernize, publish, and secure APIs—enabling seamless communication between applications and services. You’ll also explore Looker, Cloud SQL, and Database Migration Service to transform raw data into actionable insights and migrate workloads securely to the cloud. Together, these labs highlight how intelligent integration powers agility, scalability, and smarter decision-making in today’s digital ecosystem.
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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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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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All applications, including generative AI applications, should be deployed securely & have their performance monitored. In this course, you will explore a pattern for easily securing prototype generative AI applications for internal tool use or customer demos. Additionally, you will learn strategies to unit test generative AI applications and evaluate their performance with the Rapid Evaluation API.
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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.
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Modern applications rely on scalable infrastructure, secure identity management, and real-time monitoring to perform reliably. In this challenge, you’ll learn to configure Cloud Storage buckets for website hosting, deploy containers with Google Kubernetes Engine, and manage authentication and authorization with Vault. Explore Cloud Spanner for highly available databases, troubleshoot data models in Looker, and improve LookML projects for usability. You’ll also monitor logs, create alerts, and dive into Cloud Functions across Go, Node.js, .NET, and PHP to build responsive, secure, and scalable cloud applications.
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Every minute, people upload more than 500 hours of video to YouTube, while apps worldwide handle millions of users at once. Managing that kind of demand requires powerful, scalable cloud solutions. In this challenge, you’ll store and serve media in Cloud Storage, deploy apps on Kubernetes Engine, and connect networks with VPC peering. You’ll also explore Cloud Functions, Cloud Run, IAM, and load balancing for secure, reliable systems—plus dive into Dataproc and Video Intelligence for smarter data insights. These labs show how today’s apps scale, stay secure, and keep delivering when demand never slows down!
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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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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!
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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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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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This Diwali, it’s not just lights—it’s your brain that gets to sparkle! Take on quizzes and challenges across cloud building blocks, firewalls, Compute Engine, Cloud Storage, Networking, and Identity & Access. Test your knowledge on roles like Cloud Digital Leader, DevOps Engineer, Cloud Developer, and Data Practitioner. Each question is a little spark, every correct answer lights up your skills!
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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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This course equips app developers with the skills to integrate generative AI features into their applications using Genkit. You learn how to leverage Genkit's capabilities for backend flows and seamless model execution, all using Node.js. The course guides you through the entire process, from prototyping to production, providing a pattern for building next-generation AI-powered applications.
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In this quest, you’ll use text embeddings for tasks like classification, outlier detection, text clustering and semantic search. You’ll combine semantic search with the text generation capabilities of an LLM to build Retrieval Augmented Generation (RAG) solutions, such as for question-answering systems, using Google Cloud’s Vertex AI and Google Cloud databases.
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Learn to use LangChain to call Google Cloud LLMs and Generative AI Services and Datastores to simplify complex applications' code.
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This course equips full-stack mobile and web developers with the skills to integrate generative AI features into their applications using LangChain. You'll learn how to leverage LangChain’s capabilities for backend flows and seamless model execution, all within the familiar environment of Python. The course guides you through the entire process, from prototyping to production, ensuring a smooth journey in building next-generation AI-powered applications.
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This course on Integrate Vertex AI Search and Conversation into Voice and Chat Apps is composed of a set of labs to give you a hands on experience to interacting with new Generative AI technologies. You will learn how to create end-to-end search and conversational experiences by following examples. These technologies complement predefined intent-based chat experiences created in Dialogflow with LLM-based, generative answers that can be based on your own data. Also, they allow you to porvide enterprise-grade search experiences for internal and external websites to search documents, structure data and public websites.
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Learn how Gemini can revolutionize your ability to develop applications! This course helps developers go beyond the basics and learn how to integrate Gemini into their workflows.
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An LLM-based application can process language in a way that resembles thought. But if you want to extend its capabilities to take actions by running other functions you have coded, you will need to use function calling. This can also be referred to as tool use. Additionally, you can give a model the ability to search Google or search a data store of documents to ground its responses. In other words, to base its answers on that information. In this course, you’ll explore these concepts.
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This course explores Google Cloud technologies to create and generate embeddings. Embeddings are numerical representations of text, images, video and audio, and play a pivotal role in many tasks that involve the identification of similar items, like Google searches, online shopping recommendations, and personalized music suggestions. Specifically, you’ll use embeddings for tasks like classification, outlier detection, clustering and semantic search.
You’ll combine semantic search with the text generation capabilities of an LLM to build Retrieval Augmented Generation (RAG) systems and question-answering solutions, on your own proprietary data using Google Cloud’s Vertex AI.
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這堂課程會介紹 AI 搜尋技術、工具和應用程式。主題涵蓋使用向量嵌入執行語意搜尋；結合語意和關鍵字做法的混合型搜尋機制；以及運用檢索增強生成 (RAG) 技術建構有基準的 AI 代理，盡可能減少 AI 幻覺。您可以實際使用 Vertex AI Vector Search，打造智慧型搜尋引擎。
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完成 建立 Google Cloud 網路 課程即可獲得技能徽章。這個課程將說明 部署及監控應用程式的多種方法，包括查看 IAM 角色及新增/移除 專案存取權、建立虛擬私有雲網路、部署及監控 Compute Engine VM、編寫 SQL 查詢、在 Compute Engine 部署及監控 VM，以及 使用 Kubernetes 透過多種方法部署應用程式。
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完成使用 Document AI 大規模自動擷取資料課程，即可獲得入門級技能徽章。在本課程中，您將瞭解如何使用 Document AI 擷取、處理及提取資料。
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Earn a skill badge by completing the Build Custom Processors with Document AI course. You learn how to extract data and classify documents by creating custom ML models specific to your business needs. This course teaches the foundation skills of building your own processors, working with optical character recognition, form parsing, processor creation, and uptraining the DocumentAI model.
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完成「透過 Apigee X 開發及保護 API」技能徽章課程，即可獲得技能徽章。您將學會如何翻新 API； 使用服務帳戶和 Google 驗證，從 Apigee API Proxy 安全存取後端服務； 運用 API 產品和開發人員入口網站將 API 產品化； 使用 API 金鑰、OAuth、私有變數和錯誤處理等功能保護 API； 整合 Apigee 與 Google Cloud 服務 (例如 Pub/Sub 和 Cloud Logging)； 呼叫 Google Cloud API，例如 Natural Language API 和 Geocoding API。
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完成部署與管理 Apigee X技能徽章課程，即可獲得技能徽章。 您將瞭解 Apigee X 架構、如何在 Google Cloud 專案佈建 Apigee X 組織、 如何透過 Apigee API 和 UI 管理 Apigee X，以及如何運用 Cloud Armor 和 Apigee 的威脅防護政策 來保護您的 API。
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完成「建立及管理 Bigtable 執行個體」技能徽章入門課程，證明您具備下列技能：建立執行個體、設計結構定義、 查詢資料，以及在 Bigtable 執行管理工作，包括監控效能、設定自動調度節點資源和複製作業。
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完成「在 Google Cloud 使用 TensorFlow 分類圖像」技能徽章中階課程， 瞭解如何使用 TensorFlow 和 Vertex AI 建立及訓練機器學習模型， 即可獲得技能徽章。在 Vertex AI Workbench 中，你主要會和使用者自行管理的筆記本 互動。
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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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完成「使用 Eventarc 建構事件導向應用程式」課程，即可獲得技能徽章。 在本課程中，您將使用 Eventarc 為不同資源 (包括 Pub/Sub 主題和 Cloud Storage bucket) 建立事件觸發條件。
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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「建立及管理 Cloud Spanner 執行個體」技能徽章入門課程，即可證明自己具備下列技能： 建立 Cloud Spanner 執行個體和資料庫，並與其互動； 使用各種技術載入 Cloud Spanner 資料庫； 備份 Cloud Spanner 資料庫；定義結構定義及瞭解查詢計畫；以及 部署連線至 Cloud Spanner 執行個體的現代化網頁應用程式。
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完成建立及管理 AlloyDB 執行個體技能徽章入門課程， 即可證明自己具備下列技能：執行主要 AlloyDB 作業 和工作、從 PostgreSQL 遷移至 AlloyDB、管理 AlloyDB 資料庫，以及 使用 AlloyDB 資料欄引擎加快數據分析查詢。
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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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完成「為 Google Cloud 設定服務帳戶和 IAM 角色」課程，即可獲得入門級技能徽章。這門課程會介紹服務帳戶、自訂角色，以及如何使用 gcloud 設定權限。
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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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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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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「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 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「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「使用 Natural Language API 分析情緒」任務， 瞭解 API 如何從文字判斷情緒， 即可獲得技能徽章。
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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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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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This course will equip you with the tools to develop complex conversational experiences in Dialogflow CX capable of identifying the user intent and routing it to the right self service flow.
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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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for September 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 September Trivia Week 4 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for September 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 September Trivia Week 3 badge!
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In this course you will learn how to use the new generative AI features in Dialogflow CX to create virtual agents that can have more natural and engaging conversations with customers. Discover how to deploy generative fallback responses to gracefully handle errors and omissions in customer conversations, deploy generators to increase intent coverage, and structure, ingest, and manage data in a data store. And explore how to deploy and maintain generative AI agents using your data, and deploy and maintain hybrid agents in combination with existing intent-based design paradigms.
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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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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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This course equips learners with the essential knowledge and practical tools to develop and implement artificial intelligence (AI) responsibly. Through an exploration of ethical considerations, best practices, and governance procedures, participants will gain an understanding of how to navigate the complex landscape of AI while upholding ethical standards and minimizing potential risks.
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這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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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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Explore how businesses like AnyMind scale with Google Cloud. Build predictive models with BigQuery ML, deploy quickly with Vertex AI, and draw powerful insights in Looker. Streamline operations with Cloud Functions and Pub/Sub to keep growth on track. By the end, you’ll see how the right tools help transform growing pains into scalable, long-term success.
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From containerization with Docker to scalable databases on Firebase, developer success starts with mastering the essentials. These labs guide you through core skills like container networking and volumes, static site hosting on Cloud Storage, database operations with Firestore in multiple languages, and Linux command-line basics—helping you strengthen the foundation every modern developer needs and earn an exclusive Google Cloud credential!
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完成「充實中繼資料及發掘 Lakehouse 資料」技能徽章課程，即可證明您具備 BigQuery、 Lakehouse 和 Knowledge Catalog 的相關技能。您會建立 Lakehouse 資料表，並充實中繼資料管理和資料表資料探索功能。
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完成「保護 Lakehouse 資料」技能徽章入門課程，即可證明您具備下列技能：在 Knowledge Catalog 中使用 IAM、BigQuery、 Lakehouse 和 Data Catalog，建立並保護 Lakehouse 資料表。
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完成「在 Cloud Storage 建立安全的資料湖泊」技能徽章入門課程，即可證明您具備下列技能： 保護及設定 Cloud Storage bucket、使用 Gemini 生成文字、管理 IAM 存取控管機制，以及建立 Knowledge Catalog 湖泊來治理資料。
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完成「以串流方式將分析資料傳入 BigQuery」課程，即可獲得技能徽章。 在此課程中，您將綜合應用 Pub/Sub、Dataflow 和 BigQuery，並以串流方式傳送 資料進行分析。
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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「在連結試算表中分析 BigQuery 資料」技能徽章，即可證明您能使用連結試算表，在 Google 試算表中存取、分析及共用數十億列的 BigQuery 資料，還能以圖表呈現。
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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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完成使用 AppSheet 建構應用程式課程，即可獲得技能徽章 ，瞭解如何使用 AppSheet 建構、設定及發布應用程式。
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完成「使用 Google API 分析語音和語言」課程， 瞭解如何將 Natural Language API 和 Speech API 投入實際應用， 即可獲得技能徽章。
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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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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 will introduce you to Google Sheets, Google’s cloud-based spreadsheet software, included with Google Workspace.
With Google Sheets, you can create and edit spreadsheets directly in your web browser—no special software is required.
Multiple people can work simultaneously, you can see people’s changes as they make them, and every change is saved automatically.
You will learn how to open Google Sheets, create a blank spreadsheet, and create a spreadsheet from a template. You will add, import, sort, filter and format your data using Google Sheets and learn how to work across different file types.
Formulas and functions allow you to make quick calculations and better use your data. We will look at creating a basic formula, using functions, and referencing data. You will also learn how to add a chart to your spreadsheet.
Google Sheets spreadsheets are easy to share. We will look at the different ways you can share with others. We will also discuss how to track changes…
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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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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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for September 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 September Trivia Week 2 badge!
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Data complexity slows innovation, with studies showing that nearly 70% of organizations struggle to unify siloed data and apply AI effectively. This challenge takes you end-to-end—starting with solving data join pitfalls, building warehouses, and governing assets with Dataplex, then moving into automation with Document AI and hands-on generative AI. You’ll practice ingesting healthcare data, managing cloud storage, customizing AI models, and even building a chat app with the Gemini API—skills that reflect the real-world shift toward data-driven and AI-powered solutions.
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Jot down new skills as you automate tasks, build smart tools, secure data, and sketch insights with Looker. In this challenge, you’ll learn to set up automation with Cloud Scheduler, create Gmail add-ons and chatbots, move apps into containers with GKE, and strengthen security with the Cloud Data Loss Prevention API and Security Command Center—wrapping it up by turning data into clear insights with Looker.
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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。您將在本次課程中 使用 Cloud Storage 儲存圖片、透過 Cloud Functions 處理圖片， 並利用 Cloud Pub/Sub 將圖片傳送至其他應用程式。
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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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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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完成使用預訓練 API 實現語音和語言解決方案課程以獲得技能徽章，了解如何使用與語音相關的 API 工具來合成和轉錄語音。
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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。
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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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完成「在 Cloud Storage 建立串流資料湖泊」任務，即可獲得技能徽章。 本課程中，您將綜合運用 Pub/Sub、Dataflow 和 Cloud Storage， 在 Google Cloud 建立串流資料湖泊。
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完成「搭配使用 API 和 Cloud Storage」 技能徽章入門課程，即可證明您具備下列技能： 搭配使用 API 和 Cloud Storage 資源，包括 Cloud Storage API。
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若想獲得技能徽章，請完成實現 Cloud Storage 和數據保護解決方案 技能徽章課程，您將在此瞭解如何建立 Cloud Storage bucket、 如何使用 Cloud Storage 指令列，以及如何在區塊中使用值區鎖定功能保護物件。
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完成「使用 Dataplex 整理及管理資料」技能徽章入門課程，即可證明您具備下列技能：建立 Dataplex 資產、建立切面類型，以及將切面套用至 Dataplex 中的項目。 技能徽章課程透過實作實驗室和挑戰評量，檢驗學員對於特定產品的實作知識。 完成課程或直接進行挑戰實驗室，即可取得徽章。徽章可證明您的專業能力、提升專業形象，開創更多職涯發展機會。前往個人資料頁面，追蹤您獲得的徽章。
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完成「使用 API Gateway 部署及保護無伺服器 API」課程，即可獲得技能徽章。 本課程將說明如何使用 API Gateway，透過全代管閘道部署、保護及管理 API。
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完成「實現事件驅動的即時訊息與自動化工作流」任務，即可獲得 技能徽章。 技能徽章課程，您將瞭解如何透過 Cloud 控制台使用 Pub/Sub、 如何使用 Cloud Scheduler 工作節省心力，並透過 Pub/Sub Lite 節省擷取大量事件 的費用。
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完成「Google Cloud Compute 基本操作」任務， 學習如何在 Compute Engine 中使用虛擬機器 (VM)、永久磁碟 和網路伺服器，即可獲得技能徽章。
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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 Skills Boost Arcade Trivia for September 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 September Trivia Week 1 badge!
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Data-driven decisions fuel growth, but research shows over 80% of enterprise workloads still juggle complex integrations across systems. These labs walk you through Cloud Spanner, Cloud SQL, Dataproc, and Dataflow—giving you hands-on practice in managing, processing, scaling data the way modern businesses do and a chance to earn an exclusive Google Cloud credential!
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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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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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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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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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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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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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for August 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 August Trivia Week 3 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for August 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 August Trivia Week 2 badge!
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Get hands-on with building apps using Flutter, Dart, and AppSheet, and automate tasks with Document AI and Python. Learn to validate infrastructure with Terraform, monitor performance using Prometheus, and process data with Dataproc. You’ll also explore enterprise tools like Media CDN, Neo4j, and SAP integration while earning an exclusive Google Cloud Credential!
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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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for August 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 August Trivia Week 4 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for August 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 August 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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Used by over 70% of DevOps teams globally, Terraform has become the go-to tool for provisioning and managing infrastructure as code. In this hands-on challenge, you'll use Terraform to automate the setup of Google Cloud resources—Firestore, Compute Engine, Cloud Storage, VPCs, and more. You'll also manage secure configurations with Service Accounts, Firewall Rules, and Secret Manager. Build a strong foundation for scalable, repeatable deployments and earn an exclusive Google Cloud Credential!.
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Over 90% of enterprises now rely on APIs to accelerate innovation and deliver intelligent digital experiences. In this lab challenge, you'll build and deploy intelligent apps using Flutter, Java, and Kubernetes. Integrate speech and image recognition with Cloud ML APIs, streamline delivery with Jenkins on GKE, and manage access securely with Vault. You'll also automate infrastructure with Terraform and steer traffic using Cloud DNS. A hands-on path to smarter, scalable cloud solutions, and an exclusive Google Cloud Credential.
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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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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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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「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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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July 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 July Trivia Week 4 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July 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 July Trivia Week 3 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July 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 July Trivia Week 2 badge!
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Hey there! You're invited to game on with Skills Boost Arcade Trivia for July 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 July Trivia Week 1 badge!
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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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「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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Text Prompt Engineering Techniques introduces you to consider different strategic approaches & techniques to deploy when writing prompts for text-based generative AI tasks.
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本課程會介紹 Vertex AI Studio。您可以運用這項工具和生成式 AI 模型互動、根據商業構想設計原型，並投入到正式環境。透過身歷其境的應用實例、有趣的課程及實作實驗室，您將能探索從提示到正式環境的生命週期，同時學習如何將 Vertex AI Studio 運用在多模態版 Gemini 應用程式、提示設計、提示工程和模型調整。這個課程的目標是讓您能運用 Vertex AI Studio，在專案中發揮生成式 AI 的潛能。
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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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A Business Leader in Generative AI can articulate the capabilities of core cloud Generative AI products and services and understand how they benefit organizations. This course provides an overview of the types of opportunities and challenges that companies often encounter in their digital transformation journey and how they can leverage Google Cloud's generative AI products to overcome these challenges.
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Earn a skill badge by passing the final quiz, you'll demonstrate your understanding of foundational concepts in generative AI.
A skill badge is a digital badge issued by Google Cloud in recognition of your knowledge of Google Cloud products and services. Share your skill badge by making your profile public and adding it to your social media profile.
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