Ahman Natanael
成为会员时间：2025
钻石联赛
63786 积分
Manage Security in Google Cloud
Earned Sep 29, 2026 EDT
Google Threat Intelligence
Earned Sep 29, 2026 EDT
Security Command Center: Vulnerabilities and Misconfigurations
Earned Sep 29, 2026 EDT
Security Command Center: Identify and Prioritize Risks
Earned Sep 29, 2026 EDT
Security Command Center Fundamentals
Earned Sep 29, 2026 EDT
Security Command Center Enterprise 使用入门
Earned Sep 29, 2026 EDT
借助 Firebase 开发无服务器应用
Earned Sep 23, 2026 EDT
在 Google Cloud 上为机器学习 API 准备数据
Earned Sep 17, 2026 EDT
Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
Earned Sep 17, 2026 EDT
Google Cloud 云计算基础课程：Google Cloud 中的基础设施
Earned Sep 17, 2026 EDT
在 Google Cloud 中实施 DevOps 工作流
Earned Sep 17, 2026 EDT
利用 BigQuery ML 构建预测模型时的数据工程处理
Earned Sep 17, 2026 EDT
Build a Certification Study Guide: PSOE Exam Prep
Earned Sep 15, 2026 EDT
增强 Lakehouse 数据的元数据管理与数据发现能力
Earned Sep 15, 2026 EDT
利用氛围编程和 MCP 构建 Cloud 智能应用
Earned Sep 15, 2026 EDT
Networking in Google Cloud: Routing and Addressing
Earned Sep 15, 2026 EDT
适用于网络工程师的 Gemini
Earned Sep 15, 2026 EDT
Networking in Google Cloud: Fundamentals
Earned Sep 15, 2026 EDT
Networking in Google Cloud: Network Architecture
Earned Sep 15, 2026 EDT
Google Cloud 基础知识：核心基础设施
Earned Sep 15, 2026 EDT
Developing Applications with Cloud Run on Google Cloud: Fundamentals
Earned Sep 14, 2026 EDT
Logging and Monitoring in Google Cloud
Earned Sep 14, 2026 EDT
Developing Applications with Cloud Run Functions on Google Cloud
Earned Sep 14, 2026 EDT
Select a Google Cloud Database for Your Applications
Earned Sep 12, 2026 EDT
Getting Started with Terraform for Google Cloud
Earned Sep 12, 2026 EDT
Google Kubernetes Engine 使用入门
Earned Sep 12, 2026 EDT
Google Cloud 弹性基础设施：扩缩和自动化
Earned Sep 12, 2026 EDT
Google Cloud 重要基础设施：基础
Earned Sep 11, 2026 EDT
使用 NCC 连接云网络
Earned Sep 10, 2026 EDT
在 Google Cloud 上部署 Kubernetes 应用
Earned Sep 10, 2026 EDT
实现云协作和生产力工作流
Earned Sep 10, 2026 EDT
通过 BigQuery ML 创建机器学习模型
Earned Sep 10, 2026 EDT
保护 Lakehouse 数据
Earned Sep 10, 2026 EDT
BigQuery 流式数据分析
Earned Sep 10, 2026 EDT
Build Agent Skills with Google
Earned Sep 9, 2026 EDT
使用 Google API 分析语音和语言
Earned Sep 8, 2026 EDT
使用预训练 API 实现语音和语言解决方案
Earned Sep 8, 2026 EDT
使用 Google Cloud Speech API
Earned Sep 8, 2026 EDT
在 Google Cloud 上存储、处理和管理数据 - 控制台
Earned Sep 8, 2026 EDT
在 Google Cloud 中实施 Sensitive Data Protection
Earned Sep 8, 2026 EDT
用 Cloud Vision API 分析图片
Earned Sep 8, 2026 EDT
使用 Eventarc 构建事件驱动型应用
Earned Sep 8, 2026 EDT
为 Google Cloud 配置服务账号和 IAM 角色
Earned Sep 8, 2026 EDT
创建和管理 Cloud SQL for PostgreSQL 实例
Earned Sep 8, 2026 EDT
Arcade Base Camp September 2026
Earned Sep 8, 2026 EDT
Arcade Adventure: Modern Cloud Architecture
Earned Sep 8, 2026 EDT
在 Google Cloud 上存储、处理和管理数据 - 命令行
Earned Sep 7, 2026 EDT
使用 ADK 和 MCP 构建协作式多智能体系统
Earned Sep 7, 2026 EDT
用 Database Migration Service 将 MySQL 数据迁移至 Cloud SQL
Earned Sep 7, 2026 EDT
Arcade Voyage: App Modernization
Earned Sep 7, 2026 EDT
在 Cloud Run 上开发无服务器应用
Earned Sep 7, 2026 EDT
在 BigQuery 中执行预测性数据分析
Earned Sep 6, 2026 EDT
Pitch Perfect
Earned Sep 6, 2026 EDT
Build a Certification Study Guide: PCA Exam Prep
Earned Sep 5, 2026 EDT
Arcade Simulator: DevOps Engineer
Earned Sep 4, 2026 EDT
为 Compute Engine 实现云负载均衡
Earned Sep 4, 2026 EDT
构建安全的 Google Cloud 网络
Earned Sep 3, 2026 EDT
在 Cloud Storage 上创建安全的数据湖
Earned Sep 3, 2026 EDT
Arcade Trail: Data Engineering and Security
Earned Sep 3, 2026 EDT
监控和管理 Google Cloud 资源
Earned Sep 3, 2026 EDT
在 Google Cloud 上设置应用开发环境
Earned Sep 3, 2026 EDT
开发 Google Cloud 网络
Earned Sep 3, 2026 EDT
设置 Google Cloud 网络
Earned Sep 3, 2026 EDT
在 Cloud Storage 上创建流式数据湖
Earned Sep 3, 2026 EDT
实现 Cloud Storage 和数据保护解决方案
Earned Sep 3, 2026 EDT
在 Google AI Studio 中开发 AI 驱动的原型
Earned Sep 3, 2026 EDT
在 Google App Engine 上部署和管理应用
Earned Sep 2, 2026 EDT
实现事件驱动的即时消息和自动化工作流
Earned Sep 2, 2026 EDT
Google Cloud 云计算基础知识
Earned Sep 2, 2026 EDT
从 BigQuery 数据中挖掘数据洞见
Earned Sep 2, 2026 EDT
在 Google Cloud 中管理 Kubernetes
Earned Sep 2, 2026 EDT
部署多智能体架构
Earned Sep 1, 2026 EDT
使用 Gemini Enterprise 编排多智能体工作流
Earned Sep 1, 2026 EDT
Networking in Google Cloud: Hybrid and Multicloud
Earned Aug 31, 2026 EDT
Google Cloud 重要基础设施：核心服务
Earned Aug 29, 2026 EDT
Arcade Re-Trail: Vaults & Vectors
Earned Aug 28, 2026 EDT
在 Google Cloud 上构建网站
Earned Aug 28, 2026 EDT
Arcade Adventure: Data Vault
Earned Aug 24, 2026 EDT
Serverless Data Processing with Dataflow: Develop Pipelines
Earned Aug 20, 2026 EDT
Serverless Data Processing with Dataflow: Foundations
Earned Aug 20, 2026 EDT
Build a Certification Study Guide: PDE Exam Prep
Earned Aug 18, 2026 EDT
Arcade Voyage: Google Sheets
Earned Aug 13, 2026 EDT
Arcade Trail: Cloud Delivery Systems
Earned Aug 12, 2026 EDT
Build a Certification Study Guide: ACE Exam Prep
Earned Aug 12, 2026 EDT
AI 基础设施：网络组建和管理技术
Earned Aug 12, 2026 EDT
AI 基础设施：存储选项
Earned Aug 12, 2026 EDT
AI 基础设施：部署类型
Earned Aug 11, 2026 EDT
AI Infrastructure：Cloud TPU
Earned Aug 11, 2026 EDT
AI Infrastructure：Cloud GPU
Earned Aug 11, 2026 EDT
AI Infrastructure：AI Hypercomputer 简介
Earned Aug 11, 2026 EDT
How to Use TPUs for Inference
Earned Aug 11, 2026 EDT
Architecting an AI Inference Stack
Earned Aug 11, 2026 EDT
Arcade Base Camp August 2026
Earned Aug 11, 2026 EDT
Plan Your Cloud Next Generation Firewall Needs
Earned Aug 11, 2026 EDT
Introduction to Cloud Next Generation Firewall
Earned Aug 11, 2026 EDT
Build a Certification Study Guide: PCNE Exam Prep
Earned Aug 11, 2026 EDT
使用 Google Cloud Operations 进行扩缩
Earned Aug 10, 2026 EDT
Google Cloud 带来信任与安全
Earned Aug 10, 2026 EDT
使用 Google Cloud 进行基础设施和应用的现代化改造
Earned Aug 10, 2026 EDT
借助 Google Cloud 人工智能进行创新
Earned Aug 10, 2026 EDT
Spans and Plans
Earned Aug 10, 2026 EDT
Arcade Simulator: Network Security Engineer
Earned Aug 10, 2026 EDT
使用 Google Cloud 探索数据转换
Earned Aug 9, 2026 EDT
利用 Google Cloud 实现数字化转型
Earned Aug 9, 2026 EDT
Google DeepMind : 08 Capstone: Develop Your Model for Real-World Impact
Earned Aug 9, 2026 EDT
Google DeepMind: 07 Accelerate Your Model
Earned Aug 9, 2026 EDT
Google DeepMind: 05 Fine-Tune Your Model
Earned Aug 9, 2026 EDT
Google DeepMind: 03 Design And Train Neural Networks
Earned Aug 9, 2026 EDT
Google DeepMind: 02 Represent Your Language Data
Earned Aug 8, 2026 EDT
Google DeepMind: 01 Build Your Own Small Language Model
Earned Aug 8, 2026 EDT
Google DeepMind: 04 Discover The Transformer Architecture
Earned Aug 8, 2026 EDT
借助 Gemini Notebook 发掘深度洞见
Earned Aug 7, 2026 EDT
使用 Google Vids 制作引人入胜的视频
Earned Aug 7, 2026 EDT
Google 云端硬盘中的 Gemini
Earned Aug 7, 2026 EDT
Google Meet 中的 Gemini
Earned Aug 7, 2026 EDT
Google 表格中的 Gemini
Earned Aug 7, 2026 EDT
生成式 AI 智能体：助力组织转型
Earned Aug 7, 2026 EDT
生成式 AI 应用：改变工作方式
Earned Aug 7, 2026 EDT
生成式 AI：全面了解生成式 AI
Earned Aug 7, 2026 EDT
生成式 AI：剖析基本概念
Earned Aug 7, 2026 EDT
生成式 AI：不只是聊天机器人
Earned Aug 7, 2026 EDT
Google 幻灯片中的 Gemini
Earned Aug 6, 2026 EDT
Google 文档中的 Gemini
Earned Aug 6, 2026 EDT
Gmail 中的 Gemini
Earned Aug 6, 2026 EDT
内置 Gemini 的 Google Workspace：AI 工作流基础知识
Earned Aug 6, 2026 EDT
AI 智能体简介
Earned Aug 6, 2026 EDT
大型语言模型简介
Earned Aug 6, 2026 EDT
负责任的 AI 简介
Earned Aug 6, 2026 EDT
生成式 AI 简介
Earned Aug 6, 2026 EDT
AI Boost Bites: Presentation Scripts with Gemini
Earned Aug 6, 2026 EDT
AI Boost Bites：使用 Google 文档和云端硬盘中的 Gemini 快速掌握要点
Earned Aug 6, 2026 EDT
AI Boost Bites: Become a Homework Hero for Your Kids
Earned Aug 6, 2026 EDT
AI Boost Bites: Presentations in Seconds with Nano Banana Pro
Earned Aug 6, 2026 EDT
AI Boost Bites：使用 Gemini 和 Apps 脚本自动执行任务
Earned Aug 6, 2026 EDT
AI Boost Bites：使用 Google Workspace 像专业人士一样撰写提示
Earned Aug 6, 2026 EDT
AI Boost Bites: Get Your Competitor's Playbook in Minutes
Earned Aug 6, 2026 EDT
AI Boost Bites: Create Your Ultimate College Scouting Report
Earned Aug 6, 2026 EDT
AI Boost Bites: From Napkin Sketch to Functional App
Earned Aug 6, 2026 EDT
AI Boost Bites: Talk to Your Data in Sheets
Earned Aug 6, 2026 EDT
AI Boost Bites: Make Any Big Purchase with Confidence
Earned Aug 6, 2026 EDT
AI Boost Bites: Create Your Own Retro Arcade Game
Earned Aug 6, 2026 EDT
AI Boost Bites: Turn Your Ideas into Animated Art
Earned Aug 6, 2026 EDT
使用 Gemini 和 Streamlit 开发生成式 AI 应用
Earned Aug 5, 2026 EDT
AI Boost Bites：借助 Gemini 轻松生成内容
Earned Aug 4, 2026 EDT
AI Boost Bites：Gemini Gems - 您的终极营销助手
Earned Aug 4, 2026 EDT
AI Boost Bites: The Recruiter's Playbook in Gmail
Earned Aug 4, 2026 EDT
AI Boost Bites: Build Charts with a Prompt
Earned Aug 4, 2026 EDT
AI Boost Bites: Create Your Own Productivity Tools
Earned Aug 4, 2026 EDT
AI Boost Bites: Build a Personalized Weather App
Earned Aug 4, 2026 EDT
AI Boost Bites: Gemini Calendar Hacks in Gmail
Earned Aug 4, 2026 EDT
AI Boost Bites: Become a Creative Mashup Artist
Earned Aug 4, 2026 EDT
AI Boost Bites: Create a 3D Solar System
Earned Aug 4, 2026 EDT
AI Boost Bites: Notes to Sheets with Gemini
Earned Aug 4, 2026 EDT
AI Boost Bites: Build Slides Fast with Gemini
Earned Aug 4, 2026 EDT
AI Boost Bites：使用 Gemini Gems生成摘要
Earned Aug 4, 2026 EDT
AI Boost Bites：Gemini 图片转表格技巧
Earned Aug 4, 2026 EDT
AI Boost Bites：无代码表格与脚本
Earned Aug 4, 2026 EDT
AI Boost Bites: Become an AI Art Director for Your World
Earned Aug 4, 2026 EDT
AI Boost Bites: Gamify Your Study Guides
Earned Aug 4, 2026 EDT
AI Boost Bites: Guided Learning with Gemini
Earned Aug 4, 2026 EDT
AI Boost Bites: Advanced Analysis in Sheets
Earned Aug 4, 2026 EDT
AI Boost Bites：一键生成营销活动视觉内容
Earned Aug 4, 2026 EDT
AI Boost Bites: Supercharge Research with Gemini
Earned Aug 4, 2026 EDT
AI Boost Bites: Create the Perfect Portrait
Earned Aug 4, 2026 EDT
AI Boost Bites: Become a "Vibe DJ"
Earned Aug 4, 2026 EDT
AI Boost Bites: Your Personal Feedback Agent
Earned Aug 4, 2026 EDT
AI Boost Bites：快速创建文档
Earned Aug 4, 2026 EDT
AI Boost Bites：借助自定义提示词实现个性化
Earned Aug 4, 2026 EDT
AI Boost Bites: Bring your photos to life with AI
Earned Aug 4, 2026 EDT
AI Boost Bites：邮件内容创作
Earned Aug 4, 2026 EDT
AI Boost Bites：Gemini 幻灯片摘要
Earned Aug 4, 2026 EDT
AI Boost Bites: AI Magic in a Sheets Cell
Earned Aug 4, 2026 EDT
AI Boost Bites: Build Your AI Strategic Partner
Earned Aug 4, 2026 EDT
AI Boost Bites: Streamline Event Planning with AI
Earned Aug 4, 2026 EDT
AI Boost Bites：借助 AI 轻松管理收件箱
Earned Aug 4, 2026 EDT
AI Boost Bites：借助 AI 提升高管影响力
Earned Aug 4, 2026 EDT
AI Boost Bites: Shareable Gems
Earned Aug 4, 2026 EDT
AI Boost Bites: Your AI Chart Detective
Earned Aug 4, 2026 EDT
AI Boost Bites: Your Personal AI Tutor
Earned Aug 4, 2026 EDT
AI Boost Bites：为您的策略“挑挑刺”
Earned Aug 4, 2026 EDT
AI Boost Bites: Animated Charts with Gemini
Earned Aug 4, 2026 EDT
Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
Earned Aug 3, 2026 EDT
Google Cloud 云计算基础课程：云计算基础知识
Earned Aug 3, 2026 EDT
Google Security Operations - Deep Dive
Earned Aug 2, 2026 EDT
Introduction to Google Security Operations: Unified SecOps
Earned Aug 2, 2026 EDT
Introduction Google Security Operations (SOAR)
Earned Aug 2, 2026 EDT
Introduction to Google Security Operations (SIEM)
Earned Aug 2, 2026 EDT
利用 Cloud Run 部署和扩缩 AI 模型
Earned Jul 31, 2026 EDT
为组织配置 Gemini Code Assist
Earned Jul 31, 2026 EDT
适用于端到端 SDLC 的 Gemini
Earned Jul 30, 2026 EDT
利用工具为智能体注入强大功能
Earned Jul 30, 2026 EDT
Model Armor：保障 AI 部署安全
Earned Jul 29, 2026 EDT
AI 时代安全性简介
Earned Jul 29, 2026 EDT
使用智能体开发套件 (ADK) 构建 AI 智能体
Earned Jul 29, 2026 EDT
面向开发者的 Responsible AI：隐私保护和安全
Earned Jul 29, 2026 EDT
面向开发者的 Responsible AI：可解释性和透明度
Earned Jul 29, 2026 EDT
面向开发者的 Responsible AI：公平性与偏见
Earned Jul 29, 2026 EDT
利用 Vertex AI 实现机器学习运维 (MLOps)：模型评估
Earned Jul 29, 2026 EDT
适用于生成式 AI 的机器学习运维 (MLOps)
Earned Jul 29, 2026 EDT
企业智能体及其应用场景
Earned Jul 29, 2026 EDT
智能体基础知识
Earned Jul 29, 2026 EDT
Google DeepMind：训练小语言模型
Earned Jul 28, 2026 EDT
打造您的首个 Gemini Enterprise 应用
Earned Jul 27, 2026 EDT
使用 BigQuery 构建数据仓库
Earned Jul 25, 2026 EDT
优化 Google Kubernetes Engine 的费用
Earned Jul 25, 2026 EDT
Safe Spaces
Earned Jul 25, 2026 EDT
使用 Security Command Center 消除威胁和漏洞
Earned Jul 23, 2026 EDT
保护软件交付流程
Earned Jul 22, 2026 EDT
Arcade Base Camp July 2026
Earned Jul 22, 2026 EDT
在 Google Cloud 上使用 Terraform 构建基础设施
Earned Jul 21, 2026 EDT
通过 API 使用 Cloud Storage
Earned Jul 21, 2026 EDT
使用 Cloud Run Functions 构建无服务器应用
Earned Jul 20, 2026 EDT
Arcade Adventure: Low-Code Development
Earned Jul 20, 2026 EDT
用 AppSheet 来构建应用
Earned Jul 20, 2026 EDT
This course provides foundational knowledge for securing your Google Cloud environment. You will learn Google Cloud's security model, including Zero Trust principles and the Shared Fate model. You will configure identity services like Cloud Identity and Workforce Identity Federation, manage access control using Identity and Access Management (IAM) roles, conditions, and policies, and implement network security controls such as VPCs, Cloud Firewall tiers, and VPC Service Controls to build a secure perimeter.
As the foundation of the Security in Google Cloud learning path, this course establishes the core principles required for two subsequent specialized tracks: the five-course Security Best Practices in Google Cloud series and the four-course Mitigate Threats in Google Cloud series.
了解详情
Google Threat Intelligence 能够向全球各地的安全团队及时提供详细的威胁情报，帮助其更好地监测威胁。本课程将介绍 Google Threat Intelligence 的各项功能，以及各类组织借助该产品主动缓解威胁的常见方式。
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Learn how to use Security Command Center (SCC) to triage vulnerabilities and misconfigurations identified by platform security detectors.
了解详情
In the context of a real-world use case, learn how to use Security Command Center’s virtual red teaming feature to identify risks. Then, learn how attack exposure scores help you prioritize issues and how risk reports keep stakeholders in the loop.
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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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本课程全面概述了 Google Cloud Security Command Center (SCC) Enterprise，这是一个云原生应用保护平台 (CNAPP) 解决方案，可帮助组织预防、检测和应对整个 Google Cloud 服务中的威胁。
您将了解 SCC Enterprise 的核心功能，包括增强型威胁检测、深度漏洞管理和集成式案例管理。
本课程也会介绍威胁管理和漏洞评估方面的基本概念，并实际演示如何使用 SCC Enterprise 来识别、调查和修复多云环境中的安全风险。
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完成借助 Firebase 开发无服务器应用技能徽章中级课程， 展示您在以下方面的技能：借助 Firebase 设计无服务器 Web 应用架构以及构建无服务器 Web 应用； 利用 Firestore 管理数据库；利用 Cloud Build 自动完成部署流程； 以及将 Google 助理功能集成到您的应用中。
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完成入门级技能徽章课程在 Google Cloud 上为机器学习 API 准备数据，展示以下技能： 使用 Dataprep by Trifacta 清理数据、在 Dataflow 中运行数据流水线、在 Managed Service for Apache Spark 中创建集群和运行 Apache Spark 作业，以及调用机器学习 API，包括 Cloud Natural Language API、Google Cloud Speech-to-Text API 和 Video Intelligence API。
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Google Cloud 云计算基础课程面向没有或很少有云计算基础或经验的人群。本课程概述了云计算基础知识、大数据和机器学习的核心概念，以及 Google Cloud 在其中的定位与应用方式。
完成本系列课程后，学员将能够清晰阐述这些概念，并掌握一些实际操作技能。
课程应按以下顺序完成：
1. Google Cloud 云计算基础课程：云计算基础知识
2. Google Cloud 云计算基础课程：Google Cloud 中的基础设施
3. Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
4. Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
本课程是该系列课程的最后一门，回顾了托管式大数据服务、机器学习及其价值，以及如何通过获得技能徽章来进一步展示您在 Google Cloud 方面的技能。
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Google Cloud 云计算基础课程面向云计算零基础或经验较少的人群。本课程概述了云计算基础知识、大数据和机器学习的核心概念，以及 Google Cloud 在其中的定位与应用方式。
完成本系列课程后，学员将能够清晰阐述这些概念，并掌握部分实操技能。
课程应按以下顺序完成：
1. Google Cloud 云计算基础课程：云计算基础知识
2. Google Cloud 云计算基础课程：Google Cloud 中的基础设施
3. Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
4. Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
了解详情
完成在 Google Cloud 中实施 DevOps 工作流技能徽章中级课程， 展示您在以下方面的技能：创建和管理 git 代码库； 在 Google Kubernetes Engine (GKE) 上启动、管理和扩缩 Deployment； 设计 CI/CD 流水线架构，以自动构建容器映像并将其部署到 GKE。
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完成中级技能徽章课程利用 BigQuery ML 构建预测模型时的数据工程处理， 展示自己在以下方面的技能：利用 Dataprep by Trifacta 构建 BigQuery 数据转换流水线； 利用 Cloud Storage、Dataflow 和 BigQuery 构建提取、转换和加载 (ETL) 工作流； 以及利用 BigQuery ML 构建机器学习模型。
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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Security Operations Engineer certification exam.
You'll review Gemini Notebook features, create a notebook in Gemini Notebook, and learn how to use a study guide to practice for a certification exam.
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完成增强 Lakehouse 数据的元数据管理与数据发现能力这一技能徽章课程，展示您在 BigQuery、 Lakehouse 和 Knowledge Catalog 方面的技能。您将创建 Lakehouse 表，并增强表数据的元数据管理与数据发现能力。
了解详情
完成“利用氛围编程和 MCP 构建 Cloud 智能应用”课程，即可获得技能徽章。在本课程中，您将学习如何利用 Google 的 AI 编码助理和 MCP 服务器的强大功能。
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Welcome to the second course in the networking and Google Cloud series routing and addressing.
In this course, we'll cover the central routing and addressing concepts that are relevant to Google Cloud's networking capabilities.
Module one will lay the foundation by exploring network routing and addressing in Google Cloud, covering key building blocks such as routing IPv4, bringing your own IP addresses and setting up cloud DNS. In Module two will shift our focus to private connection options, exploring use cases and methods for accessing Google and other services privately using internal IP addresses.
By the end of this course, you'll have a solid grasp of how to effectively route and address your network traffic within Google Cloud.
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在本课程中，您将了解 Gemini（Google Cloud 推出的一款依托生成式 AI 的协作工具）如何帮助网络工程师创建、更新和维护 VPC 网络。您将学习如何向 Gemini 输入提示，让其针对您的网络组建和管理任务，提供您从搜索引擎所无法获得的具体指导。您可以通过实操实验了解如何利用 Gemini 更轻松地使用 Google Cloud VPC 网络。
Duet AI 已更名为 Gemini，这是我们的新一代模型。
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Networking in Google cloud is a 6 part course series. Welcome to the first course of our six part course series, Networking in Google Cloud: Fundamentals.
This course provides a comprehensive overview of core networking concepts, including networking fundamentals, virtual private clouds (VPCs), and the sharing of VPC networks. Additionally, the course covers network logging and monitoring techniques.
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Welcome to the third course of the "Networking in Google Cloud" series: Network Architecture!
In this course, you will explore the fundamentals of designing efficient and scalable network architectures within Google Cloud.
In the first module, Introduction to Network Architecture, we'll start by introducing you to the core components and concepts of network architecture, including subnets, routes, firewalls, and load balancing.
Then in the second module, network topologies, we'll dive into various network topologies commonly used in Google Cloud, discussing their strengths, and weaknesses.
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“Google Cloud 基础知识：核心基础设施”介绍在使用 Google Cloud 时会遇到的重要概念和术语。本课程通过视频和实操实验来介绍并比较 Google Cloud 的多种计算和存储服务，并提供重要的资源和政策管理工具。
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This course introduces the Cloud Run serverless platform for running applications.
In this course, you learn about the fundamentals of Cloud Run, its resource model and the container lifecycle.
You learn about service identities, how to control access to services, and how to develop and test your
application locally before deploying it to Cloud Run. The course also teaches you how to integrate
with other services on Google Cloud so you can build full-featured applications.
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Welcome to the two-part course on Logging, Monitoring, and Observability in Google Cloud. The core operations tools in Google Cloud break down into two major categories. The operations-focused components and the application performance management tools. This course, Logging and Monitoring in Google Cloud, covers the operations-focused components including Logging, Monitoring, and Service Monitoring. After taking this course, it is suggested that you complete part 2, Observability in Google Cloud, to learn about the available application performance management tools.
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In this course, you learn about Cloud Run functions, Google's serverless, fully-managed functions as a service (FaaS) product that lets you implement single-purpose function code that reponds to HTTP requests and events from your cloud infrastructure.
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In this course, you learn to analyze and choose the right database for your needs, to effectively develop applications on Google Cloud. You explore relational and NoSQL databases, dive into Cloud SQL, AlloyDB, and Spanner, and learn how to align database strengths with your application requirements, including those of generative AI. Gain hands-on experience configuring Vector Search and migrating applications to the cloud.
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This course provides an introduction to using Terraform for Google Cloud. It enables learners to describe how Terraform can be used to implement infrastructure as code and to apply some of its key features and functionalities to create and manage Google Cloud infrastructure.
Learners will get hands-on practice building and managing Google Cloud resources using Terraform.
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欢迎学习“Google Kubernetes Engine 使用入门”课程。Kubernetes 是位于应用和硬件基础架构之间的软件层，如果您对 Kubernetes 感兴趣，那就来对地方了！Google Kubernetes Engine 将 Kubernetes 作为 Google Cloud 上的代管式服务提供给您使用。
本课程的目标是介绍 Google Kubernetes Engine（通常称为 GKE）的基础知识，以及将应用容器化并在 Google Cloud 中运行的方法。本课程首先介绍 Google Cloud 的基础知识，然后概述容器、Kubernetes、Kubernetes 架构以及 Kubernetes 操作。
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这是一套自助式速成课程，向学员介绍 Google Cloud 提供的灵活全面的基础架构和平台服务。学员将通过一系列视频讲座、演示和实操实验，探索和部署各种解决方案元素，包括安全互连网络、负载均衡、自动扩缩、基础架构自动化和代管式服务。
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这门自助式速成课程向学员介绍 Google Cloud 提供的灵活全面的基础架构和平台服务，其中着重介绍了 Compute Engine。学员将通过一系列视频讲座、演示和动手实验，探索和部署各种解决方案元素，包括网络、虚拟机和应用服务等基础架构组件。您将学习如何通过控制台和 Cloud Shell 使用 Google Cloud。您还将了解云架构师角色、基础架构设计方法以及虚拟网络配置和虚拟私有云 (VPC)、项目、网络、子网、IP 地址、路由及防火墙规则。
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完成使用 NCC 连接云网络课程，即可获得中级技能徽章，您将在此课程中学习如何 使用 Network Connectivity Center 连接您的本地网络、云企业网络和混合网络， 并通过 Google Cloud 上的一个集中式枢纽，以 spoke 的方式来管理它们。
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完成在 Google Cloud 上部署 Kubernetes 应用技能徽章中级课程，展示您在以下方面的技能： 配置和构建 Docker 容器映像，创建和管理 Google Kubernetes Engine (GKE) 集群，利用 kubectl 实现高效 集群管理，以及按照稳健的持续交付 (CD) 实践部署 Kubernetes 应用。
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完成 实现云协作和生产力工作流课程，赢取入门技能徽章。在此课程中，您将了解 Google 的协作平台 并学习如何使用 Gmail、Google 日历、Meet、Google 云端硬盘、Google 表格和 AppSheet。
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完成中级技能徽章课程通过 BigQuery ML 创建机器学习模型，展示您在以下方面的技能： 使用 BigQuery ML 创建和评估机器学习模型，以执行数据预测。
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完成保护 Lakehouse 数据这一入门级技能徽章课程，展示您在以下方面的技能：使用 IAM、BigQuery、Lakehouse 和 Knowledge Catalog 中的 Data Catalog 创建和保护 Lakehouse 表。
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完成 BigQuery 流式数据分析技能徽章课程，赢取技能徽章 。在这门课程中，您将结合使用 Pub/Sub、Dataflow 和 BigQuery 来实现流式 数据分析。
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Close the gap between general AI capabilities and your domain knowledge through Agent Skills. This course walks you through the full lifecycle of custom skill building, from local scaffolding and testing to enterprise scaling and sharing using Google's agent ecosystem, including Google Antigravity, ADK, and Skill Registry. Additionally, you use Google Agents CLI toolkit to attach skills to standalone 24/7 cloud agents, equipping your team with reliable, autonomous digital coworkers.
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完成使用 Google API 分析语音和语言课程，赢取技能徽章 。在此课程中，您将学习如何在真实场景中使用 Natural Language API 和 Speech API。
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完成使用预训练 API 实现语音和语言解决方案课程以获得技能徽章，了解如何使用与语音相关的 API 工具来合成和转录语音。
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完成 使用 Google Cloud Speech API这一技能徽章课程，赢取技能徽章。在此课程中，您将学习如何创建 Speech-to-Text API 请求、 将音频语音转写成文字，以及转写语音。
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Cloud Storage, Cloud Functions 和 Cloud Pub/Sub 都是 Google Cloud Platform 服务，可用于存储、处理和管理数据。这三项 服务可结合使用，创建各种数据驱动型应用。在 此技能徽章课程中，您将使用 Cloud Storage 存储图片，使用 Cloud Functions 函数 处理图片，并使用 Cloud Pub/Sub 将图片发送到另一个应用。
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完成 在 Google Cloud 中实施 Sensitive Data Protection 这一入门级技能徽章课程，展示您在以下方面的技能：使用 Sensitive Data Protection 服务 （包括 Cloud Data Loss Prevention API）来检查和隐去 Google Cloud 中的敏感数据，并对敏感数据进行去标识处理。
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完成用 Cloud Vision API 分析图片课程，赢取技能徽章。在此挑战任务中，您将了解如何利用 Cloud Vision API 执行各种任务，包括从图片中提取文本。
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完成“使用 Eventarc 构建事件驱动型应用”课程，赢取技能徽章。 在这门课程中，您将使用 Eventarc 为不同资源创建事件触发器，包括 Pub/Sub 主题和 Cloud Storage 存储桶。
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完成“为 Google Cloud 配置服务账号和 IAM 角色”课程，赢取入门级技能徽章。在本课程中，您将了解服务账号、自定义角色以及如何使用 gcloud 设置权限。
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完成“创建和管理 Cloud SQL for PostgreSQL 实例”这一入门级的技能徽章课程，展示您在以下方面的技能： 迁移、配置和管理 Cloud SQL for PostgreSQL 实例及数据库。
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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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Cloud architecture is a lot more fun when you actually know which levers to pull. In this adventure, you'll wire up Pub/Sub messaging, sling storage buckets from the terminal, and trigger Cloud Run functions without getting tangled in server management. Once your pipeline is moving, you'll lock the front door with IAM permissions and wire up real-time monitoring so nothing breaks while you're away. Finish both challenge labs to prove you can build fast, break nothing, and keep the whole machine running smoothly.
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Cloud Storage、Cloud Functions 和 Cloud Pub/Sub 都是 Google Cloud Platform 服务，可用于存储、处理和管理数据。这三项 服务可结合使用，创建各种数据驱动型应用。在 这一技能徽章课程中，您将使用 Cloud Storage 存储图片，使用 Cloud Functions 处理图片，并使用 Cloud Pub/Sub 将图片发送到另一款应用。
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学习如何使用 Google 的智能体开发套件 (ADK) 和 Model Context Protocol (MCP) 设计、协调和部署多智能体系统。以旅行礼宾为例，您将学习如何编排由专用智能体组成的网络，并为其配置自定义护栏。学完本课程后，您将了解构建稳健、可伸缩的 AI 工作流所需的设计模式和部署策略。
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完成用 Database Migration Service 将 MySQL 数据迁移至 Cloud SQL 这一入门级的技能徽章课程，展示您在以下方面的技能： 使用 Database Migration Service 中提供的不同作业类型和连接选项，将 MySQL 数据迁移到 Cloud SQL； 以及在运行 Database Migration Service 作业时 迁移 MySQL 用户数据。
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Great code shouldn't get bogged down by infrastructure headaches. In this voyage, you'll master modern deployment patterns by turning ideas into production-ready microservices. From generating dynamic files and decoupling services with Pub/Sub to deploying polyglot apps across three different languages on App Engine, you'll cover the full developer lifecycle. Complete the challenge labs and show you know how to build fast, scale effortlessly, and keep things resilient.
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完成在 Cloud Run 上开发无服务器应用技能徽章中级课程， 展示您在以下方面的技能：集成 Cloud Run 与 Cloud Storage 以管理数据， 使用 Cloud Run 和 Pub/Sub 设计弹性异步系统架构， 构建依托 Cloud Run 技术的 REST API 网关，以及在 Cloud Run 上构建和部署服务。
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完成中级技能徽章课程“在 BigQuery 中执行预测性数据分析”， 展示以下方面的技能：导入 CSV 和 JSON 文件，在 BigQuery 中创建数据集； 利用 BigQuery 的强大功能与精细的 SQL 分析概念，包括使用 BigQuery ML，根据足球比赛数据 来训练一个进球数预测模型，并评估世界杯进球的观赏性。
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Great teams don't just wing it—they execute a game plan. In this track, you'll captain your backend from the tactical board to the final whistle. Tune Spanner schemas for high-pressure traffic, whip pinpoint Pub/Sub messages across your services , and score clean API deployments with Cloud Run. Beat the challenge labs to claim your badge!
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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Cloud Architect certification exam.
You'll review Gemini Notebook features, create a notebook in Gemini Notebook, and learn how to use a study guide to practice for a certification exam.
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Welcome to this month's Arcade Simulator, where you'll step into the shoes of a DevOps Engineer tasked with keeping production environments fast, scalable, and resilient. You'll lay down a secure foundation with multi-VPC networks and access controls, then deploy multi-tier load balancers to distribute compute traffic seamlessly. Clear both challenge labs to prove you can automate, secure, and scale enterprise infrastructure without missing a beat.
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完成入门级技能徽章课程为 Compute Engine 实现云负载均衡，展示以下方面的技能： 在 Compute Engine 中创建和部署虚拟机 以及配置网络和应用负载均衡器。
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完成构建安全的 Google Cloud 网络课程，赢取技能徽章。在此课程中，您将了解与网络有关的众多 资源，以便在 Google Cloud 上构建、扩缩和保护自己的应用。
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完成入门级技能徽章课程在 Cloud Storage 上创建安全的数据湖，展示以下方面的技能： 保护和配置 Cloud Storage 存储桶、使用 Gemini 生成文本、管理 IAM 访问权限控制以及建立 Knowledge Catalog 数据湖以进行数据治理。
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Streaming high-velocity data is great, but only if your pipeline doesn't break under pressure. In this trail, you'll wire up Pub/Sub and Python Dataflow to stream live data straight into Cloud Storage, then lock the whole environment down. By encrypting keys with Cloud KMS, cataloging assets, and isolating networks with VPC Peering, you'll clear both challenge labs and prove you can build real-time data lakes that are as fast as they are secure.
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完成监控和管理 Google Cloud 资源这一入门级技能徽章课程，展示您在以下方面的技能：授予和撤消 IAM 权限； 安装 Monitoring 代理和 Logging 代理；创建、部署和测试事件驱动型 Cloud Run 函数。
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完成“在 Google Cloud 上设置应用开发环境”课程，赢取技能徽章；通过该课程，您将了解如何使用以下技术的基本功能来构建和连接以存储为中心的云基础设施： Cloud Storage、Identity and Access Management、Cloud Functions 和 Pub/Sub。
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完成开发 Google Cloud 网络课程，赢取技能徽章。在此课程中，您将学习 部署和监控应用的多种方法，包括执行以下任务的方法：探索 IAM 角色并添加/移除 项目访问权限、创建 VPC 网络、部署和监控 Compute Engine 虚拟机、 编写 SQL 查询、在 Compute Engine 中部署和监控虚拟机，以及使用 Kubernetes 通过多种部署方法部署应用。
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完成设置 Google Cloud 网络课程，赢取技能徽章， 您将了解如何在 Google Cloud Platform 上执行基本的网络组建和管理任务 - 创建自定义网络、添加子网防火墙规则，然后创建虚拟机并测试 虚拟机之间相互通信时的延迟时间。
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完成在 Cloud Storage 上创建流式数据湖课程，赢取技能徽章。 在这门课程中，您将结合使用 Pub/Sub、Dataflow 和 Cloud Storage 在 Google Cloud 上创建一个流式数据湖。
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完成 实现 Cloud Storage 和数据保护解决方案这一技能徽章课程，赢取技能 徽章。学习如何创建 Cloud Storage 存储桶，如何 使用 Cloud Storage 命令行，以及如何使用存储桶锁定来保护 存储桶中的对象。
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完成入门级技能徽章课程“在 Google AI Studio 中开发 AI 驱动的原型”，展示您在以下方面的技能：撰写有效的提示、 利用多模态功能进行图片和视频分析、根据模板和文本提示构建功能性 AI 应用原型，以及使用 API 密钥构建和部署自定义 AI 解决方案。
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完成在 Google App Engine 上部署和管理应用课程，赢取技能徽章。在此课程中，您将学习如何将 App Engine 与 Python、Go 和 PHP 搭配使用。
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完成 实现事件驱动的即时消息和自动化工作流技能徽章课程，赢取技能徽章。 在这门课程中，您将学习如何通过 Cloud 控制台使用 Pub/Sub、如何使用 Cloud Scheduler 作业减轻工作量，以及在哪些用例中可以使用 Pub/Sub Lite 来节省大量事件提取的开支。
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完成Google Cloud 云计算基础知识挑战任务，赢取技能徽章。 您将学习如何在 Compute Engine 中使用虚拟机 (VM)、永久性 磁盘和 Web 服务器。
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完成入门级技能徽章课程“从 BigQuery 数据中挖掘数据洞见”，展示您在以下方面的技能： 编写 SQL 查询、查询公共表、将示例数据加载到 BigQuery 中、 在 BigQuery 中使用查询验证器排查常见的语法错误，以及通过连接到 BigQuery 数据在 Data Studio 中 创建报告。
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完成在 Google Cloud 中管理 Kubernetes这一中级技能徽章课程， 展示您在以下方面的技能：使用 kubectl 管理部署、监控并 调试在 Google Kubernetes Engine (GKE) 上运行的应用，以及持续交付技术。
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完成部署多智能体架构这一高级技能徽章课程，展示您在以下方面的技能： 使用 ADK 构建多智能体系统；通过 Agent-to-Agent (A2A) protocol 连接智能体， 通过 Model Context Protocol (MCP) 集成外部工具，并将完整的多智能体解决方案部署到 Agent Engine。
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完成入门级使用 Gemini Enterprise 编排多智能体工作流技能徽章课程，展示您在以下方面的技能：使用由 Gemini Enterprise 提供支持的智能体助理整合来自第一方和第三方来源的数据、制作多媒体营销材料，以及跨系统自动执行业务操作。
技能徽章通过动手实验和挑战赛形式的评估，检验您对特定产品的实际知识掌握情况。完成课程即可获得徽章，也可直接参加实验室挑战赛，快速获得徽章。徽章可证明您掌握技能的熟练程度，提升您的专业形象，最终助您获得更多职业机会。欢迎访问您的个人资料，跟踪您已获得的徽章。
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Welcome to the sixth course in our Networking and Google Cloud series, Hybrid and Multicloud. The first module will walk you through various cloud connectivity options, with a deep dive into Cloud Interconnect, exploring its different types and functionalities. In the second module, we'll cover Cloud VPN, discussing its implementation, high availability, VPN topologies, and the Network Connectivity Center for streamline management. By the end of this course, you will be able to explain the different connectivity options available to extend your on-premises and other cloud networks to Google Cloud, and analyze the suitability of different Google Cloud hybrid and multicloud connectivity services for specific use cases.
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这门自助式速成课程向学员介绍 Google Cloud 提供的灵活全面的基础架构和平台服务，着重介绍了 Compute Engine。学员将通过一系列视频讲座、演示和动手实验，探索和部署各种解决方案元素，包括网络、系统和应用服务等基础架构组件。本课程的内容还包括如何部署实用的解决方案，包括客户提供的加密密钥、安全和访问权限管理、配额和结算，以及资源监控。
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Since last month's Arcade Trail wrapped up earlier than expected, we’re opening up this bonus game only for this month so you can grab that missed Arcade Point! You'll start on the vault side with Google Cloud Storage—managing buckets, exploring APIs, and locking down sensitive data with Bucket Lock. Then, you'll shift to event-driven vectors at the command line, triggering Cloud Run Functions and routing real-time messages through Pub/Sub. Complete with two hands-on challenge labs, this trail gets your streak back on track while building real-world storage and serverless skills.
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完成在 Google Cloud 上构建网站技能徽章课程，赢取入门级技能徽章。本课程以 Get Cooking in Cloud 系列视频为基础， 涵盖以下主题：在 Cloud Run 上部署网站在 Compute Engine 上托管 Web 应用在 Google Kubernetes Engine 上创建、部署和扩缩网站使用 Cloud Build 从单体式应用迁移到微服务架构
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Who says sharing complex data across boundaries has to be a compliance nightmare? This adventure is your blueprint for delivering modern Analytics-as-a-Service on Google Data Cloud. You'll start by building secure, authorized views on BigQuery to safely expose data to partners without exposing underlying tables. Next, you'll learn to consume customer-specific datasets and streamline cross-organization data delivery. Packed with a hands-on challenge lab, this adventure gives you the practical skills to publish, share, and scale data seamlessly while keeping security tight.
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In this second installment of the Dataflow course series, we are going to be diving deeper on developing pipelines using the Beam SDK. We start with a review of Apache Beam concepts. Next, we discuss processing streaming data using windows, watermarks and triggers. We then cover options for sources and sinks in your pipelines, schemas to express your structured data, and how to do stateful transformations using State and Timer APIs. We move onto reviewing best practices that help maximize your pipeline performance. Towards the end of the course, we introduce SQL and Dataframes to represent your business logic in Beam and how to iteratively develop pipelines using Beam notebooks.
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This course is part 1 of a 3-course series on Serverless Data Processing with Dataflow. In this first course, we start with a refresher of what Apache Beam is and its relationship with Dataflow. Next, we talk about the Apache Beam vision and the benefits of the Beam Portability framework. The Beam Portability framework achieves the vision that a developer can use their favorite programming language with their preferred execution backend. We then show you how Dataflow allows you to separate compute and storage while saving money, and how identity, access, and management tools interact with your Dataflow pipelines. Lastly, we look at how to implement the right security model for your use case on Dataflow.
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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Data Engineer certification exam.
You'll review Gemini Notebook features, create a notebook in Gemini Notebook, and learn how to use a study guide to practice for a certification exam.
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Transforming raw spreadsheet data into structured business intelligence requires precise validation, efficient navigation, and dynamic visual reporting. This voyage path builds core analytical competencies using Google Sheets. You will begin by implementing strict data validation rules, configuring targeted search workflows, and ensuring data integrity across large datasets. You will then advance to building dynamic charts and executing complex analytical formulas to extract meaningful insights. Finalized with a comprehensive challenge lab, this voyage prepares you to build reliable, presentation-ready analytical workbooks.
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Accelerating software delivery while maintaining stability demands automated build, artifact, and release pipelines. This trail covers the core practices for implementing continuous integration and continuous delivery (CI/CD) on Google Cloud. You will begin by managing container images with Artifact Registry and building automated pipelines for Google Kubernetes Engine using Cloud Build. Next, you will configure continuous delivery workflows with Google Cloud Deploy to safely promote releases across environments. Concluding with a practical challenge lab, this trail prepares you to establish resilient, production-ready deployment pipelines.
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Learn how to use Gemini Notebook to create a personalized study guide for the Associate Cloud Engineer certification exam.
You'll review Gemini Notebook features, create a notebook in Gemini Notebook , and learn how to use a study guide to practice for a certification exam.
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欢迎学习“AI 基础设施：网络组建和管理技术”课程。
在本课程中，您将学习如何利用 Google Cloud 的高带宽、低延迟基础设施，优化 AI 系统所有组件之间的数据传输和通信。学完本课程后，您将了解网络组建和管理在整个 AI 流水线（从数据注入、训练到推理）中发挥的关键作用，并能够应用最佳实践来确保您的工作负载以最高速度运行。
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在本课程中，您将全面了解 Google Cloud 提供的存储解决方案，这些解决方案专为 AI 和高性能计算 (HPC) 工作负载量身定制。您将学习如何为机器学习生命周期的各个阶段选择合适的存储选项。您将探索如何在训练期间优化 I/O 性能，管理海量数据集以进行数据准备，以及以低延迟部署模型制品。通过实际案例和演示，您将获得设计可靠存储解决方案所需的专业知识，从而加速 AI 创新。
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本课程全面指导如何在 Google Cloud 上部署、管理和优化 AI 和高性能计算 (HPC) 工作负载。通过一系列课程和实际演示，您将探索从基于 Google Compute Engine (GCE) 的高度可定制环境，到 Google Kubernetes Engine (GKE) 等托管式解决方案的各种部署策略。具体来说，您将学习如何创建集群并部署 GKE 进行推理。
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欢迎学习 Cloud TPU 课程。我们将探讨 TPU 在不同场景下的优势和劣势，并比较不同的 TPU 加速器，以帮助您选择合适的加速器。您将了解可通过哪些策略充分提高 AI 模型的性能和效率，并理解 GPU/TPU 互操作性对于创建灵活的机器学习工作流程的重要性。通过引人入胜的课程内容和实际演示，您将逐步了解如何有效利用 TPU。
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对 AI 背后的强大硬件感到好奇吗？本单元将详细讲解性能经过优化的 AI 计算机，向您展示它们为何如此重要。我们将探讨 CPU、GPU 和 TPU 如何让 AI 任务高速运行，介绍它们各自的特点，并说明 AI 软件是如何充分发挥这些硬件的性能的。学习结束后，您将清楚地知道如何为自己的 AI 项目选择合适的 GPU，从而为 AI 工作负载做出明智的决策。
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准备好探索 AI Hypercomputer 了吗？这门课程将带您轻松入门！我们将介绍相关基础知识，并阐释它们如何助力 AI 处理 AI 工作负载。您将了解超级计算机内部的各个组件，如 GPU、TPU 和 CPU，并知晓如何根据您的需求选择合适的部署方法。
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This course is for developers interested in learning how to use TPUs for inference—from architecture to deployment, and how to solve common implementation challenges.
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This course is designed for developers looking to build an optimized AI inference stack on Google Cloud. Whether you’re working with GPUs or TPUs, you’ll explore the fundamental components of an inference stack, learn design principles for maximizing performance and reliability, and explore practical techniques to take your workloads from 0 to 1.
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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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Identify critical assets and their compliance requirements.
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This training course introduces Cloud NGFW. Topics include how Cloud NGFW provides centralized firewall management, centralized firewall visibility, advanced threat protection, and firewall insights.
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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Cloud Network Engineer certification exam. You'll review Gemini Notebook features, add sources to your notebook, and learn how to personalize your Gemini Notebook experience to study for the exam.
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各种规模的组织都在利用云的强大功能和灵活性来改变运营方式。然而，有效管理和扩缩云资源可能是一项复杂的任务。本课程探讨了云中现代运营、可靠性和弹性方面的基本概念，以及 Google Cloud 如何帮助支持这些工作。
作为 Cloud Digital Leader 学习路线的一部分，本课程旨在帮助个人在自己的岗位上成长，并为企业谋求未来发展。
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随着组织将数据和应用迁移到云端，他们必须妥善应对快速变化的安全挑战格局。本课程将探讨云安全基础知识、Google Cloud 基于安全性设计的基础设施的价值以及纵深防御策略，并重点介绍依托 AI 的运营和合规工具如何帮助组织满足严格的全球监管要求。
作为“Cloud Digital Leader 学习路线”的一部分，本课程旨在帮助个人提升职业素养，并为企业谋求未来发展。
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许多传统企业都在使用无法满足现代客户期望的旧式系统和应用。业务领导者往往需要在维护老旧的 IT 系统和投资新产品与服务之间做出选择。本课程探讨了这些挑战，并提供了利用云技术克服这些挑战的解决方案。
作为 Cloud Digital Leader 学习路线的一部分，本课程旨在帮助个人在工作中成长，并为企业打造美好未来。
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人工智能 (AI) 和机器学习 (ML) 代表着信息技术领域的重要演变，正在迅速改变各行各业。《利用 Google Cloud 人工智能进行创新》探讨了组织如何使用 AI 和机器学习来转变业务流程。
本课程是“Cloud Digital Leader 学习路线”的一部分，旨在帮助个人在自己的角色中不断成长，并为企业谋求未来发展。
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It’s all about global spans and execution plans. First, you'll get under the hood of Google Cloud Spanner to design schemas, load data at scale, and master query plan optimization. From there, you'll execute your serverless backend plan by wiring up Cloud Run Functions, Pub/Sub messaging, and API Gateway. Packed with two challenge labs, you'll leave with full control over enterprise data and event-driven APIs.
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Welcome to this month's Arcade Simulator where you will step into the shoes of a Network Security Engineer. In this simulation, you'll first lock down access control across your infrastructure—crafting custom IAM roles, scripting permissions, and setting up Identity-Aware Proxy to secure user authentication without traditional VPNs. Then, you'll take control of hybrid enterprise topology, using Network Connectivity Center to link multi-cloud networks, VPCs, and site-to-site HA-VPNs. Complete with two realistic challenge labs, this simulation equips you to eliminate access blind spots, secure cross-cloud traffic, and build a fortress-grade network on Google Cloud.
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云技术是一项强大的资产，与数据相结合后，它将成为创新和提升客户体验的催化剂。《使用 Google Cloud 探索数据转换》课程探讨了组织如何利用云技术让数据更易于访问、更具实用价值和商业价值。
作为“Cloud Digital Leader 学习路线”的一部分，本课程旨在帮助个人提升职业素养，并为企业谋求未来发展。
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数字化转型是现代组织的必经之路，而扎实掌握云计算基础知识，是推动实质性创新的第一步。《利用 Google Cloud 实现数字化转型》课程将讲解核心技术与战略框架，助力组织实现运营现代化。本课程介绍关于云的基本概念、全球网络基础设施和责任共担模式，帮助领导者从容推进上云进程。
作为 Cloud Digital Leader 学习路线的一部分，本课程旨在帮助学员提升岗位能力，从而为企业打造美好未来。
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In this Google DeepMind course, you will complete a capstone project that brings together the technical knowledge, ethical awareness, and creative problem-solving skills that you have developed throughout the Google DeepMind: AI Research Foundations curriculum. You will apply what you have learned to a problem of your choosing. You will first plan your project to ensure that you are clear on your project aims and intended impact. You will then collect and prepare data for your model. Finally, you will implement a full fine-tuning workflow using Gemma 3 with low-rank adaptation (LoRA) and evaluate its performance. You will receive guidance, but the emphasis will be on adaptation and experimentation - skills that are essential for applied AI research.
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Train more powerful models with a single GPU. In this course, you will learn how hardware can speed up model training and the key considerations when training models on a GPU. First, you will learn how to estimate the number of computations and the amount of computer memory required to train large neural networks. You will then discover techniques for reducing the computing and memory requirements when training a model. Techniques which you will apply for fine-tuning a Gemma model with 4 billion parameters. Finally, you will consider the potential environmental impacts of machine learning, with a focus on where questions of energy, water, and e-waste intersect with justice and equity.
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Unleash the power of language models with fine-tuning. In this course, you will learn how to adjust a pre-trained model to a specific task. You will start with full-parameter fine-tuning using a small language model. To tune larger models like Gemma, you will learn parameter-efficient techniques with a focus on LoRA. Finally, you will be briefly introduced to reinforcement learning as an alternative to supervised fine-tuning (SFT). You will also explore how AI is imagined and made sense of in cultural contexts. You will consider why responsible AI is not just about technical safety but also about building governance systems that reflect community values and protect the public interest.
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In this Google DeepMind course you will focus on the training process for machine learning models. You will learn how to spot and mitigate issues when training a model, such as overfitting and underfitting. In practical coding labs, you will implement and evaluate the multilayer perceptron for simple classification tasks. This will provide insights into the mechanics of training a neural network model and the backpropagation algorithm. Research case studies will demonstrate how neural networks power real-world models. Additionally, you will consider the broader social impacts of innovation by looking beyond immediate benefits to anticipate potential risks, safety concerns, and further-reaching societal consequences.
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In this Google DeepMind course you will learn how to prepare text data for language models to process. You will investigate the tools and techniques used to prepare, structure, and represent text data for language models, with a focus on tokenization and embeddings. You will be encouraged to think critically about the decisions behind data preparation, and what biases within the data may be introduced into models. You will analyze trade-offs, learn how to work with vectors and matrices, how meaning is represented in language models. Finally, you will practice designing a dataset ethically using the Data Cards process, ensuring transparency, accountability, and respect for community values in AI development.
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In this Google DeepMind course, you will learn the fundamentals of language models and gain a high-level understanding of the machine learning development pipeline. You will consider the strengths and limitations of traditional n-gram models and advanced transformer models. Practical coding labs will enable you to develop insights into how machine learning models work and how they can be used to generate text and identify patterns in language. Through real-world case studies, you will build an understanding around how research engineers operate. Drawing on these insights you will identify problems that you wish to tackle in your own community and consider how to leverage the power of machine learning responsibly to address these problems within a global and local context.
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In this 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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在本课程中，您将学习如何将 PDF、网页甚至音频文件等各类不同来源的内容，整合到一个统一的智能工作区中。您将学习与文档“对话”，快速定位特定信息、生成即时摘要，并通过 AI 驱动的引用溯源来验证答案的准确性。
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在本课程中，您将了解 Google Vids，这是一款面向特定 Google Workspace 用户的在线视频制作与编辑应用。通过课程讲解和演示，您将学习如何在工作中通过视频来制作和讲述引人入胜的故事。您还将了解如何无缝整合媒体、音频和视频片段，自定义风格，并轻松分享您的作品。
Vids 的部分功能借助生成式 AI 来帮助您更高效地进行创作。请注意，包括 Gemini 在内的生成式 AI 工具可能会提供不准确或不恰当的信息。请勿将 Gemini 功能提供的信息作为医疗、法律、财务或其他专业领域的建议。另需注意，Gemini 功能提供的建议不代表 Google 的观点，Google 对此概不负责。
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本课程介绍如何在 Google 云端硬盘中使用 Gemini 来管理和检索文件。了解如何使用自然语言定位资源、在无需打开文件的情况下通过 AI 概览直接提取特定事实、即时总结多种媒体格式的内容，并将文件集合保存为“项目”以进行可重复的研究。
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本课程介绍如何使用 Google Meet 中的 Gemini 来提升视频协作体验。了解如何自动生成会议记录、利用实时文本和语音翻译功能、在不打扰他人的情况下快速了解错过的讨论，以及即时优化音视频质量。
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本课程介绍如何使用 Google 表格中的 Gemini 自动整理数据和处理复杂数字。了解如何根据原始文本构建表格、使用自然语言自动填充数据、按需生成原生电子表格公式，以及快速提取高级分析洞见或可视化图表，而无需具备高级电子表格专业知识。
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“生成式 AI 智能体：助力组织转型”是“Gen AI Leader”学习路线中的第五门课程，也是最后一门课程。本课程探讨了组织如何使用量身定制的生成式 AI 智能体，帮助应对特定的业务挑战。您将亲自动手构建一个基本的生成式 AI 智能体，并探索这些智能体的组成部分，例如模型、推理循环以及各种工具。
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“生成式 AI 应用：改变工作方式”是 Generative AI Leader 学习路线的第四门课程。本课程介绍 Google 的生成式 AI 应用，例如 Gemini for Workspace 和 NotebookLM。它将引导您逐一了解接地、检索增强生成、构建有效提示和构建自动化工作流等概念。
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“生成式 AI：全面了解生成式 AI”是“Gen AI Leader”学习路线中的第三门课程。生成式 AI 正在改变我们的工作方式以及与世界的互动方式。作为领导者，应该如何利用生成式 AI 来推动实际业务成果？在本课程中，您将探索构建生成式 AI 解决方案的不同层级、Google Cloud 的产品/服务，以及选择解决方案时需要考虑的因素。
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生成式 AI：剖析基本概念是“Gen AI Leader”学习路线的第二门课程。在本课程中，您将探索 AI、机器学习和生成式 AI 之间的差异，了解各种数据类型如何赋能生成式 AI 来应对业务挑战，从而了解生成式 AI 的基本概念。您还将深入了解 Google Cloud 应对基础模型局限性的策略，以及负责任和安全的 AI 开发与部署面临哪些关键挑战。
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生成式 AI：不只是聊天机器人是 Gen AI Leader 学习路线的第一门课程，没有前提条件要求。本课程旨在带您超越对聊天机器人的浅层认知，深入挖掘生成式 AI 为您的组织带来的真正潜力。您将探索基础模型和提示工程等概念，它们对于利用生成式 AI 的强大功能至关重要。本课程还将提供指导，让您了解在为组织制定成功的生成式 AI 策略时，应考虑哪些重要因素。
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本课程将介绍如何利用 Google 幻灯片中的 Gemini 将构思转化为极具视觉冲击力的演示文稿。学习如何通过单个提示词或现有源文档生成结构化幻灯片组，利用自动设计增强功能优化布局，创建自定义矢量图和照片，并动态撰写幻灯片正文及精准的演讲者备注。
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本课程介绍如何使用 Google 文档中的 Gemini 来简化写作和内容创作。了解如何从头开始起草文档，使用互动式工具优化写作语气和清晰度，总结复杂文件，以及将长篇文本无缝转换为适用于其他 Google Workspace 应用的结构化资产。
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本课程介绍如何使用 Gmail 中的 Gemini 来优化邮件管理。了解如何总结冗长的会话串、使用自然语言检索信息、起草专业回复，以及直接在收件箱中整理沟通策略。
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Gemini for Google Workspace 可在 Google Workspace 中为客户提供生成式 AI 功能。在本学习路线中，您将了解 Gemini 的主要功能，以及如何在 Google Workspace 中使用它们来提高工作效率。
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大致了解 AI 智能体的概念。了解 AI 智能体如何通过自主行动和推理来解决复杂问题。您将探索技术架构（模型、工具和编排），该架构使智能体能够学习、规划，并为您实现目标。
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这是一节入门级微学习课程，探讨什么是大型语言模型 (LLM)、适合的应用场景以及如何使用提示调整来提升 LLM 性能，还介绍了可以帮助您开发自己的 Gen AI 应用的各种 Google 工具。
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这是一节入门级微课程，旨在解释什么是负责任的 AI、它的重要性，以及 Google 如何在自己的产品中实现负责任的 AI。此外，本课程还介绍了 Google 的 7 个 AI 开发原则。
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这是一节入门级微课程，旨在解释什么是生成式 AI、它的用途以及与传统机器学习方法的区别。该课程还介绍了可以帮助您开发自己的生成式 AI 应用的各种 Google 工具。
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AI Boost Bites is a video series designed to help you leverage Google's AI tools in your daily work. Each episode, under 10 minutes, features a quick video demonstrating a real-world AI use case or topic. After the video, you'll get a challenge to apply what you've learned. It's an easy, interactive way to boost your AI skills and improve your productivity.
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本视频将介绍如何在 Google Workspace 中使用 Gemini 总结长文档，以便快速获取所需信息并节省时间。您将学习如何使用 Gemini 总结整个文档或仅所选文本，以及如何使用云端硬盘中的 Gemini 跨多个文件进行总结。
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In this video, you'll learn to use Gemini Deep Research to support your child's education. Master the art of prompting for deep dives that provide quick refreshers for parents and fun, engaging details to spark your child's curiosity.
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In this video, you'll learn to use Nano Banana Pro to create visually compelling slides. Master the art of using AI to turn data into infographics, "beautify" messy content, and generate on-brand cover slides in seconds.
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本视频介绍如何借助 Gemini 与 Apps 脚本，实现跨 Google Workspace 各项手动任务的自动化。您将学习如何编写提示词让 Gemini 生成 Apps 脚本代码，从而在 Google 表格中自动为未标记为“完成”的任务起草邮件提醒。几乎无需任何技术专业背景，即可实现工作流自动化，从而腾出时间专注于更重要的工作，彻底告别繁琐的手动跟进。
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本视频介绍了提示工程的基础知识，帮助您与 AI 进行有效沟通。学习一个简单的框架（角色设定、任务、背景信息、格式），以便撰写清晰的提示，从而更快地从 Google Workspace 中的 Gemini 获得更理想的结果。了解如何使用自然语言、具体说明和迭代来获得最佳 AI 辅助。
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In this video, you'll learn to use Gemini Deep Research to conduct competitive marketing analysis. You'll see how to submit a research prompt, approve the personalized research plan Gemini creates, and receive a detailed, synthesized report on competitor campaigns to inform your strategy.
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In this video, you'll learn to use creative prompts in Gemini to make complex research fun and easy to understand. You'll see how to ask Gemini to research a topic and present the findings in a creative format, like a sports scouting report and a head-to-head bracket, to better visualize and compare your options.
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In this video, you'll learn to use Gemini Canvas to turn a simple drawing into a working app. You'll upload a sketch, use a simple prompt to generate code, watch a live preview build itself, and make iterative changes to your app prototype using natural language.
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In this video, you'll learn to use the "Ask Gemini" feature in Google Sheets to manage your data with natural language. You'll see how to ask Gemini to create dropdowns, highlight sales data, create a pivot table, filter by month, and sort by revenue.
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In this video, you'll learn to use Gemini Deep Research to make complex purchasing decisions with confidence. You'll see how to write a nuanced, personal prompt about your specific needs and receive a synthesized, comparative report that cuts through the clutter of online reviews.
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In this video, you'll learn to use a simple text prompt in Gemini Canvas to build a playable game. You'll see how to create a Tic-Tac-Toe game, use a follow-up prompt to customize its theme to a retro 8-bit style, and share the final game with a link.
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In this video, you'll learn to create complex animated art using Gemini Canvas. You'll see how to write a descriptive prompt to generate a kinetic typography animation with distortion effects, and then use a follow-up prompt to completely change its color style.
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完成中级技能徽章课程“使用 Gemini 和 Streamlit 开发生成式 AI 应用”，展示您在以下方面的技能： 文本生成、通过 Python SDK 和 Gemini API 应用函数调用，以及通过 Cloud Run 部署 Streamlit 应用。 您将了解如何以不同方式通过提示来让 Gemini 生成文本、使用 Cloud Shell 进行测试，以及如何迭代 Streamlit 应用，随后将其封装成 Docker 容器并部署在 Cloud Run 中。
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本视频将介绍如何在 Google 文档中借助 Gemini 先进的 AI 功能来构思创意、起草各类营销内容，并与团队开展协作。
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本视频介绍了如何创建自己的 Gemini Gem，这是一种高级 AI 功能，可以自动执行重复性任务并大幅提升工作效率。
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In this video, you'll learn to streamline your email workflow using Gemini. Master the art of generating to-do lists from your inbox, crafting specific outreach prompts for better results, and polishing your drafts to perfection.
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In this video, you'll learn to create dynamic visualizations in Google Sheets without the manual setup. Master the art of prompting Gemini to generate charts for marketing campaigns, sales projections, or inventory trends, and learn how to customize them to fit your needs.
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In this video, you'll learn to build a custom personal utility app using Gemini Canvas. You'll see how to write a detailed prompt to create a Pomodoro timer tailored to your specific needs, and then use follow-up prompts to adjust its visual design.
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In this video, you'll learn to build a working prototype of a personalized weather app using Gemini Canvas. You'll see how to specify the cities for a 7-day forecast and then use a follow-up prompt to change the app's theme to a minimal, dark mode interface.
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In this video, you'll learn to use Gemini in Google Workspace to manage your calendar from your Gmail inbox. You'll learn how to ask Gemini about your schedule in the side panel and how to create new events without switching apps. You'll also learn how to use Gemini's one-click scheduling feature when it automatically detects event details in an email.
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In this video, you'll learn the "creative mashup artist" technique for combining images. You'll see how to generate a subject and a scene as two separate images, and then use a final blending prompt to fuse the astronaut from the first image and the court from the second into one new picture.
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In this video, you'll learn to create an interactive 3D simulation using Gemini Canvas. You'll see how to build a 3D model of the solar system from a single sentence and then use follow-up prompts to add interactive and educational features, like clickable planets and fun facts.
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In this video, you'll learn to use Gemini in Google Sheets to automatically generate organized trackers from unstructured data. You'll learn how to write a prompt that references other Google Drive files using the "@" symbol. You'll also see how Gemini builds a fully formatted, color-coded table with drop-down menus based on the data in your notes, saving you significant manual effort.
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In this video, you'll learn to use Gemini in Google Slides to build polished presentations efficiently. You'll see how to create slides by referencing content directly from your Google Drive files using the "@" symbol. You'll also learn to generate custom, professional images from a simple text prompt to visually enhance your presentation.
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本视频将介绍如何创建自己的 Brevity Gem，将杂乱的笔记或长文档总结并转换为清晰、简洁、高管可直接使用的摘要。
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本视频介绍了如何使用 Gemini 消除繁琐的手动数据录入。了解如何拍摄数据照片或截取数据屏幕截图（来自 PDF、纸质文档或图片），然后提示 Gemini 立即将其转换为结构化的 Google 表格。探索这个简单技巧，让 Gemini 成为您的个人数据录入助理，节省大量转写数据的时间。只需拍照、撰写提示并导出即可！
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本视频将介绍如何借助 Google 表格中 Gemini 强大的 AI 功能，在数分钟内轻松提取数据并生成分析洞见，完全无需任何技术或编程背景。
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In this video, you'll learn to art direct your images in the Gemini app. You'll see how to use multi-turn editing to furnish an empty room step-by-step, and how to "remix" a photo by applying the color and texture of a butterfly's wings to a pair of rainboots.
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In this video, you'll learn to turn your study guides into interactive quizzes using Gemini Canvas. You'll see how to upload your notes and use a simple prompt to generate a quiz with multiple choice and fill-in-the-blank questions that provide immediate feedback.
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In this video, you'll learn to use the Guided Learning experience in Gemini to build a deep understanding of any topic. You'll see how to start a conversation, engage with Gemini's probing questions, and use interactive tools like diagrams and quizzes to guide your learning journey.
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In this video, you'll learn to use Gemini in Google Sheets for advanced data analysis. You'll learn how to create data visualizations, like a scatter plot, using a simple prompt. You'll also learn how to ask Gemini to analyze your data for strategic insights and recommendations, such as how to save money.
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本视频介绍了如何使用 Gemini Canvas 中的“创建”菜单，将大段文字立即转换为信息图和网页等视觉内容。
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In this video, you'll learn pro tips for conducting thorough competitive research with Gemini Deep Research. You'll see how to enhance a basic prompt by assigning a persona, specifying a table format for the output, and directing the AI to search specific sources like Reddit for richer insights.
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In this video, you'll learn to create imaginative portraits in the Gemini app that maintain your likeness. You'll see how to use the "Subject, Action, Scene, Style" formula for better prompts, transport yourself into a vintage photo, and combine a photo of yourself and your dog into one new image.
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In this video, you'll learn to build a working music synthesizer using a simple text prompt in Gemini Canvas. You'll see how to specify controls like waveform, attack, and sustain, and then interact with the generated instrument to create and experiment with your own unique sounds.
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This video covers how to build a personalized "Work with Me" agent using Gemini Gems, which helps streamline foundational feedback and makes your meetings more strategic and efficient.
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本视频介绍了如何使用 Google 文档中的“帮我创作”功能，通过引用云端硬盘中其他文件的内容，生成格式完整的文档。
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本视频介绍如何在 Google Workspace 中定制个性化的 Gemini 输出结果。了解如何使用“@”符号将文档和研究论文直接引入提示词，从而获得更具针对性、契合您特定需求的相关 AI 输出。
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In this video, you'll learn to turn still images into dynamic videos using Gemini. Master the art of prompting for motion and audio to animate sketches and photographs, instantly elevating your visual storytelling.
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本视频介绍了如何在 Gmail 中使用 Gemini 起草新邮件、调整语气、结合云端硬盘文件的上下文进行回复，以及使用智能回复建议。
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本视频介绍了如何使用 Google 幻灯片中的 Gemini 自动生成会议回顾并起草跟进邮件，助您精简会后工作流，节省宝贵时间。
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In this video, you'll learn to use the =AI() function in Google Sheets to automate your work. You'll see how to generate text like slogans, summarize paragraphs of customer feedback, and categorize data by classifying inquiries and analyzing sentiment.
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In this video, you'll learn to build a custom Gemini Gem that acts as your personal executive advisor. Master the art of defining instructions and uploading "knowledge" files to create a partner that helps you strategize and lead with confidence.
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In this video, you'll learn to use an AI assistant to streamline large-scale event planning. You'll see how to prompt an AI to brainstorm off-site ideas, create fair groups for icebreakers, build a shuttle schedule based on arrival times, and analyze survey feedback for gains and losses.
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本视频介绍如何使用 Gmail 中的 Gemini 来总结邮件、查找信息和起草回复，帮助您更高效地管理收件箱。
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本视频将介绍如何利用 Gemini Gem，以领导者的独特口吻撰写真实的社交媒体帖子。了解如何通过写作示例和清晰指令来训练 Gem，从而克服高管社交媒体影响力难以规模化的挑战。了解如何快速生成引人入胜的帖子，在节省时间的同时，提升思想领导力并确保真实性。
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This video covers how to use the "Share" feature in Gemini to distribute custom Gems to teammates, managing permissions and file access to scale expertise across your organization.
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In this video, you'll learn to use Gemini as your personal data analyst. Master the art of turning screenshot "spaghetti" charts into clear strategic insights by asking plain-English questions about the patterns you see.
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In this video, you'll learn to build a reusable, custom "Study Guide Gem." You'll see how to write the core instructions for your Gem once, and then use it again and again to transform messy notes and articles into a perfectly structured study guide with a summary, outline, and glossary.
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本视频将向您介绍如何利用 AI 识别策略中的弱点和潜在假设。您将学习“挑刺”法，这是一种借助 AI 提示词对方案进行压力测试的简便方法，有助于查漏补缺并强化战略思维。
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In this video, you'll learn to create an animated bar chart race using Gemini Canvas. You'll see how to write a prompt to visualize data over time and then use a follow-up prompt to refine the animation, such as slowing it down for a presentation.
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Google Cloud 云计算基础课程面向几乎没有云计算背景或经验的人士。本课程概述了云计算基础知识、大数据和机器学习的核心概念，以及 Google Cloud 在其中的定位与应用方式。
完成本课程系列后，学员将能够阐述这些概念，并展示一定的实操技能。
课程应按以下顺序完成：
1. Google Cloud 云计算基础课程：云计算基础知识
2. Google Cloud 云计算基础课程：Google Cloud 中的基础设施
3. Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
4. Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
本课是第三门课程，介绍云端自动化和管理工具以及如何构建安全网络。
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Google Cloud 云计算基础课程面向云计算零基础或经验较少的人群。本课程概述了云计算基础知识、大数据和机器学习的核心概念，以及 Google Cloud 在其中的定位与应用方式。
完成本系列课程后，学员将能够清晰阐述这些概念，并掌握部分实操技能。
课程应按以下顺序完成：
1. Google Cloud 云计算基础课程：云计算基础知识
2. Google Cloud 云计算基础课程：Google Cloud 中的基础设施
3. Google Cloud 云计算基础课程：Google Cloud 中的网络服务和安全性
4. Google Cloud 云计算基础课程：Google Cloud 中的数据、机器学习和 AI
本课是第一门课程，概述了云计算、Google Cloud 的使用方式以及各种计算选项。
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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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This course provides a foundational introduction to Google SecOps, focusing on the platform’s architecture, deployment, and configuration. Partners will explore how SecOps integrates SIEM and SOAR components into a unified environment that enhances visibility, scalability, and security efficiency. Through short, hands-on videos and practical demonstrations, the course equips participants with the knowledge to plan and deploy SecOps environments confidently.
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This course introduces the SOAR component of Google SecOps, guiding learners through setup, response automation, and reporting. With demos, hands-on examples, and quizzes, participants will learn how to simplify investigations and make day-to-day security operations more efficient. The course is designed around short videos, averaging about five minutes each, divided into granular topics to support different learning styles and fit into the time learners have available.
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This course provides a comprehensive, end-to-end exploration of Google SecOps SIEM, guiding learners from foundational concepts to advanced investigation and detection engineering. Participants will gain hands-on experience with data ingestion, normalization, RBAC configuration, searching, and dashboarding using both legacy and native capabilities. Through structured modules, demos, and curated examples, the course emphasizes real-world investigation workflows, UDM-based analytics, and YARA-L rule development. By the end of the course, learners will be equipped to operationalize SIEM effectively within their environment and build scalable processes for detection, investigation, and reporting.
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AI 推理是指利用经过训练的机器学习模型，通过应用其学习到的模式，对新的、未见过的数据进行预测的过程。本课程专为有兴趣在 Cloud Run 上快速部署 AI 推理服务的开发者、数据科学家和机器学习工程师而设计。对于熟悉基于云的无服务器应用部署解决方案，但可能没有使用 Google Cloud 无服务器产品运行 AI 推理经验的学员来说，本课程非常有用。
本课程包含使用 GPU 部署 AI 推理模型，以及将生成式 AI 应用与数据存储服务集成的示例。
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本课程面向为组织配置 Gemini Code Assist 的 Google Cloud 开发者和 DevOps 工程师，需事先掌握 Google Cloud 控制台的基本知识。本课程介绍了 Gemini Code Assist 的优势，并比较了不同 Gemini Code Assist 版本的功能。本课程还介绍了如何在组织内配置和管理 Gemini Code Assist。
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在本课程中，您将了解 Gemini（Google Cloud 推出的一款依托生成式 AI 的协作工具）如何帮助您使用 Google 产品和服务开发、测试、部署和管理应用。在 Gemini 的协助下，您可以学习如何开发和构建 Web 应用、修复应用中的错误、开发测试和查询数据。您可以通过实操实验了解如何利用 Gemini 来改进软件开发生命周期 (SDLC)。
Duet AI 已更名为 Gemini，这是我们的新一代模型。
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您已经构建了具有高级配置的智能体，现在可赋予它们实际应用能力。为智能体配备能够搜索网络、执行代码、查询数据库和执行自定义操作的工具。让智能体从“智能回答者”转变为能够自主采取行动的得力助手。
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本课程回顾了 Model Armor 的基本安全功能，并让您能够使用该服务。您将了解与 LLM 相关的安全风险，以及 Model Armor 如何保护您的 AI 应用。
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人工智能 (AI) 具备巨大的变革潜力，但也带来了新的安全挑战。本课程专为负责安全性和数据保护的领导者而设计，助其运用相关策略在组织内安全管理 AI。学习一个有助于实现以下目标的框架：主动识别并减轻 AI 特有的风险，保护敏感数据，确保遵从法规，构建弹性 AI 基础设施。通过四个不同行业的精选用例，探索这些策略如何应用于现实场景。
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完成本课程，赢取使用智能体开发套件 (ADK) 构建 AI 智能体中级技能徽章，展示您在以下方面的技能： 提出实际的语言模型研究问题；构建一个简单的词元化器；制作用于训练 Transformer 语言模型的数据集；运行小语言模型的训练循环。
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本课程介绍 AI 隐私保护和安全方面的重要主题，还将探索使用 Google Cloud 产品和开源工具实施建议的 AI 隐私保护和安全实践的实用方法和工具。
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本课程介绍了 AI 可解释性和透明度的相关概念，探讨了 AI 透明度对于开发者和工程师的重要性。同时探索了有助于在数据和 AI 模型中实现可解释性和透明度的实用方法及工具。
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本课程介绍了 Responsible AI 的概念和 AI 原则，还介绍了在 AI/机器学习实践中识别公平性与偏见以及减少偏见的实用技巧，同时探索了使用 Google Cloud 产品和开源工具来实施 Responsible AI 最佳实践的实用方法和工具。
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本课程能让机器学习从业者掌握评估生成式和预测式 AI 模型的基本工具、方法和最佳实践。要确保机器学习系统在实际运用中提供可靠、准确、高效的结果，做好模型评估至关重要。
学员将深入了解各项评估指标、方法及如何在不同模型类型和任务中适当应用这些指标和方法。课程将着重介绍生成式 AI 模型带来的独特挑战，并提供有效解决这些挑战的策略。通过利用 Google Cloud 的 Vertex AI Platform，学员可学习如何在模型选择、优化和持续监控工作中实施卓有成效的评估流程。
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本课程致力于为您提供所需的知识和工具，让您能够了解 MLOps 团队在部署和管理生成式 AI 模型以及探索 Vertex AI 如何帮助 AI 团队简化 MLOps 流程时面临的独特挑战，并帮助您在生成式 AI 项目中取得成功。
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了解 AI 智能体如何为业务带来实际影响。您将把智能体类型关联到您的关键绩效指标 (KPI)，并探索能够解决实际瓶颈的用例。然后，您将了解 Gemini Enterprise 如何帮助您构建和编排合适的智能体，其范围涵盖从无代码到高代码的各种解决方案。
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本课程将介绍 AI 智能体的基础知识，并探讨智能体在现实世界中的价值所在。它为想要从自主、目标导向行为的角度理解 AI 系统的开发者、架构师和技术决策者奠定了基础。
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完成本课程，赢取 Google DeepMind：训练小语言模型高级技能徽章，展示您在以下方面的技能： 提出实际的语言模型研究问题；构建一个简单的词元化器；制作用于训练 Transformer 语言模型的数据集；运行小语言模型的训练循环。 注册免费订阅，即可免费访问此实验。每月可免费获得 35 个点数！
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打造您的首个 Gemini Enterprise 应用，赢得技能徽章！将各种数据源连接到您的应用中，构建强大、统一的搜索和分析引擎。掌握进阶能力，如：深度研究型智能体、多智能体协同构思，以及用于进行聚焦式分析的 NotebookLM。
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完成中级技能徽章课程使用 BigQuery 构建数据仓库，展示以下技能： 联接数据以创建新表、排查联接故障、使用并集附加数据、创建日期分区表， 以及在 BigQuery 中使用 JSON、数组和结构体。
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完成中级技能徽章课程“优化 Google Kubernetes Engine 的费用”， 展示您在以下方面的技能：创建和管理多租户集群、按命名空间监控资源使用情况、 配置集群和 Pod 自动扩缩以提高效率、设置负载均衡以实现最佳资源分布， 以及实现活跃性与就绪性探测以确保应用正常运行并具有成本效益。
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Building a true "safe space" in the cloud means protecting your applications from external threats while keeping your internal infrastructure stable and efficient. This challenege starts by turning Security Command Center into your ultimate defensive shield—learning to spot risks, investigate threats, and secure your perimeter. From there, you'll bring that same safe-space philosophy to Google Kubernetes Engine (GKE) by isolating workloads safely with multi-tenant namespaces and protecting your budget through smart autoscaling ensuring your cloud environments remain secure and perfectly optimized.
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完成中级技能徽章课程使用 Security Command Center 消除 威胁和漏洞，展示您在以下方面的技能： 预防和管理环境威胁、识别和缓解应用漏洞，以及应对安全异常。
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完成中级技能徽章课程保护软件交付流程，展示您能够熟练地根据 DevSecOps 原则，主动将安全措施集成到软件开发生命周期 (SDLC) 中。 您将学习如何利用 Google Kubernetes Engine (GKE) 和 Cloud Run 安全地部署容器映像，如何实现自动漏洞扫描以主动识别风险，以及如何使用 Artifact Registry 简化应用开发，同时保持对安全性的关注。此外，您还将掌握以下技能：集成 Cloud Build 以实现稳健的开发流程，以及实现准入控制政策以对环境进行精细控制。
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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!
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完成在 Google Cloud 上使用 Terraform 构建基础设施技能徽章中级课程， 展示您在以下方面的技能：在使用 Terraform 时遵循基础设施即代码 (IaC) 原则；利用 Terraform 配置 来预配和管理 Google Cloud 资源；管理有效状态（本地和远程）；以及将 Terraform 代码模块化，以方便重复使用和整理。
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完成通过 API 使用 Cloud Storage 这一入门级技能徽章课程，展示您在以下方面的技能： 使用 API 来处理 Cloud Storage 资源，包括 Cloud Storage API。
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完成“使用 Cloud Run Functions 构建无服务器应用”课程，赢取“入门”技能徽章。您将学习如何通过 Google Cloud 控制台和命令行使用 Cloud Run Functions。 技能徽章通过动手实验和挑战赛形式的评估，检验您对特定产品的实际知识掌握情况。完成课程即可获得徽章， 也可直接参加实验室挑战赛，快速获得徽章。徽章可证明您掌握技能的熟练程度，提升您的专业形象，最终助您获得更多职业机会。欢迎访问您的个人资料，并跟踪您已获得的徽章。
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Who says you need a mountain of code to build great software? This adv is your fast lane to rapid app development and automation. First, you'll jump into Google AppSheet to build and launch fully functional apps entirely code-free. Then, you'll master the backend with Cloud Run Functions, deploying event-driven code via the console and command line. Packed with two hands-on challenge labs, this quest is your ticket to building slick apps and scaling them effortlessly on Google Cloud.
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完成用 AppSheet 来构建应用课程，赢取技能徽章。 在此课程中，您将学习如何使用 AppSheet 构建、配置和发布应用。
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