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RANAJIT DHAR

成为会员时间：2025

钻石联赛

18083 积分
Google Skills Arcade Trivia December 2025 Week 4 Earned Dec 23, 2025 EST
Google Skills Arcade Trivia December 2025 Week 3 Earned Dec 23, 2025 EST
Google Skills Arcade Trivia December 2025 Week 2 Earned Dec 23, 2025 EST
Google Skills Arcade Trivia December 2025 Week 1 Earned Dec 23, 2025 EST
Level 3: Cloud Development Essentials Earned Dec 14, 2025 EST
Level 2: Strategic Cloud Security and Intelligent Network Design Earned Dec 13, 2025 EST
Level 1: Applied Intelligence and Cloud Architecture Earned Dec 9, 2025 EST
Level 1: Advanced Cloud Integration and Data Intelligence Earned Nov 20, 2025 EST
图像生成简介 Earned Oct 27, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 1 Earned Oct 27, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 2 Earned Oct 26, 2025 EDT
Level 1: Scalable Systems Earned Oct 26, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 3 Earned Oct 25, 2025 EDT
Skills Boost Arcade Trivia October 2025 Week 4 Earned Oct 25, 2025 EDT
Level 2: Cloud Operations and Application Management Earned Oct 24, 2025 EDT
[DEPRECATED] 适用于端到端 SDLC 的 Gemini Earned Oct 24, 2025 EDT
Level 3: Generative AI Earned Oct 24, 2025 EDT
为组织配置 Gemini Code Assist Earned Oct 23, 2025 EDT
利用 Cloud Run 部署和扩缩 AI 模型 Earned Oct 23, 2025 EDT
AI Boost Bites：您的个人反馈智能体 Earned Oct 23, 2025 EDT
Model Armor：保障 AI 部署安全 Earned Oct 23, 2025 EDT
AI 时代安全性简介 Earned Oct 23, 2025 EDT
面向开发者的 Responsible AI：隐私保护和安全 Earned Oct 23, 2025 EDT
面向开发者的 Responsible AI：可解释性和透明度 Earned Oct 23, 2025 EDT
面向开发者的 Responsible AI：公平性与偏见 Earned Oct 23, 2025 EDT
利用 Vertex AI 实现机器学习运维 (MLOps)：模型评估 Earned Oct 23, 2025 EDT
适用于生成式 AI 的机器学习运维 (MLOps) Earned Oct 23, 2025 EDT
Google Skills Arcade Certification Zone October 2025 Earned Oct 22, 2025 EDT
Responsible AI: 和 Google Cloud 一起践行 AI 原则 Earned Sep 7, 2025 EDT
负责任的 AI 简介 Earned Sep 7, 2025 EDT
大型语言模型简介 Earned Sep 7, 2025 EDT
[DEPRECATED] AI Boost Bites: Project Notebooks Earned Sep 4, 2025 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Market Research Earned Sep 4, 2025 EDT
[Deprecated]AI Boost Bites: NotebookLM Video Overviews Earned Sep 4, 2025 EDT
[DEPRECATED] AI Boost Bites: Discover Sources in NotebookLM Earned Sep 4, 2025 EDT
[DEPRECATED] AI Boost Bites: NotebookLM Mind Maps Earned Sep 4, 2025 EDT
[DEPRECATED] AI Boost Bites: Intro to NotebookLM Earned Sep 4, 2025 EDT
AI Boost Bites：邮件内容创作 Earned Sep 4, 2025 EDT
AI Boost Bites：快速创建文档 Earned Sep 4, 2025 EDT
[DEPRECATED] AI Boost Bites: AI Power-Ups for Google Workspace Earned Sep 4, 2025 EDT
AI Boost Bites：借助 AI 轻松管理收件箱 Earned Sep 4, 2025 EDT
AI Boost Bites：Gemini 幻灯片摘要 Earned Sep 4, 2025 EDT
AI Boost Bites：无代码表格与脚本 Earned Sep 4, 2025 EDT
AI Boost Bites：借助 AI 提升高管影响力 Earned Sep 4, 2025 EDT
AI Boost Bites：使用 Gemini Gems生成摘要 Earned Sep 4, 2025 EDT
AI Boost Bites：使用 Gemini 和 Apps 脚本自动执行任务 Earned Sep 4, 2025 EDT
[DEPRECATED] AI Boost Bites: "Eat the Frog" with NotebookLM Earned Sep 4, 2025 EDT
AI Boost Bites：Gemini 图片转表格技巧 Earned Sep 4, 2025 EDT
AI Boost Bites：为您的策略“挑挑刺” Earned Sep 4, 2025 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Competitive Edge Earned Sep 4, 2025 EDT
AI Boost Bites：借助自定义提示词实现个性化 Earned Sep 4, 2025 EDT
AI Boost Bites：使用 Google 文档和云端硬盘中的 Gemini 快速掌握要点 Earned Sep 4, 2025 EDT
AI Boost Bites：使用 Google Workspace 像专业人士一样撰写提示 Earned Sep 4, 2025 EDT
AI Boost Bites：借助 Gemini 轻松生成内容 Earned Sep 4, 2025 EDT
[DEPRECATED] AI Boost Bites: Customer insights with NotebookLM Earned Sep 4, 2025 EDT
AI Boost Bites：Gemini Gems - 您的终极营销助手 Earned Sep 4, 2025 EDT
生成式 AI 简介 Earned Sep 1, 2025 EDT
使用 Agent Platform 探索生成式 AI Earned Aug 12, 2025 EDT
使用多模态 Gemini 和多模态 RAG 检查富文档 Earned Aug 12, 2025 EDT
使用 Gemini 和 Streamlit 开发生成式 AI 应用 Earned Aug 12, 2025 EDT
使用 Gemini 和 Imagen 构建实用 AI 应用 Earned Aug 8, 2025 EDT
在 Agent Platform 中设计提示 Earned Aug 6, 2025 EDT

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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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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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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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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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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本课程向您介绍扩散模型。这类机器学习模型最近在图像生成领域展现出了巨大潜力。扩散模型的灵感来源于物理学，特别是热力学。过去几年内，扩散模型成为热门研究主题并在整个行业开始流行。Google Cloud 上许多先进的图像生成模型和工具都是以扩散模型为基础构建的。本课程向您介绍扩散模型背后的理论，以及如何在 Vertex AI 上训练和部署此类模型。

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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 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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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 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the October Trivia Week 3 badge!

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Hey there! You're invited to game on with Skills Boost Arcade Trivia for October Week 4! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the October Trivia Week 4 badge!

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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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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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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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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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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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本视频介绍了如何使用 Gemini Gem 构建个性化的“Work with Me”智能体，帮助您简化基础反馈，让会议更具战略性和效率。

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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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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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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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随着企业对人工智能和机器学习的应用越来越广泛，以负责任的方式构建这些技术也变得更加重要。但对很多企业而言，真正践行 Responsible AI 并非易事。如果您有意了解如何在组织内践行 Responsible AI，本课程正适合您。 本课程将介绍 Google Cloud 目前如何践行 Responsible AI，以及从中总结的最佳实践和经验教训，便于您以此为框架构建自己的 Responsible AI 方法。

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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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This video covers how to create a 'project notebook' in NotebookLM by adding all relevant sources to build a central, searchable knowledge hub for your team.

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This video covers how to use NotebookLM for common marketing tasks like analyzing customer feedback, conducting market research, and generating content ideas.

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This video covers how to use the Video Overviews feature in NotebookLM to automatically generate a short explainer video based on your source documents.

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This video covers how to use the 'Discover Sources' feature in NotebookLM to find and import relevant web-based sources directly into your research project.

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This video covers how to use the Mind Maps feature in NotebookLM to automatically create a visual representation of your sources, helping you understand connections and key concepts.

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This video covers how to use NotebookLM as a personal research assistant by adding sources, asking questions, and generating new content formats based on your documents.

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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 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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This video covers five key ways to use Google's AI tools, including Gemini in Workspace, the Gemini app, and NotebookLM, to enhance your daily productivity.

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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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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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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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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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This video covers how you can leverage Notebook LM to "eat the frog" on your to-do list by automating complex tasks like summarizing legislation and mapping services, saving you hours of work.

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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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This video will cover how to use NotebookLM to gather and analyze publicly available information, combine it with internal documents, and extract key competitive insights.

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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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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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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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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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This video covers how NotebookLM can revolutionize customer insight gathering from call or chat transcripts. You'll learn to upload PDF transcripts of hundreds of conversations (even multilingual ones!) and quickly extract key themes, trending topics, and actionable insights without listening for hours. Discover how to save findings, share notebooks, and even generate interactive podcast summaries of your data.

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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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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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完成中级技能徽章课程使用 Agent Platform 探索生成式 AI，展示自己在以下方面的技能： 文本生成技能、用于增强内容创作能力的图像和视频分析技能，以及在 Gemini API 中应用函数调用技术的技能。 了解如何运用先进的 Gemini 技术、探索多模态内容生成方法，并扩展 AI 赋能项目的功能。

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完成中级技能徽章课程使用多模态 Gemini 和多模态 RAG 检查富文档，展示您在以下方面的技能： 将多模态与 Gemini 配合使用，从而使用多模态提示从文本数据和视觉数据中提取信息、生成视频说明、 检索视频中不包含的额外信息； 将多模态检索增强生成 (RAG) 与 Gemini 配合使用，以构建包含文本和图片的文档的元数据、获取所有相关文本块并输出引用。

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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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完成“使用 Gemini 和 Imagen 构建实际 AI 应用”技能徽章入门课程，展示您在以下方面的技能：图像识别、自然语言处理、 使用 Google 强大的 Gemini 和 Imagen 模型生成图像、在 Vertex AI 平台上部署应用。

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完成 在 Agent Platform 中设计提示入门技能徽章课程，展示以下方面的技能： Agent Platform 中的提示工程、图片分析和多模态生成式技术。探索如何编写有效的提示，指导生成式 AI 输出， 以及将 Gemini 模型应用于真实的营销场景。

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