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Mohammed Ghaban

成为会员时间：2025

钻石联赛

33272 积分
利用工具为智能体注入强大功能 Earned Jul 30, 2026 EDT
管理智能体记忆和状态 Earned Jul 30, 2026 EDT
优化智能体行为 Earned Jul 30, 2026 EDT
Google Security Operations - Deep Dive Earned Jul 30, 2026 EDT
Introduction Google Security Operations (SOAR) 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
Introduction to Google Security Operations (SIEM) Earned Jul 26, 2026 EDT
Introduction to Google Security Operations: Unified SecOps Earned Jul 26, 2026 EDT
适用于端到端 SDLC 的 Gemini Earned Jul 26, 2026 EDT
Serverless Data Processing with Dataflow: Develop Pipelines Earned Jul 23, 2026 EDT
面向开发者的 Responsible AI：公平性与偏见 Earned Jul 23, 2026 EDT
大型语言模型简介 Earned Jul 23, 2026 EDT
负责任的 AI 简介 Earned Jul 23, 2026 EDT
生成式 AI 简介 Earned Jul 23, 2026 EDT
AI Boost Bites: Presentations in Seconds with Nano Banana Pro Earned Jul 23, 2026 EDT
AI Boost Bites: Become a Homework Hero for Your Kids Earned Jul 23, 2026 EDT
使用 NotebookLM 发掘深度洞见 Earned Jul 23, 2026 EDT
Google 云端硬盘中的 Gemini Earned Jul 22, 2026 EDT
Google Meet 中的 Gemini Earned Jul 22, 2026 EDT
Google 幻灯片中的 Gemini Earned Jul 22, 2026 EDT
Google 文档中的 Gemini Earned Jul 22, 2026 EDT
使用 Google Vids 制作引人入胜的视频 Earned Jul 22, 2026 EDT
AI Boost Bites: TL;DR with Gemini in Docs & Drive Earned Jul 22, 2026 EDT
Google 表格中的 Gemini Earned Jul 22, 2026 EDT
Gmail 中的 Gemini Earned Jul 22, 2026 EDT
AI Boost Bites: Automate tasks with Gemini and Apps Script Earned Jul 22, 2026 EDT
AI Boost Bites: Turn Your Ideas into Animated Art Earned Jul 22, 2026 EDT
AI Boost Bites: Gemini Gems – Your ultimate marketing sidekick Earned Jul 22, 2026 EDT
AI Boost Bites: From Napkin Sketch to Functional App Earned Jul 22, 2026 EDT
AI Boost Bites: Make Any Big Purchase with Confidence Earned Jul 22, 2026 EDT
[DEPRECATED] AI Boost Bites: Find the Story in Your Data Earned Jul 22, 2026 EDT
AI Boost Bites: Create Your Own Retro Arcade Game Earned Jul 22, 2026 EDT
AI Boost Bites: Create Your Ultimate College Scouting Report Earned Jul 22, 2026 EDT
AI Boost Bites: Talk to Your Data in Sheets Earned Jul 22, 2026 EDT
AI Boost Bites: Get Your Competitor's Playbook in Minutes Earned Jul 22, 2026 EDT
AI Boost Bites: Content Generation with Gemini Made Easy Earned Jul 22, 2026 EDT
[DEPRECATED] AI Boost Bites: Research Hacks with NotebookLM Earned Jul 22, 2026 EDT
AI Boost Bites: Build Charts with a Prompt Earned Jul 22, 2026 EDT
AI Boost Bites: Triage a Crisis with Gemini Earned Jul 22, 2026 EDT
AI Boost Bites: The Recruiter's Playbook in Gmail Earned Jul 22, 2026 EDT
AI Boost Bites: Build Slides Fast with Gemini Earned Jul 22, 2026 EDT
AI Boost Bites: Create Your Own Productivity Tools Earned Jul 22, 2026 EDT
AI Boost Bites: Build a Personalized Weather App Earned Jul 22, 2026 EDT
AI Boost Bites: Exec Summaries with Gemini Gems Earned Jul 22, 2026 EDT
AI Boost Bites: No-Code Sheets & Scripts Earned Jul 22, 2026 EDT
[DEPRECATED] AI Boost Bites: "Eat the Frog" with NotebookLM Earned Jul 22, 2026 EDT
AI Boost Bites: Gemini Calendar Hacks in Gmail Earned Jul 22, 2026 EDT
AI Boost Bites: Become a Creative Mashup Artist Earned Jul 22, 2026 EDT
AI Boost Bites: Create a 3D Solar System Earned Jul 22, 2026 EDT
AI Boost Bites: Notes to Sheets with Gemini Earned Jul 22, 2026 EDT
AI Boost Bites: Become an AI Art Director for Your World Earned Jul 22, 2026 EDT
AI Boost Bites: Create Docs in Seconds Earned Jul 22, 2026 EDT
[DEPRECATED] AI Boost Bites: Discover Sources in NotebookLM Earned Jul 22, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Market Research Earned Jul 22, 2026 EDT
AI Boost Bites: Become a "Vibe DJ" Earned Jul 22, 2026 EDT
AI Boost Bites: Supercharge Research with Gemini Earned Jul 22, 2026 EDT
AI Boost Bites: Create the Perfect Portrait Earned Jul 22, 2026 EDT
AI Boost Bites: Gamify Your Study Guides Earned Jul 22, 2026 EDT
AI Boost Bites: Guided Learning with Gemini Earned Jul 22, 2026 EDT
AI Boost Bites: Advanced Analysis in Sheets Earned Jul 22, 2026 EDT
AI Boost Bites: Animated Charts with Gemini Earned Jul 22, 2026 EDT
AI Boost Bites: One-Click Campaign Visuals Earned Jul 22, 2026 EDT
AI Boost Bites: Personalization with customized prompts Earned Jul 22, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM for Competitive Edge Earned Jul 22, 2026 EDT
AI Boost Bites: Bring your photos to life with AI Earned Jul 22, 2026 EDT
AI Boost Bites: Email Content Creation Earned Jul 22, 2026 EDT
AI Boost Bites: Gemini Slide Summaries Earned Jul 22, 2026 EDT
AI Boost Bites: AI Magic in a Sheets Cell Earned Jul 22, 2026 EDT
AI Boost Bites: Build Your AI Strategic Partner Earned Jul 22, 2026 EDT
AI Boost Bites: Amplify Exec Voices with AI Earned Jul 22, 2026 EDT
AI Boost Bites: Shareable Gems Earned Jul 22, 2026 EDT
[DEPRECATED] AI Boost Bites: Project Notebooks Earned Jul 22, 2026 EDT
AI Boost Bites: Your AI Chart Detective Earned Jul 22, 2026 EDT
AI Boost Bites: Your Personal AI Tutor Earned Jul 22, 2026 EDT
AI Boost Bites: Poke Holes in Your Strategy Earned Jul 22, 2026 EDT
[DEPRECATED] AI Boost Bites: NotebookLM Reports Earned Jul 22, 2026 EDT
AI Boost Bites: Presentation Scripts with Gemini Earned Jul 22, 2026 EDT
AI Boost Bites: Streamline Event Planning with AI Earned Jul 22, 2026 EDT
Google DeepMind: 05 Fine-Tune Your Model Earned Jul 20, 2026 EDT
Google DeepMind: 07 Accelerate Your Model Earned Jul 20, 2026 EDT
Google DeepMind: 04 Discover The Transformer Architecture Earned Jul 19, 2026 EDT
Google DeepMind: 03 Design And Train Neural Networks Earned Jul 16, 2026 EDT
Google DeepMind: 02 Represent Your Language Data Earned Jul 16, 2026 EDT
Google DeepMind: 01 Build Your Own Small Language Model Earned Jul 11, 2026 EDT
使用 Gemini Enterprise 编排多智能体工作流 Earned Jul 10, 2026 EDT
以人为本的 AI Earned Jul 10, 2026 EDT
部署您的第一个智能体 Earned Jul 10, 2026 EDT
在生产环境中构建和部署智能体 Earned Jul 10, 2026 EDT
[DEPRECATED] AI Boost Bites: Intro to NotebookLM Earned Jul 10, 2026 EDT
AI Boost Bites: Gemini Image-to-Sheets Hack Earned Jul 10, 2026 EDT
AI Boost Bites: Tame Your Inbox with AI Earned Jul 10, 2026 EDT
[DEPRECATED] AI Boost Bites: AI Power-Ups for Google Workspace Earned Jul 10, 2026 EDT
AI Boost Bites: Your Personal Feedback Agent Earned Jul 10, 2026 EDT
AI Boost Bites: Prompting like a Pro with Google Workspace Earned Jul 10, 2026 EDT
Gemini for Google Workspace 简介 Earned Jul 10, 2026 EDT
使用智能体开发套件 (ADK) 打造您的首个智能体 Earned Jul 10, 2026 EDT
Managing Change when Moving to Google Cloud Earned Jul 7, 2026 EDT
生成式 AI 智能体：助力组织转型 Earned Jul 7, 2026 EDT
生成式 AI 应用：改变工作方式 Earned Jul 7, 2026 EDT
生成式 AI：不只是聊天机器人 Earned Jul 7, 2026 EDT
生成式 AI: 全面了解生成式 AI Earned Jul 7, 2026 EDT
生成式 AI：剖析基本概念 Earned Jul 7, 2026 EDT
使用 Google Cloud Operations 进行扩缩 Earned Jul 6, 2026 EDT
Google Cloud 带来信任与安全 Earned Jul 6, 2026 EDT
使用 Google Cloud 进行基础设施和应用的现代化改造 Earned Jul 6, 2026 EDT
借助 Google Cloud 人工智能进行创新 Earned Jul 6, 2026 EDT
使用 Google Cloud 探索数据转换 Earned Jul 6, 2026 EDT
利用 Google Cloud 实现数字化转型 Earned Jul 6, 2026 EDT
打造您的首个 Gemini Enterprise 应用 Earned Jul 6, 2026 EDT
智能体基础知识 Earned Jul 6, 2026 EDT
企业智能体及其应用场景 Earned Jun 22, 2026 EDT
AI 智能体简介 Earned Jun 19, 2026 EDT
利用 Vertex AI 实现机器学习运维 (MLOps)：模型评估 Earned May 11, 2026 EDT
适用于生成式 AI 的机器学习运维 (MLOps) Earned Apr 11, 2026 EDT

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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您已经构建了能够回答查询的基本 LLM 智能体，现在让我们为其赋予状态。使用会话状态来构建能够维护上下文、记住用户偏好并提供个性化体验的智能体。将智能体从“无状态的回复者”转变为“智能助理”。

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您已经创建了自己的第一个智能体，现在是时候更进一步了。在本课程中，您将通过学习应用高级指令、模型选择、规划功能以及结构化输出模式来精进技能，将基础 AI 智能体升级为一个精确、专业的智能助理。加入社区论坛，提出问题并参与讨论

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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 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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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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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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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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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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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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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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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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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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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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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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Gemini for Google Workspace 是一个插件，用户可通过它来使用生成式 AI 功能。本课程通过视频课程、实操活动和实际示例，深入探讨了“Google 云端硬盘中的 Gemini”的功能。 学完本课程后，您将掌握相关知识和技能，能够自信地利用 Google 云端硬盘中的 Gemini 来改进工作流。

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Google Workspace 专用 Gemini 是一个插件，可为用户提供对生成式 AI 功能的访问权限。本课程深入探讨了“Google Meet 中的 Gemini”的功能。通过视频课程、实操活动和实际示例，您将全面了解 Google Meet 中的 Gemini 功能。您将学习如何使用 Gemini 生成背景图片、提高视频质量以及翻译字幕。学完本课程后，您将掌握相关知识和技能，能够自信地利用 Google Meet 中的 Gemini 尽可能提高视频会议的效率。

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Google Workspace 专用 Gemini 是一个插件，可在 Google Workspace 中为客户提供生成式 AI 功能。在本迷你课程中，您将了解 Gemini 的主要功能，以及如何在 Google 幻灯片中使用它们来提高工作效率。

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Google Workspace 专用 Gemini 是一个插件，用户可通过它来使用生成式 AI 功能。本课程通过视频课程、实操活动和实际示例，深入探讨了“Google 文档中的 Gemini”的功能。您将学习如何使用 Gemini 来根据提示生成书面内容。您还会探索如何使用 Gemini 来修改已撰写好的文本，帮助提升整体工作效率。学完本课程后，您将掌握相关知识和技能，能够自信地利用 Google 文档中的 Gemini 来提升写作水平。

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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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This video covers how you can use Gemini to summarize long documents in Google Workspace, so you can quickly get the information you need and save time. You'll learn how to use Gemini to summarize entire documents or just selected text, as well as how to use Gemini in Drive to summarize across multiple files.

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Google Workspace 专用 Gemini 是一个插件，可在 Google Workspace 中为客户提供生成式 AI 功能。在本迷你课程中，您将了解 Gemini 的主要功能，以及如何在 Google 表格中使用它们来提高工作效率。

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Google Workspace 专用 Gemini 是一个插件，可在 Google Workspace 中为客户提供生成式 AI 功能。在本迷你课程中，您将了解 Gemini 的主要功能，以及如何在 Gmail 中使用这些功能来提高工作效率。

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This video covers how to use Gemini and Apps Script to automate manual tasks across Google Workspace. You'll learn to prompt Gemini to generate Apps Script code that automatically drafts email reminders in Google Sheets for tasks not marked 'Complete.' Automate your workflow with little to no technical expertise, freeing up time for more important work and eliminating manual follow-ups.

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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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This video covers how to create your own Gemini Gems, advanced AI capabilities that can automate repetitive tasks and supercharge your productivity.

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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 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 NotebookLM to analyze raw data and find compelling stories. You'll see how to ground the AI in your specific documents, prompt it to generate newsworthy PR claims, and ask it to find hidden correlations between different data points to uncover new insights.

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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 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 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 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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This video will cover how you can leverage Gemini's advanced AI capabilities in Google Docs to brainstorm ideas, draft various marketing content, and collaborate with your team.

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In this video, you'll learn to use NotebookLM to manage a large-scale research project. You'll see how to upload all your documents to get summaries, ask deeper strategic questions to find key insights, and use the audio feature to listen to your findings on the go.

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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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This video covers how to use the Gemini side panel in Gmail to analyze long email threads, identify technical owners, and draft escalations to resolve customer crises.

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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 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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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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This video covers how you can create your own Brevity Gem to summarize and transform messy notes or long documents into clear, concise, executive-ready summaries.

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This video covers how you can leverage Gemini's advanced AI capabilities within Google Sheets to effortlessly pull data and generate insights in minutes, all without the need for any technical or coding background.

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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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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 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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This video covers how to use the 'Help me create' feature in Google Docs to generate a complete, formatted document by referencing content from other files in your Drive.

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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 NotebookLM for common marketing tasks like analyzing customer feedback, conducting market research, and generating content ideas.

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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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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 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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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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In this video, you'll learn to use the Create menu in Gemini Canvas to instantly convert a block of text into a variety of visual formats. You’ll see how to take a brainstormed marketing campaign and turn it into both a shareable infographic and an internal webpage with just one click.

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This video covers how to personalize your Gemini results in Google Workspace. Learn to incorporate documents and research papers directly into your prompts using the "@" symbol to get more targeted and relevant AI output tailored to your needs.

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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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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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This video covers how to use Gemini in Gmail to draft new emails, refine their tone, respond with context from Drive files, and use smart reply suggestions.

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This video covers how to use Gemini in Slides to automatically generate meeting recaps and draft follow-up emails, which can streamline your post-meeting workflow and save you time.

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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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This video will cover how to leverage Gemini Gems to create authentic social media posts in your leader's unique voice. Learn to overcome the challenge of scaling executive social presence by training a Gem with writing samples and clear instructions. Discover how to generate engaging posts quickly, saving time while amplifying thought leadership and ensuring authenticity.

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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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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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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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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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This video covers how NotebookLM's Reports feature dynamically suggests formats to help you create customized, trustworthy analyses of your documents with ease.

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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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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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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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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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In this Google DeepMind course you will discover the mechanisms of the transformer architecture. You will investigate how transformer language models process prompts to make context-sensitive next-token predictions. Through practical activities you will explore the attention mechanism, visualize attention weights, and encounter advanced concepts like masked attention and multi-head attention. You will also learn other techniques that are necessary to build neural networks that are well-suited to be used as language models. Finally, through activities on values, stakeholder mapping and community engagement, you will practice concrete tools for ensuring AI projects are developed with communities, not just for them.

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In this Google DeepMind course you will focus on the training process for machine learning models. You will learn how to spot and mitigate issues when training a model, such as overfitting and underfitting. In practical coding labs, you will implement and evaluate the multilayer perceptron for simple classification tasks. This will provide insights into the mechanics of training a neural network model and the backpropagation algorithm. Research case studies will demonstrate how neural networks power real-world models. Additionally, you will consider the broader social impacts of innovation by looking beyond immediate benefits to anticipate potential risks, safety concerns, and further-reaching societal consequences.

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In this Google DeepMind course you will learn how to prepare text data for language models to process. You will investigate the tools and techniques used to prepare, structure, and represent text data for language models, with a focus on tokenization and embeddings. You will be encouraged to think critically about the decisions behind data preparation, and what biases within the data may be introduced into models. You will analyze trade-offs, learn how to work with vectors and matrices, how meaning is represented in language models. Finally, you will practice designing a dataset ethically using the Data Cards process, ensuring transparency, accountability, and respect for community values in AI development.

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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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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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探索从任务驱动型工作流到以人为本的 AI 编排的重大转变。您将学习如何从战略层面区分增强和自动化，以及如何平衡机器效率与人类直觉。

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将智能体从 localhost 部署到生产环境。本课程将介绍如何将 ADK 智能体部署到 Vertex AI Agent Engine 和 Cloud Run，以及如何通过记忆库实现可选的跨会话记忆功能。

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探索如何使用 Google 的智能体开发套件 (ADK) 和 Google Cloud 强大的基础设施来构建和部署多智能体系统。您将学习如何设计分层智能体树和确定性工作流智能体，同时确定理想的托管环境（从无服务器 Cloud Run 到高性能 GKE），以确保您的 AI 智能体安全、可伸缩且可用于生产用途。

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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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This video covers how to eliminate tedious manual data entry using Gemini. Learn how to take a picture or screenshot of data (from PDFs, paper, or images) and prompt Gemini to instantly convert it into a structured Google Sheet. Discover this simple hack to save countless hours transcribing data, turning Gemini into your personal data entry assistant. Just snap, prompt, and export!

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This video covers how to use Gemini in Gmail to summarize emails, find information, and draft replies, helping you manage your inbox more efficiently.

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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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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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This video covers prompt engineering fundamentals for effective AI communication. Learn a simple framework (Persona, Task, Context, Format) to craft clear prompts, getting better, faster results from Gemini in Google Workspace. Discover how to use natural language, be specific, and iterate for optimal AI assistance.

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Google Workspace 专用 Gemini 是一个插件，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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使用 Google 的智能体开发套件 (ADK) 构建、配置和运行您的第一个 AI 智能体，将您对智能体的理解转化为实际应用。 在本实操课程中，您将设置一个完整的 ADK 开发环境，使用 Python 代码和 YAML 配置两种方式创建智能体，并通过多个界面运行智能体。您还将学习定义智能体行为的核心参数，将您在课程 1 中学到的知识应用到实际代码中。

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Moving to the cloud creates numerous opportunities to start working in a new way and it empowers the workforce to better collaborate and innovate. But it’s also a big change. Sometimes the success of the change hinges not on the change itself, but on how it’s managed. This course will help people managers to understand some of the key challenges associated with cloud adoption, and provide them with a verified in-the-field framework that will assist them in supporting their teams on the change journey. By addressing the human factor of moving to the cloud, organizations increase their chances of realizing business objectives and investing in their future talent.

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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：不只是聊天机器人”是 Generative AI Leader 学习路线中的第一门课程。学习本课程没有知识门槛。本课程旨在帮助您超越对聊天机器人的基本认知,探索生成式 AI技术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,这些知识对利用生成式 AI 的强大功能至关重要。本课程还将说明,为组织制定成功的生成式 AI 策略时,需要考虑哪些重要因素。

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“生成式 AI: 全面了解生成式 AI”是 Generative 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,以及我们与周围世界的互动方式。作为领导者,应该如何利用生成式 AI 来推动实现实际的业务成果?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,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 Generative AI Leader 学习路线中的第二门课程。在本课程中,您将了解生成式 AI 的基本概念。您要探索 AI、机器学习和生成式 AI 之间的区别,了解各种数据类型如何赋能生成式 AI,从而应对各种业务挑战。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 开发与部署面临着哪些关键挑战。

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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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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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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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AI 智能体代表着超越传统大语言模型 (LLM) 的重大转变：AI 智能体不再仅仅只是生成基于文本的解决方案，更能自主行动来执行这些方案。 本课程将介绍 AI 智能体的基础知识、AI 智能体与 LLM API 的区别，以及 AI 智能体在现实世界中的价值所在。本课程基于 Google 的智能体白皮书，将为您提供必要的理论基础知识，以助您编写首行智能体代码 — 非常适合希望从自主、目标导向行为（而不仅仅是文本生成）的角度理解 AI 系统的开发者、架构师和技术决策者。 加入社区论坛，提出问题并参与讨论。

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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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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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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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