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在 Google Cloud 控制台中运用您的技能

Francisco Colomer

成为会员时间：2023

钻石联赛

56397 积分
Create Real-time Data Processing Pipelines Earned May 28, 2026 EDT
Orchestrate Data Lifecycle Automation with Data Agents Earned May 27, 2026 EDT
Introduction to Looker Earned May 23, 2026 EDT
打造您的首个 Gemini Enterprise 应用 Earned May 10, 2026 EDT
企业智能体及其应用场景 Earned May 9, 2026 EDT
智能体基础知识 Earned May 6, 2026 EDT
AI 智能体简介 Earned May 3, 2026 EDT
Service Orchestration and Choreography on Google Cloud Earned Apr 21, 2026 EDT
Developing Applications with Google Cloud: Foundations Earned Apr 17, 2026 EDT
使用智能体开发套件 (ADK) 打造智能体 Earned Apr 13, 2026 EDT
在 Google AI Studio 中开发 AI 驱动的原型 Earned Apr 3, 2026 EDT
AI Boost Bites: Advanced Analysis in Sheets Earned Mar 24, 2026 EDT
AI Boost Bites: Notes to Sheets with Gemini Earned Mar 24, 2026 EDT
AI Boost Bites: Gemini Calendar Hacks in Gmail Earned Mar 24, 2026 EDT
AI Boost Bites: Build Slides Fast with Gemini Earned Mar 24, 2026 EDT
AI Boost Bites: Talk to Your Data in Sheets Earned Mar 24, 2026 EDT
AI Boost Bites: AI Magic in a Sheets Cell Earned Mar 24, 2026 EDT
AI Boost Bites: Create ‘What If’ Scenarios with AI Earned Mar 24, 2026 EDT
AI Boost Bites: Become a Creative Mashup Artist Earned Mar 24, 2026 EDT
AI Boost Bites: Become an AI Art Director for Your World Earned Mar 24, 2026 EDT
AI Boost Bites: Create the Perfect Portrait Earned Mar 24, 2026 EDT
AI Boost Bites: Research Hacks with NotebookLM Earned Mar 24, 2026 EDT
AI Boost Bites: Find the Story in Your Data Earned Mar 24, 2026 EDT
AI Boost Bites: Streamline Event Planning with AI Earned Mar 23, 2026 EDT
AI Boost Bites: Supercharge Research with Gemini Earned Mar 23, 2026 EDT
AI Boost Bites: Make Any Big Purchase with Confidence Earned Mar 23, 2026 EDT
AI Boost Bites: Animated Charts with Gemini Earned Mar 23, 2026 EDT
AI Boost Bites: Turn Your Ideas into Animated Art Earned Mar 23, 2026 EDT
AI Boost Bites: Your Personal AI Tutor Earned Mar 23, 2026 EDT
AI Boost Bites: Gamify Your Study Guides Earned Mar 23, 2026 EDT
AI Boost Bites: Get Your Competitor's Playbook in Minutes Earned Mar 23, 2026 EDT
AI Boost Bites: Build a Personalized Weather App Earned Mar 23, 2026 EDT
AI Boost Bites: Create a 3D Solar System Earned Mar 23, 2026 EDT
AI Boost Bites: Create Your Own Productivity Tools Earned Mar 22, 2026 EDT
AI Boost Bites: Guided Learning with Gemini Earned Mar 22, 2026 EDT
AI Boost Bites: Create Your Own Retro Arcade Game Earned Mar 21, 2026 EDT
AI Boost Bites: Create Your Ultimate College Scouting Report Earned Mar 20, 2026 EDT
AI Boost Bites: One-Click Campaign Visuals Earned Mar 20, 2026 EDT
AI Boost Bites: From Napkin Sketch to Functional App Earned Mar 20, 2026 EDT
AI Boost Bites: NotebookLM Reports Earned Mar 19, 2026 EDT
AI Boost Bites: Your Personal Feedback Agent Earned Mar 19, 2026 EDT
AI Boost Bites: Presentation Scripts with Gemini Earned Mar 17, 2026 EDT
AI Boost Bites: Project Notebooks Earned Mar 17, 2026 EDT
AI Boost Bites: NotebookLM for Market Research Earned Mar 17, 2026 EDT
AI Boost Bites: NotebookLM Video Overviews Earned Mar 17, 2026 EDT
AI Boost Bites: Discover Sources in NotebookLM Earned Mar 16, 2026 EDT
AI Boost Bites: NotebookLM Mind Maps Earned Mar 15, 2026 EDT
AI Boost Bites: Intro to NotebookLM Earned Mar 15, 2026 EDT
AI Boost Bites: Email Content Creation Earned Mar 15, 2026 EDT
AI Boost Bites: Create Docs in Seconds Earned Mar 15, 2026 EDT
AI Boost Bites: AI Power-Ups for Google Workspace Earned Mar 15, 2026 EDT
AI Boost Bites: Tame Your Inbox with AI Earned Mar 15, 2026 EDT
AI Boost Bites: Gemini Slide Summaries Earned Mar 15, 2026 EDT
AI Boost Bites: No-Code Sheets & Scripts Earned Mar 15, 2026 EDT
AI Boost Bites: Amplify Exec Voices with AI Earned Mar 15, 2026 EDT
AI Boost Bites: Exec Summaries with Gemini Gems Earned Mar 15, 2026 EDT
AI Boost Bites: Automate tasks with Gemini and Apps Script Earned Mar 15, 2026 EDT
AI Boost Bites: "Eat the Frog" with NotebookLM Earned Mar 14, 2026 EDT
AI Boost Bites: Gemini Image-to-Sheets Hack Earned Mar 14, 2026 EDT
AI Boost Bites: Poke Holes in Your Strategy Earned Mar 14, 2026 EDT
AI Boost Bites: NotebookLM for Competitive Edge Earned Mar 14, 2026 EDT
AI Boost Bites: Personalization with customized prompts Earned Mar 14, 2026 EDT
AI Boost Bites: TL;DR with Gemini in Docs & Drive Earned Mar 14, 2026 EDT
AI Boost Bites: Prompting like a Pro with Google Workspace Earned Mar 13, 2026 EDT
AI Boost Bites: Content Generation with Gemini Made Easy Earned Mar 12, 2026 EDT
AI Boost Bites: Customer insights with NotebookLM Earned Mar 12, 2026 EDT
AI Boost Bites: Gemini Gems – Your ultimate marketing sidekick Earned Mar 11, 2026 EDT
Vibe Coding for Beginners: From Zero to App Earned Mar 10, 2026 EDT
AI Boost Bites: Become a "Vibe DJ" Earned Mar 2, 2026 EST
利用氛围编程和 MCP 构建 Cloud 智能应用 Earned Mar 1, 2026 EST
Streamline Application Development with Gemini CLI Earned Feb 28, 2026 EST
利用 Gemini CLI 加快应用开发速度 Earned Feb 26, 2026 EST
AI 基础设施：网络组建和管理技术 Earned Feb 16, 2026 EST
AI 基础设施：存储选项 Earned Feb 13, 2026 EST
AI 基础设施：部署类型 Earned Feb 10, 2026 EST
AI Infrastructure：Cloud TPU Earned Feb 3, 2026 EST
AI Infrastructure：Cloud GPU Earned Jan 29, 2026 EST
AI Infrastructure：AI Hypercomputer 简介 Earned Jan 25, 2026 EST
Google DeepMind: 03 Design And Train Neural Networks Earned Jan 20, 2026 EST
Google DeepMind: 02 Represent Your Language Data Earned Jan 9, 2026 EST
Google DeepMind: 01 Build Your Own Small Language Model Earned Jan 4, 2026 EST
Discover Business Value for Customers Earned Dec 31, 2025 EST
Partner Pre-Sales Readiness Training Earned Dec 26, 2025 EST
Modernizing Mainframe Applications with Google Cloud Earned Dec 22, 2025 EST
创建和管理 AlloyDB 实例 Earned Dec 19, 2025 EST
创建和管理 Bigtable 实例 Earned Dec 17, 2025 EST
创建和管理 Cloud Spanner 实例 Earned Dec 15, 2025 EST
创建和管理 Cloud SQL for PostgreSQL 实例 Earned Dec 11, 2025 EST
Vertex AI Studio 简介 Earned Dec 5, 2025 EST
生成式 AI 简介 Earned Dec 4, 2025 EST
Introduction to Reliable Deep Learning Earned Nov 30, 2025 EST
用　Database Migration Service　将 MySQL 数据迁移至 Cloud SQL Earned Nov 27, 2025 EST
[Deprecated]Enterprise Database Migration Earned Nov 25, 2025 EST
Select a Google Cloud Database for Your Applications Earned Sep 24, 2025 EDT
Google Cloud 基础知识：核心基础设施 Earned Jul 26, 2025 EDT
Machine Learning in the Enterprise Earned Sep 29, 2024 EDT
How Google Does Machine Learning Earned May 29, 2024 EDT
利用 BigQuery ML 构建预测模型时的数据工程处理 Earned Nov 15, 2023 EST
使用 BigQuery 构建数据仓库 Earned Nov 14, 2023 EST
在 Google Cloud 上为机器学习 API 准备数据 Earned Nov 13, 2023 EST
Serverless Data Processing with Dataflow: Operations Earned Nov 9, 2023 EST
Serverless Data Processing with Dataflow: Develop Pipelines Earned Nov 4, 2023 EDT
Serverless Data Processing with Dataflow: Foundations Earned Oct 26, 2023 EDT
Smart Analytics, Machine Learning, and AI on Google Cloud Earned Oct 23, 2023 EDT
Build Batch Data Pipelines on Google Cloud Earned Oct 22, 2023 EDT
Build Streaming Data Pipelines on Google Cloud Earned Oct 20, 2023 EDT
Build Data Lakes and Data Warehouses on Google Cloud Earned Oct 14, 2023 EDT
Google Cloud Big Data and Machine Learning Fundamentals Earned Oct 12, 2023 EDT
Preparing for your Professional Data Engineer Journey Earned Oct 4, 2023 EDT

In this advanced challenge lab, you act as a Data Engineer for Cymbal Direct, a retail company integrating real-time movie review data into a marketing pipeline. You are responsible for building two distinct streaming architectures. First, you will implement a direct, code-free ingestion path using Pub/Sub BigQuery subscriptions. Second, you will deploy a sophisticated Dataflow pipeline that uses JavaScript User-Defined Functions (UDFs) to transform raw text into numerical data before it reaches BigQuery, all while managing high-velocity data generated by a simulated stream.

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Complete the Orchestrate Data Lifecycle Automation with Data Agents skill badge to demonstrate your proficiency in modernizing data infrastructure using AI-driven automation. Emphasis is placed on acting as an 'Agent Orchestrator'—leveraging specialized Data Agents to build resilient Dataform pipelines, enforce Dataplex governance, and accelerate data science workflows in Colab Enterprise. A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete the assessment challenge lab to receive a skill badge that you can share with your network. When you complete this course, you can earn the badge displayed here and claim it on Credly! Boost your cloud career by showing the world the skills you have developed!

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In this introductory course, you'll learn how Looker can help you explore, analyze, and visualize your data to drive better decisions. Through a combination of video lectures and demos, you'll discover how to connect to various data sources, build interactive dashboards, and perform effective data analysis. Whether you're a data analyst, BI analyst, data scientist or business user, this course will equip you with the foundational knowledge to start using Looker effectively, regardless of your background.

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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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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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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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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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This course introduces you to event-based applications and teaches you how to use service orchestration and choreography to coordinate microservices. Using lectures and hands-on labs, you learn how to use Workflows, Eventarc, Cloud Tasks, and Cloud Scheduler to build microservices applications on Google Cloud.

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In this course, you learn the fundamentals of application development on Google Cloud. You learn best practices for cloud applications, and how to select compute and data options to match your application use cases. You're introduced to generative AI and how it's used to help build applications. You learn about authentication and authorization, application deployment, continuous integration and delivery, and monitoring and performance tuning for your applications running in Google Cloud. Using lectures and hands-on labs, you learn how to get started building and running applications on Google Cloud.

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了解如何使用智能体开发套件 (ADK) 构建可用于生产用途的复杂 AI 智能体。本课程介绍了 ADK 的开源框架，助力开发者从简单的提示工程跨越到代码优先的结构化软件开发方法，从而构建企业级多智能体系统。

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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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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 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 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 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 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 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 create "what if" scenarios using AI's reasoning. You'll see how to set a "before" scene with a person holding a cake, prompt an action by asking "what would happen if they tripped?", and let the AI generate the plausible "after" image of the cake falling.

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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 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 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 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 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 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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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 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 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 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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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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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 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 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 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 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 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 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 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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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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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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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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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 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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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 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 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 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 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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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 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 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 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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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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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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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 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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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 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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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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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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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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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 course, you'll learn how to build software with Gemini, Google’s generative AI. The best part is: Anyone can do this. It’s okay if you've never written code before. You just need to be curious and motivated, and we'll help you get from zero to app.

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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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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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Complete the Streamline Application Development with Gemini CLI skill badge to demonstrate your proficiency in using the full capabilities of Gemini CLI in application development tasks. You will be tasked with defining multi-step plans, creating a reusable CLI extension, managing context, experimenting with checkpoints and deploying to Cloud Run all from Gemini CLI. A skill badge is an exclusive digital badge issued by Google Cloud in recognition of your proficiency with Google Cloud products and services and tests your ability to apply your knowledge in an interactive hands-on environment. Complete the assessment challenge lab, to receive a skill badge that you can share with your network. When you complete this course, you can earn the badge displayed here and claim it on Credly! Boost your cloud career by showing the world the skills you have developed!

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本课程的适用对象是想要借助于 Gemini CLI（一款专为终端打造并由 Gemini 提供支持的生成式 AI 智能体）来更智能地工作的应用开发者和 DevOps 工程师。 本课程探讨了 Gemini CLI 的安装和配置，并介绍了其应用场景和安全最佳实践。课程中还详细讲解了命令、工具、MCP 服务器和扩展程序。通过实践练习，您将安装和配置 Gemini CLI，并使用它来分析代码以及构建和修改应用。

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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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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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The course aims to train Google technical sales partners on the business value discovery process using proprietary content.

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Want to learn more about Google Cloud? Grow your Google Cloud knowledge, strengthen your skills to win with customers, and scale your Google Cloud business. Find it here in one handy location.

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This course enables system integrators and partners to understand the principles of automated migrations, plan legacy system migrations to Google Cloud leveraging G4 Platform, and execute a trial code conversion.

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完成入门级技能徽章课程创建和管理 AlloyDB 实例，展示您在以下方面的技能：执行核心 AlloyDB 操作 和任务、从 PostgreSQL 迁移到 AlloyDB、管理 AlloyDB 数据库，以及 使用 AlloyDB 列式引擎加速分析查询。

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完成入门级技能徽章课程创建和管理 Bigtable 实例，展示以下方面的技能：创建实例、设计架构、 查询数据，以及在 Bigtable 中执行管理任务，包括监控性能、配置节点自动扩缩和复制。

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完成创建和管理 Cloud Spanner 实例 这一入门级技能徽章课程，展示您在以下方面的技能： 创建 Cloud Spanner 实例和数据库并与之互动； 使用各种方法加载 Cloud Spanner 数据库； 备份 Cloud Spanner 数据库；定义架构并了解查询计划； 部署连接到 Cloud Spanner 实例的现代 Web 应用。

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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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本课程介绍 Vertex AI Studio，这是一种用于与生成式 AI 模型交互、围绕业务创意进行原型设计并在生产环境中落地的工具。通过沉浸式应用场景、富有吸引力的课程和实操实验，您将探索从提示到产品的整个生命周期，了解如何将 Vertex AI Studio 用于多模态 Gemini 应用、提示设计、提示工程和模型调优。本课程的目的在于帮助您利用 Vertex AI Studio，在自己的项目中充分发掘生成式 AI 的潜力。

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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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This course introduces you to the world of reliable deep learning, a critical discipline focused on developing machine learning models that not only make accurate predictions but also understand and communicate their own uncertainty. You'll learn how to create AI systems that are trustworthy, robust, and adaptable, particularly in high-stakes scenarios where errors can have significant consequences.

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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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This course is intended to give architects, engineers, and developers the skills required to help enterprise customers architect, plan, execute, and test database migration projects. Through a combination of presentations, demos, and hands-on labs participants move databases to Google Cloud while taking advantage of various services. This course covers how to move on-premises, enterprise databases like SQL Server to Google Cloud (Compute Engine and Cloud SQL) and Oracle to Google Cloud bare metal.

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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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“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 takes a real-world approach to the ML Workflow through a case study. An ML team faces several ML business requirements and use cases. The team must understand the tools required for data management and governance and consider the best approach for data preprocessing. The team is presented with three options to build ML models for two use cases. The course explains why they would use AutoML, BigQuery ML, or custom training to achieve their objectives.

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This course explores what ML is and what problems it can solve. The course also discusses best practices for implementing machine learning. You’re introduced to Vertex AI, a unified platform to quickly build, train, and deploy AutoML machine learning models. The course discusses the five phases of converting a candidate use case to be driven by machine learning, and why it’s important to not skip them. The course ends with recognizing the biases that ML can amplify and how to recognize them.

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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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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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In the last installment of the Dataflow course series, we will introduce the components of the Dataflow operational model. We will examine tools and techniques for troubleshooting and optimizing pipeline performance. We will then review testing, deployment, and reliability best practices for Dataflow pipelines. We will conclude with a review of Templates, which makes it easy to scale Dataflow pipelines to organizations with hundreds of users. These lessons will help ensure that your data platform is stable and resilient to unanticipated circumstances.

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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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Incorporating machine learning into data pipelines increases the ability to extract insights from data. This course covers ways machine learning can be included in data pipelines on Google Cloud. For little to no customization, this course covers AutoML. For more tailored machine learning capabilities, this course introduces Notebooks and BigQuery machine learning (BigQuery ML). Also, this course covers how to productionalize machine learning solutions by using Vertex AI.

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In this intermediate course, you will learn to design, build, and optimize robust batch data pipelines on Google Cloud. Moving beyond fundamental data handling, you will explore large-scale data transformations and efficient workflow orchestration, essential for timely business intelligence and critical reporting. Get hands-on practice using Dataflow for Apache Beam and Serverless for Apache Spark (Dataproc Serverless) for implementation, and tackle crucial considerations for data quality, monitoring, and alerting to ensure pipeline reliability and operational excellence. A basic knowledge of data warehousing, ETL/ELT, SQL, Python, and Google Cloud concepts is recommended.

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In this course you will get hands-on in order to work through real-world challenges faced when building streaming data pipelines. The primary focus is on managing continuous, unbounded data with Google Cloud products.

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While the traditional approaches of using data lakes and data warehouses can be effective, they have shortcomings, particularly in large enterprise environments. This course introduces the concept of a data lakehouse and the Google Cloud products used to create one. A lakehouse architecture uses open-standard data sources and combines the best features of data lakes and data warehouses, which addresses many of their shortcomings.

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This course introduces the Google Cloud big data and machine learning products and services that support the data-to-AI lifecycle. It explores the processes, challenges, and benefits of building a big data pipeline and machine learning models with Vertex AI on Google Cloud.

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This course helps learners create a study plan for the PDE (Professional Data Engineer) certification exam. Learners explore the breadth and scope of the domains covered in the exam. Learners assess their exam readiness and create their individual study plan.

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