Chayan Surana
Member since 2023
Diamond League
41979 points
Machine Learning Operations (MLOps): Getting Started
Earned Dec 6, 2025 EST
機器學習運作 (MLOps) 與 Vertex AI：模型評估
Earned Dec 4, 2025 EST
Working with Notebooks in Vertex AI
Earned Nov 1, 2025 EDT
Google Cloud 的 AI 和機器學習服務簡介
Earned Oct 27, 2025 EDT
Build a Certification Study Guide: PMLE
Earned Oct 24, 2025 EDT
Build a Certification Study Guide: ACE Exam Prep
Earned Jun 14, 2024 EDT
Level 1: Introduction to Google AppSheet
Earned Jan 29, 2024 EST
Level 2: Cloud Security
Earned Dec 19, 2023 EST
Level 3: GenAIus Chatbots
Earned Dec 17, 2023 EST
Level 1: CI/CD Pipelines
Earned Dec 7, 2023 EST
Google Cloud 運算的基本概念：Cloud 運算基礎知識
Earned Dec 2, 2023 EST
以串流方式將分析資料傳入 BigQuery
Earned Aug 31, 2023 EDT
DEPRECATED Deploy Google Cloud Framework Data Foundation for SAP
Earned Aug 31, 2023 EDT
在 Google 試算表使用函式、公式及圖表
Earned Aug 30, 2023 EDT
在 Google Cloud 使用機器學習 API
Earned Aug 29, 2023 EDT
Qwiklabs Trivia August 2023
Earned Aug 28, 2023 EDT
運用 BigQuery ML 建立機器學習模型
Earned Aug 28, 2023 EDT
實現雲端協作與生產力工作流
Earned Aug 27, 2023 EDT
雲端架構：設計、實作與管理
Earned Aug 26, 2023 EDT
在 Google Cloud 使用 Terraform 建構基礎架構
Earned Aug 25, 2023 EDT
使用 Google Data Cloud 共用資料
Earned Aug 23, 2023 EDT
使用 Google Cloud Speech API
Earned Aug 20, 2023 EDT
使用 Natural Language API 分析情緒
Earned Aug 19, 2023 EDT
使用 Document AI 大規模自動擷取資料
Earned Aug 18, 2023 EDT
Google Cloud 監控工具
Earned Aug 15, 2023 EDT
搭配使用 API 和 Cloud Storage
Earned Aug 15, 2023 EDT
建立及管理 Bigtable 執行個體
Earned Aug 15, 2023 EDT
使用預訓練 API 實現語音和語言解決方案
Earned Aug 14, 2023 EDT
在 Compute Engine 導入 Cloud Load Balancing
Earned Aug 13, 2023 EDT
Level 1: BigQuery ML, Cloud Architecture and Devops Skills
Earned Aug 12, 2023 EDT
透過 Google Cloud 建構網站
Earned Aug 11, 2023 EDT
使用 Firebase 開發無伺服器應用程式
Earned Aug 10, 2023 EDT
在 Google Cloud 實作 DevOps 工作流程
Earned Aug 10, 2023 EDT
Level 3: GenAI
Earned Aug 8, 2023 EDT
從 BigQuery 資料取得深入分析結果
Earned Aug 1, 2023 EDT
實現事件驅動的即時訊息與自動化工作流
Earned Aug 1, 2023 EDT
Getting Started with Go on Google Cloud
Earned Jul 30, 2023 EDT
設定 Google Cloud 網路
Earned Jul 29, 2023 EDT
使用 Cloud Vision API 分析圖片
Earned Jul 27, 2023 EDT
在 Google Cloud 實作 Sensitive Data Protection
Earned Jul 26, 2023 EDT
保護 Lakehouse 資料
Earned Jul 26, 2023 EDT
充實中繼資料及發掘 Lakehouse 資料
Earned Jul 25, 2023 EDT
Qwiklabs Trivia July 2023
Earned Jul 25, 2023 EDT
DEPRECATED Networking Fundamentals on Google Cloud
Earned Jul 24, 2023 EDT
Google Cloud Compute 基本操作
Earned Jul 24, 2023 EDT
Level 2: Data Deep Dive
Earned Jul 23, 2023 EDT
在 Google App Engine 上部署及管理應用程式
Earned Jul 23, 2023 EDT
Level 1: AppDev and Infrastructure
Earned Jul 16, 2023 EDT
This course introduces participants to MLOps tools and best practices for deploying, evaluating, monitoring and operating production ML systems on Google Cloud. MLOps is a discipline focused on the deployment, testing, monitoring, and automation of ML systems in production. Machine Learning Engineering professionals use tools for continuous improvement and evaluation of deployed models. They work with (or can be) Data Scientists, who develop models, to enable velocity and rigor in deploying the best performing models.
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本課程針對評估生成式和預測式 AI 模型，向機器學習從業人員介紹相關的基礎工具、技術和最佳做法。模型評估是機器學習的重要領域，確保這類系統能在正式環境中提供可靠、準確且成效優異的結果。
學員將深入瞭解多種評估指標與方法，以及適用於不同模型類型和工作的應用方式。此外，也會特別介紹生成式 AI 模型帶來的獨特難題，並提供有效的應對策略。透過 Google Cloud Vertex AI 平台，學員將瞭解在模型挑選、最佳化和持續監控方面，該如何導入穩健的評估程序。
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This course is an introduction to Vertex AI Notebooks, which are Jupyter notebook-based environments that provide a unified platform for the entire machine learning workflow, from data preparation to model deployment and monitoring. The course covers the following topics: (1) The different types of Vertex AI Notebooks and their features and (2) How to create and manage Vertex AI Notebooks.
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本課程介紹 Google Cloud 的 AI 和機器學習 (ML) 功能，著重說明如何開發生成式和預測式 AI 專案。我們也會探討「從資料到 AI」整個生命週期都適用的技術、產品和工具，並透過互動式練習，協助資料科學家、AI 開發人員和機器學習工程師精進專業知識。
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Learn how to use Gemini Notebook to create a personalized study guide for the Professional Machine Learning Engineer (PMLE) certification exam. You'll review Gemini Notebook features, create a notebook, and use the study guide to practice for a certification exam.
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Learn how to use Gemini Notebook to create a personalized study guide for the Associate Cloud Engineer certification exam.
You'll review Gemini Notebook features, create a notebook in Gemini Notebook , and learn how to use a study guide to practice for a certification exam.
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Demand for cloud services is expected to be greater than ever in 2024 as different cloud technologies continue to shape various aspects of infrastructure, services, and market dynamics. Game on to get familiar with this tech, and get your hands on a Google Cloud Credential that can help you stand out to potential employers. No prior experience required.
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Security stands as a linchpin for the uninterrupted flow of business activities. The imperative for effective monitoring and security measures makes proficiency in these skills a surefire pathway to a successful career in the cloud. Become a Cloud Guardian, entrusted with the protection of businesses and their digital assets. Gain hands-on experience with the powerful security tools and techniques offered by Google Cloud and secure your first Google Cloud Credential!
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With each passing day, Generative AI becomes more integral, offering fresh perspectives and transformative possibilities. We invite you to join us and see for yourself how Gen AI shapes tomorrow and be a part of it by gaining hands-on experience with Google Cloud’s powerful Gen AI tools and techniques and earn your first Google Cloud Gen AI credential!
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Today, cloud adoption is skyrocketing, propelling the demand for cloud-savvy professionals to newer heights. It is time for you to position yourself at the forefront of this sought-after talent pool and elevate your marketability by acquiring your first Google Cloud Credential—an invaluable asset that emphasizes your expertise. And the best part? -No prior experience is needed for you to game on!
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Google Cloud 運算基本概念課程，適合幾乎沒有雲端運算背景或經驗的學員。這些課程會說明雲端運算基本知識、大數據和機器學習的核心概念，以及 Google Cloud 的角色和定位。完成這一系列課程後，學員將能夠闡述這些概念並展示實用技能。學員應依以下順序完成課程：
1. Google Cloud 運算的基本概念：Cloud 運算基礎知識
2. Google Cloud 運算的基本概念：Google Cloud 基礎架構
3. Google Cloud 運算的基本概念：Google Cloud 的網路與安全性
4. Google Cloud 運算的基本概念：Google Cloud 中的資料、機器學習和 AI
第一門課會概略說明雲端運算、Google Cloud 的使用方式，以及不同的運算選項。
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完成「以串流方式將分析資料傳入 BigQuery」課程，即可獲得技能徽章。 在此課程中，您將綜合應用 Pub/Sub、Dataflow 和 BigQuery，並以串流方式傳送 資料進行分析。
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Earn a skill badge by completing the Deploy Google Cloud Framework Data Foundation for SAP quest. 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 this skill badge quest, and the final assessment challenge lab, to receive a skill badge that you can share with your network.
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完成在 Google 試算表使用函式、公式及圖表技能徽章中階課程， 即可證明您具備下列技能：運用函式分析資料、使用圖表呈現資料、設定資料格式，以及搜尋、 驗證與顯示資料。
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完成「在 Google Cloud 使用機器學習 API」課程，即可獲得進階技能徽章。本課程說明以下機器學習和 AI 技術的基本功能： Cloud Vision API、Cloud Translation API 和 Cloud Natural Language API。
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Welcome to Qwiklabs Trivia for August! Each week, we will release a new set of questions to test your knowledge. You will have opportunities to play throughout the month. Give your career a boost with hands-on experience on GCP and partner services and earn the August badge.
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完成「運用 BigQuery ML 建立機器學習模型」技能徽章中階課程，即可證明您具備下列技能： 可使用 BigQuery ML 建立及評估機器學習模型，並根據資料進行預測。
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完成「實現雲端協作與生產力工作流」課程，即可獲得入門級技能徽章。本課程將介紹 Google 的協作平台， 帶您瞭解如何使用 Gmail、日曆、Meet、雲端硬碟、試算表和 AppSheet。
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完成 雲端架構：設計、實作與管理 課程即可獲得 技能徽章，證明您具備下列技能： 使用 Apache 網路伺服器部署可公開存取的網站、使用開機指令碼設定 Compute Engine VM、 使用 Windows 防禦主機和防火牆規則設定安全的 RDP、建構 Docker 映像檔並部署至 Kubernetes 叢集，然後進行更新，以及建立 Cloud SQL 執行個體並匯入 MySQL 資料庫。 這個技能徽章課程是絕佳的 資源，可讓您瞭解Google Cloud 認證專業雲端架構師認證測驗涵蓋的主題。
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完成「在 Google Cloud 使用 Terraform 建構基礎架構」技能徽章中階課程， 即可證明自己具備下列知識與技能：使用 Terraform 的基礎架構即程式碼 (IaC) 原則、運用 Terraform 設定佈建及管理 Google Cloud 資源、有效管理狀態 (本機和遠端)，以及將 Terraform 程式碼模組化，以利重複使用和管理。
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完成「使用 Google Data Cloud 共用資料」課程，即可獲得技能徽章。 在本課程中，您會透過 Google Cloud 資料共用合作夥伴， 使用專屬資料集進行數據分析， 獲得豐富的實務經驗。客戶訂閱這類資料後，即可在自家平台查詢， 並用自己的資料集補強。此外，也能使用圖表 工具，打造客戶專用的資訊主頁。
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完成「使用 Google Cloud Speech API」課程，即可獲得技能徽章。本課程將說明如何建立 Speech-to-Text API 要求、將音訊 及語音轉錄為文字。
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完成「使用 Natural Language API 分析情緒」任務， 瞭解 API 如何從文字判斷情緒， 即可獲得技能徽章。
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完成使用 Document AI 大規模自動擷取資料課程，即可獲得入門級技能徽章。在本課程中，您將瞭解如何使用 Document AI 擷取、處理及提取資料。
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完成「Google Cloud 監控工具」技能徽章入門課程， 即可證明您具備下列技能：使用 Cloud Monitoring 工具監控 Google Cloud 資源。
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完成「搭配使用 API 和 Cloud Storage」 技能徽章入門課程，即可證明您具備下列技能： 搭配使用 API 和 Cloud Storage 資源，包括 Cloud Storage API。
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完成「建立及管理 Bigtable 執行個體」技能徽章入門課程，證明您具備下列技能：建立執行個體、設計結構定義、 查詢資料，以及在 Bigtable 執行管理工作，包括監控效能、設定自動調度節點資源和複製作業。
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完成使用預訓練 API 實現語音和語言解決方案課程以獲得技能徽章，了解如何使用與語音相關的 API 工具來合成和轉錄語音。
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完成「在 Compute Engine 導入 Cloud Load Balancing」技能徽章入門課程，即可證明您具備下列技能： 在 Compute Engine 建立及部署虛擬機器， 以及設定網路和應用程式負載平衡器。
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The world around us is changing and mastering future-driven technologies is the key to success. We want you to get started by learning a little of everything! Discover machine learning in data analysis, build scalable cloud solutions and accelerate software development that will shape the future. The possibilities in the Arcade are endless and all of those will lead you towards earning your first Google Cloud Credential. No prior experience required.
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完成透過 Google Cloud 建構網站技能徽章課程，即可獲得入門級技能徽章。 本課程以 Get Cooking in Cloud 系列影片為基礎， 涵蓋以下主題：在 Cloud Run 部署網站在 Compute Engine 託管網頁應用程式在 Google Kubernetes Engine 建立、 部署及擴充網站使用 Cloud Build 將單體式應用程式遷移至微服務架構
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完成 使用 Firebase 開發無伺服器應用程式 技能徽章中階課程， 即可證明您具備下列技能：使用 Firebase 架構及建構無伺服器的網頁應用程式、 運用 Firestore 管理資料庫、使用 Cloud Build 自動部署內容， 以及將 Google 助理功能整合至應用程式。
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完成 在 Google Cloud 實作 DevOps 工作流程 技能徽章中階課程， 即可證明您具備下列技能：建立與管理 Git 存放區、 在 Google Kubernetes Engine (GKE) 發布、管理和調度 Deployment， 以及建立 CI/CD 管道，自動建構容器映像檔與執行 GKE 部署作業。
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Recently, a McKinsey report found that Generative AI could add up to $4.4 trillion a year to the global economy, signaling an imminent surge in the demand for GenAI professionals. Now is the perfect time to get a head start and gain hands-on experience with Google Cloud's powerful GenAI tools and techniques, carefully designed to enhance your tech skills and set you on a promising course. Play now to be at the forefront of innovation, shaping the future with GenAI and earning your first Google Cloud GenAI game badge!
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完成 從 BigQuery 資料取得深入分析結果 技能徽章入門課程，即可證明您具備下列技能： 撰寫 SQL 查詢、查詢公開資料表、將樣本資料載入 BigQuery、使用 BigQuery 的查詢驗證工具 排解常見語法錯誤，以及在 Data Studio 中 透過連結 BigQuery 資料建立報表。
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完成「實現事件驅動的即時訊息與自動化工作流」任務，即可獲得 技能徽章。 技能徽章課程，您將瞭解如何透過 Cloud 控制台使用 Pub/Sub、 如何使用 Cloud Scheduler 工作節省心力，並透過 Pub/Sub Lite 節省擷取大量事件 的費用。
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Get started with Go (Golang) by reviewing Go code, and then creating and deploying simple Go apps on Google Cloud. Go is an open source programming language that makes it easy to build fast, reliable, and efficient software at scale. Go runs native on Google Cloud, and is fully supported on Google Kubernetes Engine, Compute Engine, App Engine, Cloud Run, and Cloud Functions. Go is a compiled language and is faster and more efficient than interpreted languages. As a result, Go requires no installed runtime like Node, Python, or JDK to execute.
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完成「設定 Google Cloud 網路」課程，即可獲得技能徽章。 您將瞭解如何在 Google Cloud Platform 執行基本的網路工作，包括建立自訂網路、新增子網路防火牆規則，還有建立 VM 並測試 VM 之間的通訊延遲。
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完成使用 Cloud Vision API 分析圖片課程，即可獲得技能徽章。本課程說明如何運用 Cloud Vision API 執行各種工作，包括擷取圖片中的文字。
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完成 在 Google Cloud 實作 Sensitive Data Protection 技能徽章入門課程，證明您具備下列技能：使用 Sensitive Data Protection 服務 (包括 Cloud Data Loss Prevention API) 來檢查、遮蓋及去識別化 Google Cloud 中的機密資料。
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完成「保護 Lakehouse 資料」技能徽章入門課程，即可證明您具備下列技能：在 Knowledge Catalog 中使用 IAM、BigQuery、 Lakehouse 和 Data Catalog，建立並保護 Lakehouse 資料表。
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完成「充實中繼資料及發掘 Lakehouse 資料」技能徽章課程，即可證明您具備 BigQuery、 Lakehouse 和 Knowledge Catalog 的相關技能。您會建立 Lakehouse 資料表，並充實中繼資料管理和資料表資料探索功能。
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Welcome to Qwiklabs Trivia for July! Each week, we will release a new set of questions to test your knowledge. You will have opportunities to play throughout the month. Give your career a boost with hands-on experience on GCP and partner services and earn the July badge.
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Earn a skill badge by completing the Networking Fundamentals on Google Cloud quest, where you learn how to work with VPC networks and load balancers on Google Cloud. 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 this Skill Badge, and the final assessment challenge lab, to receive a digital badge that you can share with your network.
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完成「Google Cloud Compute 基本操作」任務， 學習如何在 Compute Engine 中使用虛擬機器 (VM)、永久磁碟 和網路伺服器，即可獲得技能徽章。
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The demand for data skills is growing rapidly, and we want you to get ahead! According to a report by the McKinsey Global Institute, the demand for data scientists and analysts is expected to grow by 150% by 2025. There are a lot of different aspects to any data role, so it's important to start with the basics - and we’ve got you covered. Learn how to tap into ML APIs, dive into your first data lake, and learn how the experts think about securing data. No experience required.
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完成「在 Google App Engine 上部署及管理應用程式」課程，即可獲得技能徽章。本課程將說明如何搭配 Python、Go 和 PHP 使用 App Engine。
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Demand for cloud-skilled workers is rising. According to a report by Indeed, cloud computing jobs are expected to grow by 22% over the next five years, much faster than the average for all occupations. Play now to get hands-on experience building with Google Cloud's powerful coding and infrastructure management tools. Each lab teaches and tests your growing tech skills, and sets you on the path to your first Google Cloud credential.
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