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PEKALA HARSHA VARDHAN

Member since 2024

Gold League

53603 points
在 Google Cloud 打造生成式 AI 應用程式 Earned Jun 10, 2026 EDT
Production Machine Learning Systems Earned Mar 9, 2026 EDT
Build, Train and Deploy ML Models with Keras on Google Cloud Earned Feb 21, 2026 EST
Feature Engineering Earned Feb 18, 2026 EST
使用 BigQuery ML 為預測模型進行資料工程 Earned Jan 12, 2026 EST
運用 BigQuery ML 建立機器學習模型 Earned Jan 11, 2026 EST
Working with Notebooks in Vertex AI Earned Jan 5, 2026 EST
在 Google Cloud 為機器學習 API 準備資料 Earned Jan 4, 2026 EST
Google Cloud 的 AI 和機器學習服務簡介 Earned Dec 26, 2025 EST
Build a Certification Study Guide: PMLE Earned Aug 28, 2025 EDT
The Arcade Trivia December 2024 Week 2 Earned Dec 24, 2024 EST
The Arcade Trivia December 2024 Week 3 Earned Dec 23, 2024 EST
Arcade Snowdown Earned Dec 23, 2024 EST
The Arcade Trivia September 2024 Week 4 Earned Sep 26, 2024 EDT
以串流方式將分析資料傳入 BigQuery Earned Sep 26, 2024 EDT
DEPRECATED Build Google Cloud Infrastructure for Azure Professionals Earned Sep 26, 2024 EDT
使用 Eventarc 建構事件導向應用程式 Earned Sep 23, 2024 EDT
開始使用 Looker Earned Sep 23, 2024 EDT
使用 AppSheet 建構應用程式 Earned Sep 21, 2024 EDT
使用 Firebase 開發無伺服器應用程式 Earned Sep 20, 2024 EDT
Google Cloud Compute 基本操作 Earned Sep 19, 2024 EDT
使用 Cloud Vision API 分析圖片 Earned Sep 16, 2024 EDT
使用 Natural Language API 分析情緒 Earned Sep 15, 2024 EDT
監控及管理 Google Cloud 資源 Earned Sep 14, 2024 EDT
在 Google App Engine 上部署及管理應用程式 Earned Sep 13, 2024 EDT
使用預訓練 API 實現語音和語言解決方案 Earned Sep 13, 2024 EDT
實現事件驅動的即時訊息與自動化工作流 Earned Sep 12, 2024 EDT
使用 API Gateway 部署及保護無伺服器 API Earned Sep 12, 2024 EDT
在 Google Cloud 儲存、處理與管理資料 - 控制台 Earned Sep 11, 2024 EDT
Gemini 和 Imagen 實務應用：建構 AI 應用程式 Earned Sep 9, 2024 EDT
建構適用於 AWS 專家的 Google Cloud 基礎架構 Earned Sep 9, 2024 EDT
使用 Cloud Run functions 建構無伺服器應用程式 Earned Sep 5, 2024 EDT
使用 Dataplex 整理及管理資料 Earned Sep 3, 2024 EDT
建立 Google Cloud 網路 Earned Aug 28, 2024 EDT
在 Google Cloud 實作 DevOps 工作流程 Earned Aug 28, 2024 EDT
The Arcade Trivia August 2024 Week 4 Earned Aug 28, 2024 EDT
保護 Lakehouse 資料 Earned Aug 27, 2024 EDT
Google Cloud 監控工具 Earned Aug 26, 2024 EDT
使用 Google Cloud Speech API Earned Aug 26, 2024 EDT
管理 Google Cloud 中的 Kubernetes Earned Aug 26, 2024 EDT
The Arcade-athon Earned Aug 24, 2024 EDT
在 Google Cloud 設定應用程式開發環境 Earned Aug 24, 2024 EDT
在 Google Cloud 部署 Kubernetes 應用程式 Earned Aug 20, 2024 EDT
The Arcade Trivia August 2024 Week 3 Earned Aug 20, 2024 EDT
The Arcade Trivia August 2024 Week 2 Earned Aug 20, 2024 EDT
The Arcade Certification Zone August 2024 Earned Aug 20, 2024 EDT
Level 2: Machine Learning and AI Skills Earned Aug 16, 2024 EDT
Level 1: Application Development and Deployment Earned Aug 13, 2024 EDT
The Arcade Base Camp August 2024 Earned Aug 11, 2024 EDT
Level 3: Google Cloud Functions Earned Aug 8, 2024 EDT
The Arcade Trivia August 2024 Week 1 Earned Aug 6, 2024 EDT
Scaling with Google Cloud Operations Earned Aug 3, 2024 EDT
Trust and Security with Google Cloud Earned Aug 3, 2024 EDT
Modernize Infrastructure and Applications with Google Cloud Earned Aug 3, 2024 EDT
Innovating with Google Cloud Artificial Intelligence Earned Aug 3, 2024 EDT
Exploring Data Transformation with Google Cloud Earned Aug 2, 2024 EDT
Digital Transformation with Google Cloud Earned Aug 2, 2024 EDT

大型語言模型 (LLM) 誕生之後，生成式 AI 應用程式帶來的嶄新使用者體驗，可說是幾乎前所未有。身為應用程式開發人員，您要如何在 Google Cloud，運用生成式 AI 建立出色的互動式應用程式？ 本課程將帶您瞭解生成式 AI 應用程式，以及如何使用提示設計和檢索增強生成 (RAG)，透過 LLM 建構強大的應用程式。我們也會介紹可用於正式環境的生成式 AI 應用程式架構。您將建構採用 LLM 和 RAG 的對話應用程式。

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This course covers how to implement the various flavors of production ML systems— static, dynamic, and continuous training; static and dynamic inference; and batch and online processing. You delve into TensorFlow abstraction levels, the various options for doing distributed training, and how to write distributed training models with custom estimators. This is the second course of the Advanced Machine Learning on Google Cloud series. After completing this course, enroll in the Image Understanding with TensorFlow on Google Cloud course.

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This course covers building ML models with TensorFlow and Keras, improving the accuracy of ML models and writing ML models for scaled use.

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This course explores the benefits of using Vertex AI Feature Store, how to improve the accuracy of ML models, and how to find which data columns make the most useful features. This course also includes content and labs on feature engineering using BigQuery ML, Keras, and TensorFlow.

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完成使用 BigQuery ML 為預測模型進行資料工程技能徽章中階課程， 即可證明自己具備下列知識與技能：運用 Dataprep by Trifacta 建構連至 BigQuery 的資料轉換 pipeline； 使用 Cloud Storage、Dataflow 和 BigQuery 建構「擷取、轉換及載入」(ETL) 工作負載， 以及使用 BigQuery ML 建構機器學習模型。

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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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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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完成 在 Google Cloud 為機器學習 API 準備資料 技能徽章入門課程，即可證明您具備下列技能： 使用 Dataprep by Trifacta 清理資料、在 Dataflow 執行資料管道、在 Managed Service for Apache Spark 建立叢集和執行 Apache Spark 工作，以及呼叫機器學習 API，包含 Cloud Natural Language API、Google Cloud Speech-to-Text API 和 Video Intelligence API。

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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 NotebookLM to create a personalized study guide for the Professional Machine Learning Engineer certification exam (PMLE). You'll review NotebookLM features, create a notebook, and use the study guide to practice for a certification exam.

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Hey there! You're invited to game on with the Arcade Trivia for December Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the December Trivia Week 2 badge!

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Hey there! You're invited to game on with the Arcade Trivia for December Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the December Trivia Week 3 badge!

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Tis snowing challenges heavily in the Arcade! Join the Arcade Snowdown Challenge and earn your latest Google Cloud credential! Take on hands-on labs like Traffic Blocklisting, Redacting Sensitive Data, and Cloud Logging & Monitoring. Secure your cloud with Audit Logs, Alerts, and Service Monitoring. Don’t let the snow slow you down—protect your cloud and boost your skills today!

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

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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 Build Google Cloud Infrastructure for Azure Professionals course, where you learn how to configure IAM permission, orchestrate workloads using Kubernetes, host a web application using compute engine, and configure load balancing. 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「使用 Eventarc 建構事件導向應用程式」課程，即可獲得技能徽章。 在本課程中，您將使用 Eventarc 為不同資源 (包括 Pub/Sub 主題和 Cloud Storage bucket) 建立事件觸發條件。

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完成「開始使用 Looker」技能徽章課程，即可獲得技能徽章， 您將從中瞭解如何使用 Looker Studio 和 Looker 分析、呈現及整理資料。

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完成使用 AppSheet 建構應用程式課程，即可獲得技能徽章 ，瞭解如何使用 AppSheet 建構、設定及發布應用程式。

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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「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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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「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「監控及管理 Google Cloud 資源」技能徽章入門課程，即可證明您具備下列技能：授予及撤銷 IAM 權限； 安裝 Monitoring 和 Logging 代理程式；建立、部署及測試事件導向的 Cloud Run 函式。

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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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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「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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完成「使用 API Gateway 部署及保護無伺服器 API」課程，即可獲得技能徽章。 本課程將說明如何使用 API Gateway，透過全代管閘道部署、保護及管理 API。

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Cloud Storage、Cloud Functions 和 Cloud Pub/Sub 都是 Google Cloud Platform 服務， 可用於儲存、處理及管理資料。您可以整合運用這三種服務， 打造各式各樣的資料導向應用程式。在這個技能徽章課程中， 您將使用 Cloud Storage 儲存圖片、透過 Cloud Functions 處理， 並利用 Cloud Pub/Sub 將圖片傳送至其他應用程式。

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完成「Gemini 和 Imagen 實務應用：建構 AI 應用程式」技能徽章入門課程，即可證明您具備下列技能：圖片辨識、自然語言處理、 使用 Google 強大的 Gemini 和 Imagen 模型生成圖片，以及在 Vertex AI 平台上部署應用程式。

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完成 建構適用於 AWS 專家的 Google Cloud 基礎架構 課程即可獲得技能徽章。在這個課程，您將學會如何設定 IAM 權限、 使用 Kubernetes 自動調度管理工作負載、透過 Compute Engine 託管網頁應用程式， 以及設定負載平衡機制。

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完成「使用 Cloud Run functions 建構無伺服器應用程式」課程，即可獲得入門技能徽章。在這個課程，您將學會如何透過 Google Cloud 控制台和指令列，使用 Cloud Run functions。 技能徽章課程透過實作實驗室和挑戰評量，檢驗學員對於特定產品的實作知識。完成課程或直接進行挑戰實驗室， 即可取得徽章。徽章可證明您的專業能力、提升專業形象，開創更多職涯發展機會。前往個人資料頁面，追蹤您獲得的徽章。

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完成「使用 Dataplex 整理及管理資料」技能徽章入門課程，即可證明您具備下列技能：建立 Dataplex 資產、建立切面類型，以及將切面套用至 Dataplex 中的項目。 技能徽章課程透過實作實驗室和挑戰評量，檢驗學員對於特定產品的實作知識。 完成課程或直接進行挑戰實驗室，即可取得徽章。徽章可證明您的專業能力、提升專業形象，開創更多職涯發展機會。前往個人資料頁面，追蹤您獲得的徽章。

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完成 建立 Google Cloud 網路 課程即可獲得技能徽章。這個課程將說明 部署及監控應用程式的多種方法，包括查看 IAM 角色及新增/移除 專案存取權、建立虛擬私有雲網路、部署及監控 Compute Engine VM、編寫 SQL 查詢、在 Compute Engine 部署及監控 VM，以及 使用 Kubernetes 透過多種方法部署應用程式。

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

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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「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「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「管理 Google Cloud 中的 Kubernetes」技能徽章中階課程， 即可證明您具備下列技能：使用 kubectl 管理部署作業、 在 Google Kubernetes Engine (GKE) 監控應用程式與偵錯，以及運用技術持續推送軟體更新。

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Sports are captivating, intense, and fast-paced—and with the latest technology, they’re better than ever. Start your run in the Arcade-athon and earn an exclusive Google Cloud Credential by gaining hands-on experience with Google Cloud's powerful tools and techniques that are transforming your favorite sports!

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只要修完「在 Google Cloud 設定應用程式開發環境」課程，就能獲得技能徽章。 在本課程中，您將學會如何使用以下技術的基本功能，建構和連結以儲存空間為中心的雲端基礎架構：Cloud Storage、Identity and Access Management、Cloud Functions 和 Pub/Sub。

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完成 在 Google Cloud 部署 Kubernetes 應用程式 技能徽章中階課程，即可證明您具備下列技能： 設定及建構 Docker 容器映像檔、建立及管理 Google Kubernetes Engine (GKE) 叢集、運用 kubectl 有效 管理叢集，以及運用強大的持續推送軟體更新做法來部署 Kubernetes 應用程式。

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Hey there! You're invited to game on with the Arcade Trivia for August Week 3! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the August Trivia Week 3 badge!

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Hey there! You're invited to game on with the Arcade Trivia for August Week 2! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the August Trivia Week 2 badge!

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Google Cloud Certifications provide a tangible way for you to demonstrate your skills to potential or current employers. These certifications incorporate performance-based questions, testing your hands-on expertise through practical tasks. Begin your journey towards becoming a Google Certified Professional with the help of the Arcade Cert Zone. Be one of the first 20 people to complete the challenge and earn a 100% discount voucher for your next Google Cloud Digital Leader Examination. Welcome!

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From creating and optimizing ML models using BigQuery ML, deploying advanced chatbots with Dialogflow CX, to developing no-code chat apps using AppSheet, explore a series of challenges designed to enhance your Google Cloud skills and earn an exclusive Google Cloud Credential!

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Earn an exclusive Google Cloud Credential by gaining practical experience in app development and deployment on the Google Cloud Platform. Learn to build, manage, and scale applications while setting up development environments, storing data, and deploying apps. Perfect for you, even if you are new to the cloud!

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Welcome to Base Camp, where you’ll develop key Google Cloud skills (available in Spanish and Portuguese too!) and earn an exclusive credential that will open doors to the cloud for you. No prior experience is required!

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Earn an exclusive Google Cloud Credential by gaining hands-on experience with Google Cloud Functions. Learn to create and deploy serverless functions across various programming languages, including Node.js, .NET, PHP, Ruby, and Python. Ideal for everyone, even if you are new to the cloud!

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Hey there! You're invited to game on with the Arcade Trivia for August Week 1! Play throughout the month and boost your cloud learning journey. Every week, we'll release a new set of questions to test your knowledge of Google Cloud Platform. Get started now and earn the August Trivia Week 1 badge!

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Organizations of all sizes are embracing the power and flexibility of the cloud to transform how they operate. However, managing and scaling cloud resources effectively can be a complex task. This course explores the fundamental concepts of modern operations, reliability, and resilience in the cloud, and how Google Cloud can help support these efforts. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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As organizations move their data and applications to the cloud, they must address a rapidly evolving landscape of security challenges. This course explores the foundations of cloud security, the value of Google Cloud’s secure-by-design infrastructure, and the defense-in-depth strategy, while highlighting how AI-driven operations and compliance tools help organizations meet strict global regulatory requirements. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Many traditional enterprises use legacy systems and apps that can't stay up-to-date with modern customer expectations. Business leaders often have to choose between maintaining their aging IT systems and investing in new products and services. This course explores these challenges and offers solutions to overcome them by using cloud technology. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Artificial intelligence (AI) and machine learning (ML) represent an important evolution in information technologies that are quickly transforming a wide range of industries. Innovating with Google Cloud Artificial Intelligence explores how organizations can use AI and ML to transform their business processes. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Cloud technology is a powerful asset, and when paired with data, it becomes a catalyst for innovation and enhanced customer experiences. Exploring Data Transformation with Google Cloud examines how organizations can leverage the cloud to make their data more accessible, actionable, and valuable. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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Digital transformation is a critical journey for modern organizations, and establishing a strong baseline in cloud computing is the first step toward driving meaningful innovation. Digital Transformation with Google Cloud introduces the core technologies and strategic frameworks that help organizations modernize their operations. This course explores fundamental cloud concepts, global network infrastructure, and the shared responsibility model to help leaders navigate their path to the cloud with confidence. As part of the Cloud Digital Leader learning path, this course aims to help individuals grow in their role and build the future of their business.

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