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Introduction to Data Engineering · LearnSpace
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courseraIT и технологии

Introduction to Data Engineering

Курс от DeepLearning.AI, Amazon Web Services
Средний≈ 17.6 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you will be introduced to the data engineering lifecycle, from data generation in source systems, to ingestion, transformation, storage, and serving data to downstream stakeholders. You’ll study the key undercurrents that affect all stages of the lifecycle, and start developing a framework for how to think like a data engineer. To gain hands-on practice, you’ll gather stakeholder needs, translate those needs into system requirements, and choose tools and technologies to build systems that provide business value. By the end of this course you’ll be spinning up batch and streaming data pipelines to serve product recommendations on the AWS cloud!

Навыки, которые вы освоите

Amazon Web ServicesData PipelinesRequirements AnalysisSystem RequirementsData ProcessingData ArchitectureEnterprise ArchitectureData TransformationRequirements ElicitationData InfrastructureCloud ComputingScalabilityPerformance Tuning

Программа курса

4 модулей · 107 учебных материалов

01Introduction to Data Engineering30 материалов

Introduction to Data Engineering

Welcome to Data EngineeringВидеоProgram SyllabusЧтениеAcknowledgmentsЧтениеCourse 1 Overview Видео

Учитесь у экспертов

Joe Reis

Author, Data Engineer, "Recovering Data Scientist"

Morgan Willis

Principal Cloud Technologist

Introduction to Data Engineering
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Обучение на Coursera

≈ 17.6 ч

4 модулей

Язык: Английский

Субтитры: Арабский, Французский, Узбекский, Китайский (Китай), Итальянский, Бразильский португальский, Вьетнамский, Корейский, Немецкий, Пушту, Русский, Индонезийский, Испанский, Дари, Хинди, Японский, Казахский

Часть программы вашего университета
Data Engineering DefinedВидео
[Optional] A Brief History of Data Engineering Видео
The Data Engineer Among Other StakeholdersВидео
[Optional] Business ValueВидео
System RequirementsВидео
[Optional] Conversation with Sol RashidiВидео
[Optional] Conversation with Jordan MorrowВидео
Requirements Gathering ConversationВидео
Translate Stakeholder Needs into Specific RequirementsВидео
Thinking Like a Data EngineerВидео
Join the DeepLearning.AI Forum to ask questions, get support, or share amazing ideas!Чтение

Data Engineering on the Cloud

Data Engineering on the CloudВидеоMeet Morgan WillisВидеоIntro to the AWS CloudВидеоAWS Regions and Availability ZonesЧтениеIntro to AWS Core ServicesВидеоCompute - Amazon Elastic Compute Cloud (EC2)ЧтениеNetworking - Virtual Private Cloud (VPC) & SubnetsЧтениеSecurity - AWS Shared Responsibility ModelЧтение[Optional] Creating an AWS AccountЧтениеWalkthrough of the AWS Management ConsoleВидео

Lecture Notes (Optional)

Lecture Notes W1Чтение

Quiz

Week 1 QuizЗадание

Summary & Resources

Week 1 SummaryВидеоWeek 1 ResourcesЧтениеIntake SurveyВнешний инструмент
02The Data Engineering Lifecycle and Undercurrents25 материалов

The Data Engineering Lifecycle

Week 2 OverviewВидеоData Generation in Source SystemsВидеоIngestionВидеоStorageВидеоQueries, Modeling, and TransformationВидеоServing DataВидео

The Undercurrents of the Data Engineering Lifecycle

Introduction to the UndercurrentsВидеоSecurityВидеоData ManagementВидеоData ArchitectureВидеоDataOpsВидеоOrchestrationВидеоSoftware EngineeringВидео

Practical Examples on AWS

Lesson IntroВидеоThe Data Engineering Lifecycle on AWSВидеоThe Undercurrents on AWSВидео[IMPORTANT] Guidelines before you start the labs in this courseЧтениеLab Walkthrough - Introduction to the LabВидеоLab Walkthrough - Setting up the LabВидео

Lecture Notes (Optional)

Lecture Notes W2Чтение

Quiz

Week 2 QuizЗадание

Summary & Resources

Week 2 SummaryВидеоWeek 2 ResourcesЧтение
03Data Architecture26 материалов

Data Architecture

Week 3 OverviewВидеоWhat is Data Architecture?Видео[Optional] Conway's LawВидеоPrinciples of Good Data ArchitectureВидеоAlways ArchitectingВидеоWhen your Systems FailВидеоBatch ArchitecturesВидеоStreaming ArchitecturesВидеоArchitecting for ComplianceВидео

Choosing the Right Technologies

Choosing Tools and TechnologiesВидеоLocationВидеоMonolith vs Modular SystemsВидеоCost Optimization and Business ValueВидеоBuild vs BuyВидеоServer, Container, and Serverless Compute OptionsВидео

Investigating Your Architecture on AWS

Intro to the AWS Well-Architected FrameworkВидеоThe AWS Well-Architected FrameworkВидеоLab Walkthrough - Introduction to the LabВидеоLab Walkthrough - Monitoring the Web AppВидеоLab Walkthrough - Applying the Principles of Good Data ArchitectureВидеоAssignment 2: Good Data ArchitectureПрограммирование

Lecture Notes (Optional)

Lecture Notes W3Чтение

Quiz

Week 3 QuizЗадание

Summary & Resources

Week 3 SummaryВидеоWeek 3 ResourcesЧтение
04Translating Requirements to Architecture26 материалов

Stakeholder Management & Gathering Requirements

Week 4 OverviewВидеоRequirementsВидеоConversation with Matt HousleyВидеоConversation with the CTOВидеоConversation with MarketingВидеоBreaking Down the Conversation with MarketingВидеоConversation with the Software EngineerВидеоDocumenting Nonfunctional RequirementsВидеоRequirements Gathering SummaryВидео

Translating Requirements to Architecture

Requirements Gathering ExerciseВидеоFollow-up Conversation with the Data ScientistВидеоTranscript of the Conversation with the Data ScientistЧтениеConversation Take-AwaysЧтение[Optional] Details of the Recommender SystemЧтениеReflection: Extracting Functional & Nonfunctional RequirementsЗадание

Lecture Notes (Optional)

Lecture Notes W4Чтение

Quiz

Week 4 QuizЗадание

Summary

Course 1 SummaryВидео
Lab Walkthrough - Preview of the Lab ContentВидео
Assignment 1: An Example of the Data Engineering LifecycleПрограммирование
How the Undercurrents Impact Your DecisionsВидео
AWS Services for Batch PipelinesВидео
AWS Services for Streaming PipelinesВидео
AWS Services to Meet Your RequirementsЧтение
Choosing Tools and Technologies for Your Data PipelinesЗадание
Lab Walkthrough - Implementing the Batch PipelineВидео
Lab walkthrough - Setting up the Vector DatabaseВидео
Lab walkthrough - Implementing the Streaming PipelineВидео
Assignment 3: Building End-to-End Batch and Streaming Data Pipelines Based on Stakeholder RequirementsПрограммирование