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Data Storage and Queries · LearnSpace
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courseraIT и технологии

Data Storage and Queries

Курс от DeepLearning.AI, Amazon Web Services
Средний≈ 22.4 чАнглийский
О курсеНавыкиПрограммаПреподаватели

О курсе

In this course, you will learn about the raw ingredients and processes that are used to physically store data on disk and in memory. You’ll explore different storage systems, including object, block, and file storage, as well as databases, that are built on top of these raw ingredients. You’ll also get a chance to use the Cypher language to query a Neo4j graph database, and perform vector similarity search, a key feature behind generative AI and large language models. You will explore the evolution of data storage abstractions, from data warehouses, to data lakes, and data lakehouses, while comparing the advantages and drawbacks of each architectural paradigm. With hands-on practice, you will design a simple data lake using Amazon Glue, and build a data lakehouse using AWS LakeFormation and Apache Iceberg. In the last week of this course, you’ll see how queries work behind the scenes, practice writing more advanced SQL queries, compare the query performance in row vs column-oriented storage, and perform streaming queries using Apache Flink.

Навыки, которые вы освоите

Vector DatabasesData StorageQuery LanguagesData Storage TechnologiesAmazon Web ServicesData WarehousingCloud StorageData LakesSQLData ArchitecturePerformance TuningData StoreDatabasesFile SystemsDatabase Systems

Программа курса

3 модулей · 75 учебных материалов

01Storage Ingredients and Storage Systems31 материалов

Data Storage Deep Dive

Welcome to Course 3ВидеоProgram SyllabusЧтениеCourse 3 OverviewВидеоStorage Raw Ingredients- Physical Components of Data StorageВидео

Учитесь у экспертов

Joe Reis

Author, Data Engineer, "Recovering Data Scientist"

Morgan Willis

Principal Cloud Technologist

Data Storage and Queries
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Обучение откроется на Coursera
в новой вкладке

Обучение на Coursera

≈ 22.4 ч

3 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
Storage Raw Ingredients - Processes Required for Data StorageВидео
[Optional] Compression AlgorithmsЧтение
Cloud Storage Options: Block, Object and File storageВидео
Storage Tiers - Hot, Warm, & Cold DataВидео
Distributed Storage SystemsВидео
[Optional] Database Partitioning/Sharding MethodsЧтение
Lab Walkthrough - Comparing Cloud Storage OptionsВидео
[IMPORTANT] Guidelines before you start the labs in this courseЧтение
[Optional] FAQ VS Code Lab EnvironmentЧтение
Practice Lab: Comparing Cloud Data Storage OptionsЛабораторная
Join the DeepLearning.AI Forum to ask questions, get support, or share amazing ideas!Чтение

Storage in Databases

How Databases Store DataВидеоRow vs Column StorageВидео[Optional] The Parquet FormatЧтение[Optional] Wide-Column DatabasesЧтениеGraph DatabasesВидеоVector DatabasesВидео[Optional] ANN Algorithm: Hierarchical Navigable Small World (HNSW)ЧтениеNeo4j and Cypher Query Language (Part 1)ВидеоNeo4j and Cypher Query Language (Part 2)Видео[Optional] - Links to Data and Cypher InstructionsЧтениеAssignment 1: Graph Databases and Vector Search with Neo4jПрограммирование[Optional] - Conversation with Juan SequedaВидео

Lecture Notes (Optional)

Lecture Notes W1Чтение

Quiz

Week 1 QuizЗадание

Summary & Resources

Week 1 SummaryВидеоWeek 1 ResourcesЧтение
02Storage Abstractions21 материалов

Data Warehouses & Data Lakes

Week 2 OverviewВидео[Optional] Conversation with Bill InmonВидеоData Warehouse - Key Architectural IdeasВидео Modern Cloud Data WarehousesВидеоData Lakes - Key Architectural IdeasВидеоNext-Generation Data Lakes ВидеоLab Walkthrough - Simple Data Lake with AWS Glue (Part 1)ВидеоLab Walkthrough - Simple Data Lake with AWS Glue (Part 2)ВидеоLab Walkthrough - Simple Data Lake with AWS Glue (Part 3 - Optional)ВидеоPractice Lab: Simple Data Lake with AWS GlueЛабораторная

Data Lakehouses

The Data Lakehouse ArchitectureВидеоDate Lakehouse ImplementationВидеоLakehouse Architecture on AWSВидеоImplementing a Lakehouse on AWSВидеоLab Walkthrough - Building a Data Lakehouse with AWS Lake Formation and Apache Iceberg (Part 1)ВидеоLab Walkthrough - Building a Data Lakehouse with AWS Lake Formation and Apache Iceberg (Part 2)Видео

Lecture Notes (Optional)

Lecture Notes W2Чтение

Quiz

Week 2 QuizЗадание

Summary & Resources

Week 2 SummaryВидеоWeek 2 ResourcesЧтение
03Queries23 материалов

Batch Queries

Week 3 OverviewВидеоThe Life of a QueryВидеоAdvanced SQL Queries (Part 1)ВидеоAdvanced SQL Queries (Part 2)ВидеоAssignment 3: Advanced SQL QueriesПрограммированиеIndex Deep Dive Видео[Optional] - Additional Index ExamplesЧтениеRetrieving Only the Data You NeedВидеоThe Join StatementВидеоAggregate Queries ВидеоAmazon Redshift Cloud Data WarehouseВидеоLab Walkthrough - Comparing the Query Performance Between Row and Columnar StorageВидеоPractice Lab 1: Comparing the Query Performance Between Row-Oriented and Column-Oriented DatabasesЛабораторнаяAdditional Query StrategiesВидео

Streaming Queries

Queries on Streaming data ВидеоDeploying an Application with Amazon Managed Service for Apache FlinkВидеоDeploying a Studio Notebook with Amazon Managed Service for Apache FlinkВидеоPractice Lab 2: Streaming Queries with Apache FlinkЛабораторная

Lecture Notes (Optional)

Lecture Notes W3Чтение

Quiz

Week 3 QuizЗадание

Summary, Resources, & Acknowledgements

Course 3 SummaryВидеоWeek 3 ResourcesЧтениеAcknowledgmentsЧтение
Assignment 2: Building a Data Lakehouse with AWS Lake Formation and Apache IcebergПрограммирование