Informações sobre o curso
4.3
1,691 classificações
280 avaliações
Programa de cursos integrados
100% online

100% online

Comece imediatamente e aprenda em seu próprio cronograma.
Prazos flexíveis

Prazos flexíveis

Redefinir os prazos de acordo com sua programação.
Horas para completar

Aprox. 16 horas para completar

Sugerido: 6 weeks of study, 2-3 hours/week...
Idiomas disponíveis

Inglês

Legendas: Inglês...

Habilidades que você terá

Data ModelBig DataData ModelingData Management
Programa de cursos integrados
100% online

100% online

Comece imediatamente e aprenda em seu próprio cronograma.
Prazos flexíveis

Prazos flexíveis

Redefinir os prazos de acordo com sua programação.
Horas para completar

Aprox. 16 horas para completar

Sugerido: 6 weeks of study, 2-3 hours/week...
Idiomas disponíveis

Inglês

Legendas: Inglês...

Programa - O que você aprenderá com este curso

Semana
1
Horas para completar
3 horas para concluir

Introduction to Big Data Modeling and Management

Welcome to this course on big data modeling and management. Modeling and managing data is a central focus of all big data projects. In these lessons we introduce you to the concepts behind big data modeling and management and set the stage for the remainder of the course. ...
Reading
14 vídeos (Total de 63 min), 8 leituras
Video14 videos
Why is this a New Course in the Big Data Specialization?min
Summary of Introduction to Big Data (Part 1)5min
Summary of Introduction to Big Data (Part 2)5min
Summary of Introduction to Big Data (Part 3)5min
Big Data Management "Must-Ask Questions"1min
Data Ingestion4min
Data Storage3min
Data Quality2min
Data Operations3min
Data Scalability and Security2min
Energy Data Management Challenges at ConEd4min
Gaming Industry Data Management: Q&A with Apmetrix CTO Mark Caldwell7min
Flight Data Management at FlightStats: A Lecture by CTO Chad Berkley13min
Reading8 leituras
Slides: Summary of Introduction to Big Data10min
Slides: Big Data Management10min
Reading on Storage Systems10min
Slides: Energy Data Management Challenges at ConEd10min
Slides: Flight Data Management at FlightStats10min
Downloading and Installing the Cloudera VM Instructions (Windows)10min
Downloading and Installing the Cloudera VM Instructions (Mac)10min
Instructions for Downloading Hands On Datasets10min
Semana
2
Horas para completar
3 horas para concluir

Big Data Modeling

Modeling big data depends on many factors including data structure, which operations may be performed on the data, and what constraints are placed on the models. In these lessons you will learn the details about big data modeling and you will gain the practical skills you will need for modeling your own big data projects....
Reading
11 vídeos (Total de 52 min), 8 leituras, 1 teste
Video11 videos
Data Model Structures2min
Data Model Operations4min
Data Model Constraints4min
Introduction to CSV Data4min
What is a Relational Data Model?10min
What is a Semistructured Data Model?6min
Exploring the Relational Data Model of CSV Files4min
Exploring the Semistructured Data Model of JSON data3min
Exploring the Array Data Model of an Image3min
Exploring Sensor Data4min
Reading8 leituras
Slides: What Is A Data Model?10min
Introduction to CSV Data10min
Slides: What Is A Relational Data Model?10min
Slides: What is a Semistructured Data Model?10min
Exploring the Relational Data Model of Comma Separated Values (CSV)10min
Exploring the Semistructured Data Model of JSON data10min
Exploring the Array Data Model of an Image10min
Exploring Sensor Data10min
Quiz1 exercício prático
Practical Quiz for Week 2 Hands-On Lectures18min
Semana
3
Horas para completar
2 horas para concluir

Big Data Modeling (Part 2)

These lessons continue to shed light on big data modeling with specific approaches including vector space models, graph data models, and more. ...
Reading
5 vídeos (Total de 31 min), 5 leituras, 1 teste
Video5 videos
Graph Data Model7min
Other Data Models4min
Exploring the Lucene Search Engine's Vector Data Model4min
Exploring Graph Data Models with Gephi3min
Reading5 leituras
Slides: Vector Space Model10min
Slides: Graph Data Model10min
Slides: Other Data Models10min
Exploring Vector Data Models with Lucene10min
Exploring Graph Data Models with Gephi10min
Quiz1 exercício prático
Data Models Quiz18min
Semana
4
Horas para completar
2 horas para concluir

Working With Data Models

Data models deal with many different types of data formats. Streaming data is becoming ubiquitous, and working with streaming data requires a different approach from working with static data. In these lessons you will gain practical hands-on experience working with different forms of streaming data including weather data and twitter feeds. ...
Reading
6 vídeos (Total de 29 min), 7 leituras, 1 teste
Video6 videos
What is a Data Stream?5min
Why is Streaming Data different?7min
Understanding Data Lakes5min
Exploring Streaming Sensor Data4min
Exploring Streaming Twitter Data (Optional)4min
Reading7 leituras
Slides: Data Model vs. Data Format10min
Slides: What is a Data Stream?10min
Slides: Why is Streaming Data Different?10min
Slides: Understanding Data Lakes10min
Exploring Streaming Sensor Data10min
Instructions for Creating a Twitter App (Optional)10min
Exploring Streaming Twitter Data (Optional)10min
Quiz1 exercício prático
Data Formats and Streaming Data Quiz18min
4.3
Direcionamento de carreira

48%

comecei uma nova carreira após concluir estes cursos
Benefício de carreira

83%

consegui um benefício significativo de carreira com este curso

Melhores avaliações

por MPOct 17th 2017

Good Explanations of Concepts and Nice Tests. I got a trilling experience in completing the peer Assignments with keen observation and Analyzing of Concepts learned.Thanq for your course very much.

por VGMar 28th 2017

Nice course to describe the traditional data modeling (RDBMS) as well as various semi-structured and un-structured data modeling and management of the systems (Batch and Streaming data processing)

Instrutores

Avatar

Ilkay Altintas

Chief Data Science Officer
San Diego Supercomputer Center
Avatar

Amarnath Gupta

Director, Advanced Query Processing Lab
San Diego Supercomputer Center (SDSC)

Sobre University of California San Diego

UC San Diego is an academic powerhouse and economic engine, recognized as one of the top 10 public universities by U.S. News and World Report. Innovation is central to who we are and what we do. Here, students learn that knowledge isn't just acquired in the classroom—life is their laboratory....

Sobre o Programa de cursos integrados Big Data

Drive better business decisions with an overview of how big data is organized, analyzed, and interpreted. Apply your insights to real-world problems and questions. ********* Do you need to understand big data and how it will impact your business? This Specialization is for you. You will gain an understanding of what insights big data can provide through hands-on experience with the tools and systems used by big data scientists and engineers. Previous programming experience is not required! You will be guided through the basics of using Hadoop with MapReduce, Spark, Pig and Hive. By following along with provided code, you will experience how one can perform predictive modeling and leverage graph analytics to model problems. This specialization will prepare you to ask the right questions about data, communicate effectively with data scientists, and do basic exploration of large, complex datasets. In the final Capstone Project, developed in partnership with data software company Splunk, you’ll apply the skills you learned to do basic analyses of big data....
Big Data

Perguntas Frequentes – FAQ

  • Ao se inscrever para um Certificado, você terá acesso a todos os vídeos, testes e tarefas de programação (se aplicável). Tarefas avaliadas pelos colegas apenas podem ser enviadas e avaliadas após o início da sessão. Caso escolha explorar o curso sem adquiri-lo, talvez você não consiga acessar certas tarefas.

  • Quando você se inscreve no curso, tem acesso a todos os cursos na Especialização e pode obter um certificado quando concluir o trabalho. Seu Certificado eletrônico será adicionado à sua página de Participações e você poderá imprimi-lo ou adicioná-lo ao seu perfil no LinkedIn. Se quiser apenas ler e assistir o conteúdo do curso, você poderá frequentá-lo como ouvinte sem custo.

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