Acerca de este Curso
4.3
1,741 calificaciones
289 revisiones
Programa Especializado
100 % en línea

100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.
Fechas límite flexibles

Fechas límite flexibles

Restablece las fechas límite en función de tus horarios.
Horas para completar

Aprox. 16 horas para completar

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

Inglés (English)

Subtítulos: Inglés (English)

Habilidades que obtendrás

Data ModelBig DataData ModelingData Management
Programa Especializado
100 % en línea

100 % en línea

Comienza de inmediato y aprende a tu propio ritmo.
Fechas límite flexibles

Fechas límite flexibles

Restablece las fechas límite en función de tus horarios.
Horas para completar

Aprox. 16 horas para completar

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

Inglés (English)

Subtítulos: Inglés (English)

Programa - Qué aprenderás en este curso

Semana
1
Horas para completar
3 horas para completar

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 videos (Total 63 minutos), 8 readings
Video14 videos
Why is this a New Course in the Big Data Specialization?41s
Summary of Introduction to Big Data (Part 1)5m
Summary of Introduction to Big Data (Part 2)5m
Summary of Introduction to Big Data (Part 3)5m
Big Data Management "Must-Ask Questions"1m
Data Ingestion4m
Data Storage3m
Data Quality2m
Data Operations3m
Data Scalability and Security2m
Energy Data Management Challenges at ConEd4m
Gaming Industry Data Management: Q&A with Apmetrix CTO Mark Caldwell7m
Flight Data Management at FlightStats: A Lecture by CTO Chad Berkley13m
Reading8 lecturas
Slides: Summary of Introduction to Big Data10m
Slides: Big Data Management10m
Reading on Storage Systems10m
Slides: Energy Data Management Challenges at ConEd10m
Slides: Flight Data Management at FlightStats10m
Downloading and Installing the Cloudera VM Instructions (Windows)10m
Downloading and Installing the Cloudera VM Instructions (Mac)10m
Instructions for Downloading Hands On Datasets10m
Semana
2
Horas para completar
3 horas para completar

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 videos (Total 52 minutos), 8 readings, 1 quiz
Video11 videos
Data Model Structures2m
Data Model Operations4m
Data Model Constraints4m
Introduction to CSV Data4m
What is a Relational Data Model?10m
What is a Semistructured Data Model?6m
Exploring the Relational Data Model of CSV Files4m
Exploring the Semistructured Data Model of JSON data3m
Exploring the Array Data Model of an Image3m
Exploring Sensor Data4m
Reading8 lecturas
Slides: What Is A Data Model?10m
Introduction to CSV Data10m
Slides: What Is A Relational Data Model?10m
Slides: What is a Semistructured Data Model?10m
Exploring the Relational Data Model of Comma Separated Values (CSV)10m
Exploring the Semistructured Data Model of JSON data10m
Exploring the Array Data Model of an Image10m
Exploring Sensor Data10m
Quiz1 ejercicio de práctica
Practical Quiz for Week 2 Hands-On Lectures18m
Semana
3
Horas para completar
2 horas para completar

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 videos (Total 31 minutos), 5 readings, 1 quiz
Video5 videos
Graph Data Model7m
Other Data Models4m
Exploring the Lucene Search Engine's Vector Data Model4m
Exploring Graph Data Models with Gephi3m
Reading5 lecturas
Slides: Vector Space Model10m
Slides: Graph Data Model10m
Slides: Other Data Models10m
Exploring Vector Data Models with Lucene10m
Exploring Graph Data Models with Gephi10m
Quiz1 ejercicio de práctica
Data Models Quiz18m
Semana
4
Horas para completar
2 horas para completar

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 videos (Total 29 minutos), 7 readings, 1 quiz
Video6 videos
What is a Data Stream?5m
Why is Streaming Data different?7m
Understanding Data Lakes5m
Exploring Streaming Sensor Data4m
Exploring Streaming Twitter Data (Optional)4m
Reading7 lecturas
Slides: Data Model vs. Data Format10m
Slides: What is a Data Stream?10m
Slides: Why is Streaming Data Different?10m
Slides: Understanding Data Lakes10m
Exploring Streaming Sensor Data10m
Instructions for Creating a Twitter App (Optional)10m
Exploring Streaming Twitter Data (Optional)10m
Quiz1 ejercicio de práctica
Data Formats and Streaming Data Quiz18m
4.3
289 revisionesChevron Right
Dirección de la carrera

48%

comenzó una nueva carrera después de completar estos cursos
Beneficio de la carrera

42%

consiguió un beneficio tangible en su carrera profesional gracias a este curso

Principales revisiones

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)

Instructores

Avatar

Ilkay Altintas

Chief Data Science Officer
San Diego Supercomputer Center
Avatar

Amarnath Gupta

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

Acerca de 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....

Acerca del programa especializado 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

Preguntas Frecuentes

  • Una vez que te inscribes para obtener un Certificado, tendrás acceso a todos los videos, cuestionarios y tareas de programación (si corresponde). Las tareas calificadas por compañeros solo pueden enviarse y revisarse una vez que haya comenzado tu sesión. Si eliges explorar el curso sin comprarlo, es posible que no puedas acceder a determinadas tareas.

  • Cuando te inscribes en un curso, obtienes acceso a todos los cursos que forman parte del Programa especializado y te darán un Certificado cuando completes el trabajo. Se añadirá tu Certificado electrónico a la página Logros. Desde allí, puedes imprimir tu Certificado o añadirlo a tu perfil de LinkedIn. Si solo quieres leer y visualizar el contenido del curso, puedes auditar el curso sin costo.

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