This course provides an introduction to programming frameworks and their implementation issues in the Cloud. It explains multiple topics, including: scalable distributed data stores, resource management (for supporting multi-tenancy and elasticity) and virtualization techniques. Optionally, the student will also be guided in the implementation of a basic version of the distributed runtime system for the Map-Reduce programming framework
Este curso forma parte de Programa Especializado - System Issues in Cloud Computing
ofrecido por
Programa Especializado - System Issues in Cloud ComputingInstituto de Tecnología de GeorgiaAcerca de este Curso
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Curso 2 de 4 en
Fechas límite flexibles
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Aprox. 6 horas para completar
Inglés (English)
Subtítulos: Francés (French), Portugués (europeo), Ruso (Russian), Inglés (English), Español (Spanish)
Certificado para compartir
Obtén un certificado al finalizar
100 % en línea
Comienza de inmediato y aprende a tu propio ritmo.
Curso 2 de 4 en
Fechas límite flexibles
Restablece las fechas límite en función de tus horarios.
Aprox. 6 horas para completar
Inglés (English)
Subtítulos: Francés (French), Portugués (europeo), Ruso (Russian), Inglés (English), Español (Spanish)
ofrecido por
Instituto de Tecnología de Georgia
The Georgia Institute of Technology is one of the nation's top research universities, distinguished by its commitment to improving the human condition through advanced science and technology.
Programa - Qué aprenderás en este curso
1 hora para completar
Distributed Programming Frameworks
Programming frameworks and their implementation issues in the Cloud
1 hora para completar
10 videos (Total 45 minutos), 2 lecturas, 1 cuestionario
10 videos
Setting the Stage4m
Map Reduce7m
Heavy Lifting by Map-Reduce Runtime4m
Issues to be handled by the Runtime2m
Dryad6m
Spark6m
Pig Latin, Hive and Apache Tez4m
Cloud System Software Wrap-Up30s
Workshop 1 - MapReduce in Azure6m
2 lecturas
Syllabus10m
Recommended Activity: Workshop 110m
1 ejercicio de práctica
System Software Architecture Quiz
2 horas para completar
Storage Systems for the Cloud
Scalable distributed data stores for organizing persistent data in Cloud applications
2 horas para completar
18 videos (Total 98 minutos), 1 lectura, 1 cuestionario
18 videos
Storage Systems for the Cloud12m
Amazon Dynamo4m
Amazon Dynamo - Design Principles4m
Amazon Dynamo - System Architecture1m
Amazon Dynamo - Design Details8m
Amazon Dynamo - Summary6m
Facebook Haystack2m
Facebook Haystack - NFS Based Design3m
Facebook Haystack Based Design9m
Facebook Haystack Summary2m
Google Bigtable6m
Google Bigtable Rows4m
Google Bigtable Columns, Timestamps and API6m
Facebook Cassandra1m
Google Spanner4m
Storage System for the Cloud Wrap-Up53s
Workshop 2 - Master node in MapReduce19m
1 lectura
Recommended Activity: Workshop 210m
1 ejercicio de práctica
Storage Systems for the Cloud Quiz
1 hora para completar
Resource Management
A description of resource management techniques employed in the Cloud for supporting multi-tenancy and elasticity
1 hora para completar
9 videos (Total 55 minutos), 1 lectura, 1 cuestionario
9 videos
Setting the Context and Terminologies7m
File Share Schedulers8m
Mesos10m
Hadoop YARN7m
Google Borg Resource Manager6m
Mercury6m
Resource Management for the Cloud Wrap-Up36s
Workshop 3 - MapReduce File System6m
1 lectura
Recommended Activity: Workshop 310m
1 ejercicio de práctica
Resource Management Quiz
1 hora para completar
Virtualization Technologies
A detailed description of virtualizing the different hardware components of a computer system including CPU, memory, and I/O devices
1 hora para completar
14 videos (Total 59 minutos), 1 lectura, 1 cuestionario
14 videos
Virtualization Technologies7m
Memory Virtualization3m
Ballooning4m
Sharing Memory across VMs6m
Memory Allocation Policies3m
CPU Virtualization6m
Device Virtualization1m
Control Transfer1m
Data Transfer3m
Containers5m
VM Migration7m
Virtualization Technologies Wrap-Up34s
Workshop 4 - Worker Task Execution6m
1 lectura
Recommended Activity: Workshop 410m
1 ejercicio de práctica
Virtualization Quiz
Acerca de Programa especializado: System Issues in Cloud Computing
This specialization is a four-course sequence of hands on project-intensive immersive courses aimed at computer professionals to give them an in-depth experience in developing different layers of a Cloud computing infrastructure including software defined networks, distributed runtime systems, application development, and network function virtualization. Each course (roughly 4-5 one hour videos) is organized as discussion of the technical details pertaining to that topic (from selected readings from research papers and other online resources). Each one-hour video is followed by a “hands-on workshop” assignment (roughly 2 hours of development work) which involves developing code and experimentation using a cloud platform of the concepts discussed in the one-hour video lecture.
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