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 faz parte do Programa de cursos integrados System Issues in Cloud Computing
oferecido por
Programa de cursos integrados System Issues in Cloud ComputingInstituto de Tecnologia da GeórgiaInstituto de Tecnologia da GeórgiaInformações sobre o curso
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Certificados compartilháveis
Tenha o certificado após a conclusão
100% on-line
Comece imediatamente e aprenda em seu próprio cronograma.
Prazos flexíveis
Redefinir os prazos de acordo com sua programação.
Aprox. 6 horas para completar
Inglês
Legendas: Inglês
Certificados compartilháveis
Tenha o certificado após a conclusão
100% on-line
Comece imediatamente e aprenda em seu próprio cronograma.
Prazos flexíveis
Redefinir os prazos de acordo com sua programação.
Aprox. 6 horas para completar
Inglês
Legendas: Inglês
oferecido por
Instituto de Tecnologia da GeórgiaInstituto de Tecnologia da Geórgia
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 - O que você aprenderá com este curso
1 hora para concluir
Distributed Programming Frameworks
Programming frameworks and their implementation issues in the Cloud
1 hora para concluir
10 vídeos (Total 45 mín.), 2 leituras, 1 teste
10 videos
Setting the Stage4min
Map Reduce7min
Heavy Lifting by Map-Reduce Runtime4min
Issues to be handled by the Runtime2min
Dryad6min
Spark6min
Pig Latin, Hive and Apache Tez4min
Cloud System Software Wrap-Up30s
Workshop 1 - MapReduce in Azure6min
2 leituras
Syllabus10min
Recommended Activity: Workshop 110min
1 exercício prático
System Software Architecture Quiz
2 horas para concluir
Storage Systems for the Cloud
Scalable distributed data stores for organizing persistent data in Cloud applications
2 horas para concluir
18 vídeos (Total 98 mín.), 1 leitura, 1 teste
18 videos
Storage Systems for the Cloud12min
Amazon Dynamo4min
Amazon Dynamo - Design Principles4min
Amazon Dynamo - System Architecture1min
Amazon Dynamo - Design Details8min
Amazon Dynamo - Summary6min
Facebook Haystack2min
Facebook Haystack - NFS Based Design3min
Facebook Haystack Based Design9min
Facebook Haystack Summary2min
Google Bigtable6min
Google Bigtable Rows4min
Google Bigtable Columns, Timestamps and API6min
Facebook Cassandra1min
Google Spanner4min
Storage System for the Cloud Wrap-Up53s
Workshop 2 - Master node in MapReduce19min
1 leituras
Recommended Activity: Workshop 210min
1 exercício prático
Storage Systems for the Cloud Quiz
1 hora para concluir
Resource Management
A description of resource management techniques employed in the Cloud for supporting multi-tenancy and elasticity
1 hora para concluir
9 vídeos (Total 55 mín.), 1 leitura, 1 teste
9 videos
Setting the Context and Terminologies7min
File Share Schedulers8min
Mesos10min
Hadoop YARN7min
Google Borg Resource Manager6min
Mercury6min
Resource Management for the Cloud Wrap-Up36s
Workshop 3 - MapReduce File System6min
1 leituras
Recommended Activity: Workshop 310min
1 exercício prático
Resource Management Quiz
1 hora para concluir
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 concluir
14 vídeos (Total 59 mín.), 1 leitura, 1 teste
14 videos
Virtualization Technologies7min
Memory Virtualization3min
Ballooning4min
Sharing Memory across VMs6min
Memory Allocation Policies3min
CPU Virtualization6min
Device Virtualization1min
Control Transfer1min
Data Transfer3min
Containers5min
VM Migration7min
Virtualization Technologies Wrap-Up34s
Workshop 4 - Worker Task Execution6min
1 leituras
Recommended Activity: Workshop 410min
1 exercício prático
Virtualization Quiz
Sobre Programa de cursos integrados 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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