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Auto-scaling web applications in clouds: A taxonomy and survey
Web application providers have been migrating their applications to cloud data centers,
attracted by the emerging cloud computing paradigm. One of the appealing features of the …
attracted by the emerging cloud computing paradigm. One of the appealing features of the …
{MArk}: Exploiting cloud services for {Cost-Effective},{SLO-Aware} machine learning inference serving
The advances of Machine Learning (ML) have sparked a growing demand of ML-as-a-
Service: developers train ML models and publish them in the cloud as online services to …
Service: developers train ML models and publish them in the cloud as online services to …
Bamboo: Making preemptible instances resilient for affordable training of large {DNNs}
DNN models across many domains continue to grow in size, resulting in high resource
requirements for effective training, and unpalatable (and often unaffordable) costs for …
requirements for effective training, and unpalatable (and often unaffordable) costs for …
Cloud brokerage: A systematic survey
Background—The proliferation of cloud services has opened a space for cloud brokerage
services. Brokers intermediate between cloud customers and providers to assist the …
services. Brokers intermediate between cloud customers and providers to assist the …
Cocktail: A multidimensional optimization for model serving in cloud
With a growing demand for adopting ML models for a variety of application services, it is vital
that the frameworks serving these models are capable of delivering highly accurate …
that the frameworks serving these models are capable of delivering highly accurate …
Deadline-constrained cost optimization approaches for workflow scheduling in clouds
Nowadays it is becoming more and more attractive to execute workflow applications in the
cloud because it enables workflow applications to use computing resources on demand …
cloud because it enables workflow applications to use computing resources on demand …
MOELS: Multiobjective evolutionary list scheduling for cloud workflows
Cloud computing has nowadays become a dominant technology to reduce the computation
cost by elastically providing resources to users on a pay-per-use basis. More and more …
cost by elastically providing resources to users on a pay-per-use basis. More and more …
Fifer: Tackling resource underutilization in the serverless era
Datacenters are witnessing a rapid surge in the adoption of serverless functions for
microservices-based applications. A vast majority of these microservices typically span less …
microservices-based applications. A vast majority of these microservices typically span less …
{InfiniCache}: exploiting ephemeral serverless functions to build a {cost-effective} memory cache
Internet-scale web applications are becoming increasingly storage-intensive and rely
heavily on in-memory object caching to attain required I/O performance. We argue that the …
heavily on in-memory object caching to attain required I/O performance. We argue that the …
Enabling sustainable clouds: The case for virtualizing the energy system
Cloud platforms' growing energy demand and carbon emissions are raising concern about
their environmental sustainability. The current approach to enabling sustainable clouds …
their environmental sustainability. The current approach to enabling sustainable clouds …