Serverless on machine learning: A systematic mapping study

A Barrak, F Petrillo, F Jaafar - IEEE Access, 2022 - ieeexplore.ieee.org
Machine Learning Operations (MLOps) is an approach to managing the entire lifecycle of a
machine learning model. It has evolved over the last years and has started attracting many …

Auto-scaling mechanisms in serverless computing: A comprehensive review

M Tari, M Ghobaei-Arani, J Pouramini… - Computer Science …, 2024 - Elsevier
The auto-scaling feature is fundamental to serverless computing, and it automatically allows
applications to scale as needed. Hence, this allows applications to be configured to adapt to …

Kubernetes distributions for the edge: serverless performance evaluation

V Kjorveziroski, S Filiposka - The Journal of Supercomputing, 2022 - Springer
Serverless computing, especially when deployed at the edge of the network, is seen as an
enabling technology for the future development of more complex Internet of Things systems …

Analyzing tail latency in serverless clouds with stellar

D Ustiugov, T Amariucai, B Grot - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Serverless computing has seen rapid adoption because of its instant scalability, flexible
billing model, and economies of scale. In serverless, developers structure their applications …

WebAssembly as an enabler for next generation serverless computing

V Kjorveziroski, S Filiposka - Journal of Grid Computing, 2023 - Springer
WebAssembly is a new binary instruction format and runtime environment capable of
executing both client side and server side workloads. With its numerous advantages …

Event-driven serverless pipelines for video coding and quality metrics

W Moina-Rivera, M Garcia-Pineda, JM Claver… - Journal of Grid …, 2023 - Springer
Nowadays, the majority of Internet traffic is multimedia content. Video streaming services are
in high demand by end users and use HTTP Adaptive Streaming (HAS) as transmission …

Benchfaas: Benchmarking serverless functions in an edge computing network testbed

F Carpio, M Michalke, A Jukan - IEEE Network, 2022 - ieeexplore.ieee.org
The serverless computing model has evolved as one of the key solutions in the cloud for fast
autoscaling and capacity planning. In edge computing environments, however, the …

Serverless computing approach for deploying machine learning applications in edge layer

TP Bac, MN Tran, YH Kim - 2022 International Conference on …, 2022 - ieeexplore.ieee.org
Serverless computing-a stateless cloud computing model, is an emerging solution that has
shown significant benefits to efficiency and cost for event-driven applications in the cloud …

Efficiency in the serverless cloud paradigm: A survey on the reusing and approximation aspects

C Denninnart, T Chanikaphon… - Software: Practice and …, 2023 - Wiley Online Library
Serverless computing along with Function‐as‐a‐Service (FaaS) is forming a new computing
paradigm that is anticipated to found the next generation of cloud systems. The popularity of …

Workflow aware analytical model to predict performance and cost of serverless execution

A Kumari, B Sahoo, RK Behera - … and Computation: Practice …, 2023 - Wiley Online Library
Serverless computing has emerged as a powerful deployment model based on the Function‐
as‐a‐Service (FaaS) paradigm, where applications are orchestrated through a set of …