Edge‐adaptable serverless acceleration for machine learning Internet of Things applications

M Zhang, C Krintz, R Wolski - Software: Practice and …, 2021 - Wiley Online Library
Serverless computing is an emerging event‐driven programming model that accelerates the
development and deployment of scalable web services on cloud computing systems …

Stoic: Serverless teleoperable hybrid cloud for machine learning applications on edge device

M Zhang, C Krintz, R Wolski - 2020 IEEE International …, 2020 - ieeexplore.ieee.org
Serverless computing is a promising new event-driven programming model that was
designed by cloud vendors to expedite the development and deployment of scalable web …

Lass: Running latency sensitive serverless computations at the edge

B Wang, A Ali-Eldin, P Shenoy - … of the 30th international symposium on …, 2021 - dl.acm.org
Serverless computing has emerged as a new paradigm for running short-lived computations
in the cloud. Due to its ability to handle IoT workloads, there has been considerable interest …

Batch: Machine learning inference serving on serverless platforms with adaptive batching

A Ali, R Pinciroli, F Yan, E Smirni - … International Conference for …, 2020 - ieeexplore.ieee.org
Serverless computing is a new pay-per-use cloud service paradigm that automates resource
scaling for stateless functions and can potentially facilitate bursty machine learning serving …

An evaluation of open source serverless computing frameworks support at the edge

A Palade, A Kazmi, S Clarke - 2019 IEEE World Congress on …, 2019 - ieeexplore.ieee.org
The proliferation of Internet of Things (IoT) and the success of resource-rich cloud services
have pushed the data processing horizon towards the edge of the network. This has the …

Faas and curious: Performance implications of serverless functions on edge computing platforms

A Tzenetopoulos, E Apostolakis, A Tzomaka… - … Computing: ISC High …, 2021 - Springer
Serverless is an emerging paradigm that greatly simplifies the usage of cloud resources
providing unprecedented auto-scaling, simplicity, and cost-efficiency features. Thus, more …

Performance evaluation of serverless edge computing for machine learning applications

QL Trieu, B Javadi, J Basilakis… - 2022 IEEE/ACM 15th …, 2022 - ieeexplore.ieee.org
Next generation technologies such as smart health-care, self-driving cars, and smart cities
require new approaches to deal with the network traffic generated by the Internet of Things …

Serving distributed inference deep learning models in serverless computing

K Mahajan, R Desai - 2022 IEEE 15th International Conference …, 2022 - ieeexplore.ieee.org
Serverless computing (SC) in an attractive win-win paradigm for cloud providers and
customers, simultaneously providing greater flexibility and control over resource utilization …

Towards a proactive lightweight serverless edge cloud for Internet-of-Things applications

IC Wang, S Qi, E Liri… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Edge cloud solutions that bring the cloud closer to the sensors can be very useful to meet
the low latency requirements of many Internet-of-Things (IoT) applications. However, IoT …

[PDF][PDF] Towards deviceless edge computing: Challenges, design aspects, and models for serverless paradigm at the edge

S Nastic, S Dustdar - The Essence of Software Engineering, 2018 - library.oapen.org
Recently, Cloud Computing, Edge Computing, and the Internet of Things (IoT) have been
converging ever stronger, sparking creation of very large-scale, geographically distributed …