Serverless computing for Internet of Things: A systematic literature review

GAS Cassel, VF Rodrigues, R da Rosa Righi… - Future Generation …, 2022 - Elsevier
Serverless computing, or Function as a Service (FaaS), represents a research trend where
applications are built and deployed as a group of stateless functions. Although initially …

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 …

Towards CRISP-ML (Q): a machine learning process model with quality assurance methodology

S Studer, TB Bui, C Drescher, A Hanuschkin… - Machine learning and …, 2021 - mdpi.com
Machine learning is an established and frequently used technique in industry and
academia, but a standard process model to improve success and efficiency of machine …

Serverless workflows for containerised applications in the cloud continuum

S Risco, G Moltó, DM Naranjo, I Blanquer - Journal of Grid Computing, 2021 - Springer
This paper introduces an open-source platform to support serverless computing for scientific
data-processing workflow-based applications across the Cloud continuum (ie …

ML-FaaS: Toward Exploiting the Serverless Paradigm to Facilitate Machine Learning Functions as a Service

E Paraskevoulakou, D Kyriazis - IEEE Transactions on Network …, 2023 - ieeexplore.ieee.org
Serverless computing has emerged as a revolutionary model that enables the deployment of
applications and services by raising the level of abstraction from the underline resources. Its …

Iot serverless computing at the edge: A systematic mapping review

V Kjorveziroski, S Filiposka, V Trajkovik - Computers, 2021 - mdpi.com
Serverless computing is a new concept allowing developers to focus on the core
functionality of their code, while abstracting away the underlying infrastructure. Even though …

IoT serverless computing at the edge: Open issues and research direction

V Kjorveziroski, C Bernad Canto… - … on Networks and …, 2021 - repository.ukim.mk
Novel computing paradigms aim to enable better hardware utilization, allowing a greater
number of applications to be executed on the same physical resources. Serverless …

Enabling serverless deployment of large-scale ai workloads

A Christidis, S Moschoyiannis, CH Hsu… - IEEE Access, 2020 - ieeexplore.ieee.org
We propose a set of optimization techniques for transforming a generic AI codebase so that
it can be successfully deployed to a restricted serverless environment, without compromising …

A serverless gateway for event‐driven machine learning inference in multiple clouds

DM Naranjo, S Risco, G Moltó… - … Practice and Experience, 2023 - Wiley Online Library
Serverless computing and, in particular, the functions as a service model has become a
convincing paradigm for the development and implementation of highly scalable …

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 …