Edge MLOps framework for AIoT applications

E Raj - 2020 - theseus.fi
Recent years witnessed a boom in IoT devices resulting in big data and demand for low
latency communication giving rise to a demand for 5G Networks. This shift in the …

Edge Artificial Intelligence for Internet of Things Devices: Open Challenges

V Alvear-Puertas, PD Rosero-Montalvo… - … , Tech Ethics and …, 2023 - Springer
The advent of the Internet of Things (IoT) has witnessed a rapid proliferation of
interconnected devices capable of sensing, collecting, and exchanging vast amounts of …

[PDF][PDF] Edge-to-Cloud Intelligence: Enhancing IoT Devices with Machine Learning and Cloud Computing

S Kanungo - International Peer-Reviewed Journal, 2019 - irejournals.com
The rapid growth of the Internet of Things (IoT) has exponentially increased the number of
connected devices that generate large amounts of data. Leveraging advanced technologies …

Edge mlops: An automation framework for aiot applications

E Raj, D Buffoni, M Westerlund… - 2021 IEEE International …, 2021 - ieeexplore.ieee.org
Artificial Intelligence of Things (AIoT) is the combination of artificial intelligence (AI)
technologies with the Internet of Things (IoT) infrastructure to achieve more efficient IoT …

A survey of recent advances in edge-computing-powered artificial intelligence of things

Z Chang, S Liu, X Xiong, Z Cai… - IEEE Internet of Things …, 2021 - ieeexplore.ieee.org
The Internet of Things (IoT) has created a ubiquitously connected world powered by a
multitude of wired and wireless sensors generating a variety of heterogeneous data over …

Integration of MLOps with IoT edge

S Dias - 2023 - oulurepo.oulu.fi
Edge Computing and Machine Learning have become increasingly vital in today's digital
landscape. Edge computing brings computational power closer to the data source enabling …

Edge artificial intelligence for big data: a systematic review

A Hemmati, P Raoufi, AM Rahmani - Neural Computing and Applications, 2024 - Springer
Edge computing, artificial intelligence (AI), and machine learning (ML) concepts have
become increasingly prevalent in Internet of Things (IoT) applications. As the number of IoT …

Machine Learning Empowerment for IoT Edge Devices: Enhancing Intelligence at the Network's Edge

H Yadav - International Meridian Journal, 2024 - meridianjournal.in
As the Internet of Things (IoT) continues to burgeon, the demand for intelligent processing at
the network's edge becomes increasingly imperative. This research paper delves into the …

Combining Machine Learning and Edge Computing: Opportunities, Challenges, Platforms, Frameworks, and Use Cases

P Grzesik, D Mrozek - Electronics, 2024 - mdpi.com
In recent years, we have been observing the rapid growth and adoption of IoT-based
systems, enhancing multiple areas of our lives. Concurrently, the utilization of machine …

Reliable fleet analytics for edge iot solutions

E Raj, M Westerlund, L Espinosa-Leal - arXiv preprint arXiv:2101.04414, 2021 - arxiv.org
In recent years we have witnessed a boom in Internet of Things (IoT) device deployments,
which has resulted in big data and demand for low-latency communication. This shift in the …