A Tale of Two Scales: Reconciling Horizontal and Vertical Scaling for Inference Serving Systems

K Razavi, M Salmani, M Mühlhäuser… - arXiv preprint arXiv …, 2024 - arxiv.org
Inference serving is of great importance in deploying machine learning models in real-world
applications, ensuring efficient processing and quick responses to inference requests …

Towards Democratic Computing

M Mühlhäuser, N Alexopoulos, U Gropengießer… - … Communications to the …, 2024 - Springer
The Internet fosters democratic principles, bringing information, services, and social contacts
to everyone's fingertips. Conversely, rampant monopolization, exploitation, and …

Machine Learning in Container Orchestration Systems: Applications and Deployment

S Ghafouri - 2024 - qmro.qmul.ac.uk
In recent years, machine learning methods, particularly Reinforcement Learning, have
become increasingly popular for addressing resource management challenges, notably in …