29 citations · 41 across the 3 of their papers we have counts for
3 papers
cs.LG2022★ 5 cited
Desiderata for next generation of ML model serving
Sherif Akoush, Andrei Paleyes, Arnaud Van Looveren +1
Inference is a significant part of ML software infrastructure. Despite the variety of inference frameworks available, the field as a whole can be considered in its early days. This…
cs.DC2020★ 7 cited
Serverless inferencing on Kubernetes
Clive Cox, Dan Sun, Ellis Tarn +3
Organisations are increasingly putting machine learning models into production at scale. The increasing popularity of serverless scale-to-zero paradigms presents an opportunity for…
stat.ML2020★ 29 cited
Monitoring and explainability of models in production
Janis Klaise, Arnaud Van Looveren, Clive Cox +2
The machine learning lifecycle extends beyond the deployment stage. Monitoring deployed models is crucial for continued provision of high quality machine learning enabled services.…