625 citations · 721 across the 15 of their papers we have counts for
3 papers · 1 filter
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…
A penalisation method for batch multi-objective Bayesian optimisation with application in heat exchanger design
Andrei Paleyes, Henry B. Moss, Victor Picheny +2
We present HIghly Parallelisable Pareto Optimisation (HIPPO) -- a batch acquisition function that enables multi-objective Bayesian optimisation methods to efficiently exploit paral…
An Empirical Evaluation of Flow Based Programming in the Machine Learning Deployment Context
Andrei Paleyes, Christian Cabrera, Neil D. Lawrence
As use of data driven technologies spreads, software engineers are more often faced with the task of solving a business problem using data-driven methods such as machine learning (…