625 citations · 2.7k across the 69 of their papers we have counts for
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cs.LG2020★ 625 cited
Challenges in Deploying Machine Learning: a Survey of Case Studies
Andrei Paleyes, Raoul-Gabriel Urma, Neil D. Lawrence
In recent years, machine learning has transitioned from a field of academic research interest to a field capable of solving real-world business problems. However, the deployment of…
cs.LG2020★ 81 cited
Empirical Bayes Transductive Meta-Learning with Synthetic Gradients
Shell Xu Hu, Pablo G. Moreno, Yang Xiao +4
We propose a meta-learning approach that learns from multiple tasks in a transductive setting, by leveraging the unlabeled query set in addition to the support set to generate a mo…