AutoML from Service Provider's Perspective: Multi-device, Multi-tenant Model Selection with GP-EIcs.LG
Paper tackles efficient allocation of multiple devices to users for AutoML services.
problem Allocating multiple devices to multiple users for AutoML services efficiently.
method Develops a multi-device, multi-tenant algorithm for GP-EI, achieving near-linear speedup.
result Achieves near-linear speedup when users are many more than devices.