Hyper-Parameter Tuning (HPO)
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Hydro: Surrogate-Based Hyperparameter Tuning Service in Datacenters () [] []
NTU & Shanghai AI Lab
Surrogate models; co-locate HPO jobs with LLM training.
Elastic Hyperparameter Tuning on the Cloud () []
UC Berkeley
SEER
RubberBand: Cloud-based Hyperparameter Tuning () []
UC Berkeley
Morphling: Fast, Near-Optimal Auto-Configuration for Cloud-Native Model Serving () [] []
HKUST & Alibaba
Meta-learning for tuning resources and runtime parameters in model serving systems.
Selecting the Best VM across Multiple Public Clouds: A Data-Driven Performance Modeling Approach () []
UC Berkeley & FAIR & MSR
Select the best VM across multiple cloud providers.
CherryPick: Adaptively Unearthing the Best Cloud Configurations for Big Data Analytics () []
Yale & MSR & UC Berkeley & Alibaba
Pick the right cloud configuration for big data analytics jobs.
Google Vizier: A Service for Black-Box Optimization (KDD 2017) []
Black-box optimization.
HPO: Hyper-Parameter Tuning