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Meghana Ravikumar

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titleconferencedate
Efficient BERT: Optimal Multimetric Bayesian OptimizationMLconf Online 20202020-11-05
Distillation of BERT pairs with SigOpt multimetric Bayesian optimization and Ray on 20 EC2 instances to search architectures and hyperparameters jointly…
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EfficientBERT: Trading off Model Size and PerformanceRay Summit 20202020-09-30
Distills a fine-tuned BERT teacher into smaller student models on SQuAD 2.0, seeding students with DistilBERT weights and running a simultaneous architecture…
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Optimized Image Classification on the CheapMLconf SF 20192019-11-08
Stanford Cars (≈16k images, 196 classes) compares two transfer methods: ResNet18 fine-tune versus feature extraction from ResNet50. Hyperparameter search uses…
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