20 citations · 26 across the 2 of their papers we have counts for
2 papers
eess.IV2021★ 6 cited
Deep Learning with Uncertainty Quantification for Predicting the Segmentation Dice Coefficient of Prostate Cancer Biopsy Images
Audrey Xie, Elhoucine Elfatimi, Sambuddha Ghosal +1
Deep learning models (DLMs) can achieve state-of-the-art performance in histopathology image segmentation and classification, but have limited deployment potential in real-world cl…
cs.LG2019★ 20 cited
Gradient Descent: The Ultimate Optimizer
Kartik Chandra, Audrey Xie, Jonathan Ragan-Kelley +1
Working with any gradient-based machine learning algorithm involves the tedious task of tuning the optimizer's hyperparameters, such as its step size. Recent work has shown how the…