Search Results for author: Saurabh Saxena

Found 4 papers, 3 papers with code

Machine learning pipeline for battery state of health estimation

no code implementations1 Feb 2021 Darius Roman, Saurabh Saxena, Valentin Robu, Michael Pecht, David Flynn

In this paper, we design and evaluate a machine learning pipeline for estimation of battery capacity fade - a metric of battery health - on 179 cells cycled under various conditions.

Non-Autoregressive Machine Translation with Latent Alignments

2 code implementations EMNLP 2020 Chitwan Saharia, William Chan, Saurabh Saxena, Mohammad Norouzi

In addition, we adapt the Imputer model for non-autoregressive machine translation and demonstrate that Imputer with just 4 generation steps can match the performance of an autoregressive Transformer baseline.

Machine Translation Translation

Large-Scale Evolution of Image Classifiers

2 code implementations ICML 2017 Esteban Real, Sherry Moore, Andrew Selle, Saurabh Saxena, Yutaka Leon Suematsu, Jie Tan, Quoc Le, Alex Kurakin

Neural networks have proven effective at solving difficult problems but designing their architectures can be challenging, even for image classification problems alone.

Hyperparameter Optimization Image Classification +1

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