599 citations · 987 across the 17 of their papers we have counts for
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cs.LG2015★ 599 cited
Fixed Point Quantization of Deep Convolutional Networks
Darryl D. Lin, Sachin S. Talathi, V. Sreekanth Annapureddy
In recent years increasingly complex architectures for deep convolution networks (DCNs) have been proposed to boost the performance on image recognition tasks. However, the gains i…
cs.NE2015★ 65 cited
Improving performance of recurrent neural network with relu nonlinearity
Sachin S. Talathi, Aniket Vartak
In recent years significant progress has been made in successfully training recurrent neural networks (RNNs) on sequence learning problems involving long range temporal dependencie…
cs.CV2015
Hyper-parameter optimization of Deep Convolutional Networks for object recognition
Sachin S. Talathi
Recently sequential model based optimization (SMBO) has emerged as a promising hyper-parameter optimization strategy in machine learning. In this work, we investigate SMBO to ident…