On tuning deep learning models: a data mining perspective

19 November 2020

Papers citing "On tuning deep learning models: a data mining perspective"

31 / 31 papers shown

Title
Impact of Data Normalization on Deep Neural Network for Time Series Forecasting Samit Bhanja Abhishek Das AI4TS 12 90 0 13 Dec 2018
Deep learning for time series classification: a review Hassan Ismail Fawaz Germain Forestier J. Weber L. Idoumghar Pierre-Alain Muller AI4TS AI4CE 165 2,668 0 12 Sep 2018
Understanding Batch Normalization Johan Bjorck Carla P. Gomes B. Selman Kilian Q. Weinberger 39 603 0 01 Jun 2018
How Does Batch Normalization Help Optimization? Shibani Santurkar Dimitris Tsipras Andrew Ilyas Aleksander Madry ODL 48 1,531 0 29 May 2018
Generalized Cross Entropy Loss for Training Deep Neural Networks with Noisy Labels Zhilu Zhang M. Sabuncu NoLa 44 2,580 0 20 May 2018
Hyperparameters and Tuning Strategies for Random Forest Philipp Probst Marvin N. Wright A. Boulesteix 88 1,375 0 10 Apr 2018
Hessian-based Analysis of Large Batch Training and Robustness to Adversaries Z. Yao A. Gholami Qi Lei Kurt Keutzer Michael W. Mahoney 44 166 0 22 Feb 2018
The Effectiveness of Data Augmentation in Image Classification using Deep Learning Luis Perez Jason Wang 44 2,771 0 13 Dec 2017
Don't Decay the Learning Rate, Increase the Batch Size Samuel L. Smith Pieter-Jan Kindermans Chris Ying Quoc V. Le ODL 63 990 0 01 Nov 2017
A Bayesian Data Augmentation Approach for Learning Deep Models Toan M. Tran Trung T. Pham G. Carneiro L. Palmer Ian Reid 40 233 0 29 Oct 2017
Improving Deep Learning using Generic Data Augmentation Luke Taylor G. Nitschke 23 383 0 20 Aug 2017
An effective algorithm for hyperparameter optimization of neural networks G. I. Diaz Achille Fokoue G. Nannicini Horst Samulowitz 34 156 0 23 May 2017
Learning Deep Visual Object Models From Noisy Web Data: How to Make it Work Nizar Massouh F. Babiloni Tatiana Tommasi Jay Young Nick Hawes Barbara Caputo VLM 23 17 0 28 Feb 2017
Learning the Number of Neurons in Deep Networks J. Álvarez Mathieu Salzmann 65 413 0 19 Nov 2016
Deep Convolutional Neural Networks and Data Augmentation for Environmental Sound Classification Justin Salamon J. P. Bello 40 1,300 0 15 Aug 2016
Efficient Hyperparameter Optimization of Deep Learning Algorithms Using Deterministic RBF Surrogates Ilija Ilievski Taimoor Akhtar Jiashi Feng C. Shoemaker 34 150 0 28 Jul 2016
Learning to Track at 100 FPS with Deep Regression Networks David Held Sebastian Thrun Silvio Savarese OffRL 51 1,190 0 06 Apr 2016
Hyperband: A Novel Bandit-Based Approach to Hyperparameter Optimization Lisha Li Kevin Jamieson Giulia DeSalvo Afshin Rostamizadeh Ameet Talwalkar 99 2,307 0 21 Mar 2016
A Light CNN for Deep Face Representation with Noisy Labels Xiang Wu Ran He Zhenan Sun Tieniu Tan CVBM 49 1,064 0 09 Nov 2015
Layer-Specific Adaptive Learning Rates for Deep Networks Bharat Singh Soham De Yangmuzi Zhang Thomas A. Goldstein Gavin Taylor ODL AI4CE 38 71 0 15 Oct 2015
Batch Normalized Recurrent Neural Networks César Laurent Gabriel Pereyra Philemon Brakel Yanzhe Zhang Yoshua Bengio 45 213 0 05 Oct 2015
Variational Dropout and the Local Reparameterization Trick Diederik P. Kingma Tim Salimans Max Welling BDL 84 1,500 0 08 Jun 2015
Cyclical Learning Rates for Training Neural Networks L. Smith ODL 55 2,515 0 03 Jun 2015
Enhanced Higgs to $τ^+τ^-$ Searches with Deep Learning Pierre Baldi Peter Sadowski D. Whiteson 26 94 0 13 Oct 2014
OpenML: networked science in machine learning Joaquin Vanschoren Jan N. van Rijn B. Bischl Luís Torgo FedML AI4CE 33 1,310 0 29 Jul 2014
Training Convolutional Networks with Noisy Labels Sainbayar Sukhbaatar Joan Bruna Manohar Paluri Lubomir D. Bourdev Rob Fergus NoLa 34 270 0 09 Jun 2014
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 92 16,311 0 30 Apr 2014
PCANet: A Simple Deep Learning Baseline for Image Classification? Tsung-Han Chan Kui Jia Shenghua Gao Jiwen Lu Zinan Zeng Yi-An Ma 83 1,496 0 14 Apr 2014
Dropout improves Recurrent Neural Networks for Handwriting Recognition Vu Pham Théodore Bluche Christopher Kermorvant J. Louradour 61 566 0 05 Nov 2013
Speech Recognition with Deep Recurrent Neural Networks Alex Graves Abdel-rahman Mohamed Geoffrey E. Hinton 49 8,503 0 22 Mar 2013
ADADELTA: An Adaptive Learning Rate Method Matthew D. Zeiler ODL 58 6,619 0 22 Dec 2012