Is deep learning necessary for simple classification tasks?

Is deep learning necessary for simple classification tasks?

11 June 2020

Joseph D. Romano

Papers citing "Is deep learning necessary for simple classification tasks?"

12 / 12 papers shown

Title
Neuroevolution in Deep Neural Networks: Current Trends and Future Challenges E. Galván P. Mooney 53 130 0 09 Jun 2020
AutoGluon-Tabular: Robust and Accurate AutoML for Structured Data Nick Erickson Jonas W. Mueller Alexander Shirkov Hang Zhang Pedro Larroy Mu Li Alex Smola LMTD 146 617 0 13 Mar 2020
Reconciling modern machine learning practice and the bias-variance trade-off M. Belkin Daniel J. Hsu Siyuan Ma Soumik Mandal 174 1,628 0 28 Dec 2018
A Modern Take on the Bias-Variance Tradeoff in Neural Networks Brady Neal Sarthak Mittal A. Baratin Vinayak Tantia Matthew Scicluna Simon Lacoste-Julien Ioannis Mitliagkas 70 169 0 19 Oct 2018
PMLB: A Large Benchmark Suite for Machine Learning Evaluation and Comparison Randal S. Olson William La Cava Patryk Orzechowski Ryan J. Urbanowicz J. Moore 211 377 0 01 Mar 2017
Benchmarking State-of-the-Art Deep Learning Software Tools Shaoshuai Shi Qiang-qiang Wang Pengfei Xu Xiaowen Chu BDL 39 329 0 25 Aug 2016
The Mythos of Model Interpretability Zachary Chase Lipton FaML 123 3,672 0 10 Jun 2016
Evaluation of a Tree-based Pipeline Optimization Tool for Automating Data Science Randal S. Olson Nathan Bartley Ryan J. Urbanowicz J. Moore 41 524 0 20 Mar 2016
XGBoost: A Scalable Tree Boosting System Tianqi Chen Carlos Guestrin 361 37,815 0 09 Mar 2016
Automating biomedical data science through tree-based pipeline optimization Randal S. Olson Ryan J. Urbanowicz Peter C. Andrews Nicole A. Lavender L. C. Kidd J. Moore AI4CE 47 313 0 28 Jan 2016
Deep Residual Learning for Image Recognition Kaiming He Xinming Zhang Shaoqing Ren Jian Sun MedIm 1.4K 192,638 0 10 Dec 2015
Deep Learning in Neural Networks: An Overview Jürgen Schmidhuber HAI 176 16,311 0 30 Apr 2014