Reinforcement learning, Support vector machine, Pattern recognition, Neural network, Algorithm, Unsupervised learning

shotgun.icml04.revised.rev2.dvi

On Oct 26, 2020
@dustinvtran shared
Hyperparameter integration is an old idea from ensemble learning, cf Caruana+ '04 (https://t.co/A7WUDsGrVT). We examine these ideas for uncertainty and robustness on deep NNs where settings like initialization (seed), dropout rate, and label smoothing make a dramatic impact. 2/-
Open

We use Support Vector Machines (SVMs), artificial neural nets (ANNs), memory-based learning (KNN), decision trees (DT), bagged decision trees (BAG-DT), boosted decision trees (BST-DT), and boosted stumps (BST-STMP). Performance Metrics We use ten performance metrics: accuracy (ACC), ...

www.cs.cornell.edu
On Oct 26, 2020
@dustinvtran shared
Hyperparameter integration is an old idea from ensemble learning, cf Caruana+ '04 (https://t.co/A7WUDsGrVT). We examine these ideas for uncertainty and robustness on deep NNs where settings like initialization (seed), dropout rate, and label smoothing make a dramatic impact. 2/-
Open

shotgun.icml04.revised.rev2.dvi

shotgun.icml04.revised.rev2.dvi

We use Support Vector Machines (SVMs), artificial neural nets (ANNs), memory-based learning (KNN), decision trees (DT), bagged decision trees (BAG-DT), boosted decision trees (BST-DT), and ...

Click here to read the article

Click here to read the article

Improving Multi-Task Deep Neural Networks via Knowledge Distillation for Natural Language Understanding Xiaodong Liu1, Pengcheng He2, Weizhu Chen2, Jianfeng Gao1 1 Microsoft Research 2 ...

Scalable Training with Information Bottleneck Objectives

Scalable Training with Information Bottleneck Objectives

Following this principle, many variations of IB objectives have been proposed (Alemi et al., 2016; Strouse & Schwab, 2017; Fisher, 2019; Gondek & Hofmann, 2003; Achille & Soatto, 2018a), ...

How to Prepare for a Machine Learning Interview

How to Prepare for a Machine Learning Interview

A comprehensive guide to a Machine Learning interview: the things you have to master to become a Machine Learning expert and pass an interview

Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics

Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics

Proceedings of the 55th Annual Meeting of the Association for Computational Linguistics, pages 168–178 Vancouver, Canada, July 30 - August 4, 2017. c©2017 Association for Computational ...