Random Forests

Leo Breiman

Machine Learning

ImageNet classification with deep convolutional neural networks

Alex Krizhevsky, Ilya Sutskever, Geoffrey E. Hinton

Communications of the ACM

Convolutional Neural NetworkEngineeringMachine LearningNeural NetworkImagenet Classification +17

The ERA5 global reanalysis

Hans Hersbach, Bill Bell, Paul Berrisford, +40

Quarterly Journal of the Royal Meteorological Society

EngineeringAtmospheric SoundingClimate ModelingAtmospheric ModelEarth System Science +15

Delving Deep into Rectifiers: Surpassing Human-Level Performance on ImageNet Classification

Kaiming He, Xiangyu Zhang, Shaoqing Ren, +1

Convolutional Neural NetworkEngineeringMachine LearningAutoencodersImagenet Classification +16

Overview of the Coupled Model Intercomparison Project Phase 6 (CMIP6) experimental design and organization

Veronika Eyring, Sandrine Bony, Gerald A. Meehl, +4

Geoscientific model development

Climate SciencesClimatologyFuture Climatic ChangeEngineeringGlobal Warming Modelling +12

Focal Loss for Dense Object Detection

Tsung-Yi Lin, Priya Goyal, Ross Girshick, +2

IEEE Transactions on Pattern Analysis and Machine Intelligence

Image ClassificationConvolutional Neural NetworkImage AnalysisMachine VisionMachine Learning +12

Practical Bayesian Optimization of Machine Learning Algorithms

Jasper Snoek, Hugo Larochelle, Ryan P. Adams

arXiv (Cornell University)

Artificial IntelligenceModel OptimizationHyperparameter EstimationEngineeringMachine Learning +9

The Scenario Model Intercomparison Project (ScenarioMIP) for CMIP6

Brian C. O’Neill, Claudia Tebaldi, Detlef P. van Vuuren, +11

Geoscientific model development

EngineeringClimate ModelingClimate PolicyEarth ScienceScenariomip Design +18

Simple and Scalable Predictive Uncertainty Estimation using Deep\n Ensembles

Balaji Lakshminarayanan, Alexander Pritzel, Charles Blundell

arXiv (Cornell University)

The central role of diminishing sea ice in recent Arctic temperature amplification

James A. Screen, Ian Simmonds

Nature

ClimatologyArctic EngineeringCentral RoleArctic ScienceEngineering +10