NoScope

Daniel Kang, John Emmons, Firas Abuzaid, +2

Proceedings of the VLDB Endowment

Machine VisionVideo AnalysisMachine LearningImage AnalysisPattern Recognition +11

Machine Learning to Classify Intracardiac Electrical Patterns During Atrial Fibrillation

Mahmood Alhusseini, Firas Abuzaid, Albert J. Rogers, +8

Circulation Arrhythmia and Electrophysiology

Filter before you parse

Shoumik Palkar, Firas Abuzaid, Peter Bailis, +1

Proceedings of the VLDB Endowment

Parsing ThroughputSyntactic ParsingEngineeringComputer ArchitectureFiltering Technique +19

Solving Large-Scale Granular Resource Allocation Problems Efficiently with POP

Deepak Narayanan, Fiodar Kazhamiaka, Firas Abuzaid, +5

Mathematical ProgrammingCluster ComputingLoad Balancing (Computing)EngineeringDynamic Resource Allocation +16

Machine Learned Cellular Phenotypes in Cardiomyopathy Predict Sudden Death

Albert J. Rogers, Anojan Selvalingam, Mahmood Alhusseini, +13

Circulation Research

NoScope: Optimizing Neural Network Queries over Video at Scale

Daniel Kang, John Emmons, Firas Abuzaid, +2

arXiv (Cornell University)

EngineeringMachine LearningVideo RetrievalVideo InterpretationImage Analysis +14

Caffe con Troll

Stefan Hadjis, Firas Abuzaid, Ce Zhang, +1

Convolutional Neural NetworkEngineeringMachine LearningHardware AccelerationPopular Framework Caffe +10

DIFF

Firas Abuzaid, Peter Kraft, Sahaana Suri, +10

Proceedings of the VLDB Endowment

EngineeringSemantic WebInformation RetrievalData ScienceData Mining +14

Caffe con Troll: Shallow Ideas to Speed Up Deep Learning

Stefan Hadjis, Firas Abuzaid, Ce Zhang, +1

arXiv (Cornell University)

Artificial IntelligenceConvolutional Neural NetworkEngineeringMachine LearningData Science +12

Yggdrasil: An Optimized System for Training Deep Decision Trees at Scale

Firas Abuzaid, Joseph K. Bradley, Feynman Liang, +4

Neural Information Processing Systems

Artificial IntelligenceCluster ComputingEngineeringMachine LearningDistributed Algorithms +20