5.1k citations · 9.6k across the 102 of their papers we have counts for
3 papers · 1 filter
MLI: An API for Distributed Machine Learning
Evan R. Sparks, Ameet Talwalkar, Virginia Smith +6
MLI is an Application Programming Interface designed to address the challenges of building Machine Learn- ing algorithms in a distributed setting based on data-centric computing. I…
SMaSH: A Benchmarking Toolkit for Human Genome Variant Calling
Ameet Talwalkar, Jesse Liptrap, Julie Newcomb +7
Motivation: Computational methods are essential to extract actionable information from raw sequencing data, and to thus fulfill the promise of next-generation sequencing technology…
Distributed Low-rank Subspace Segmentation
Ameet Talwalkar, Lester Mackey, Yadong Mu +2
Vision problems ranging from image clustering to motion segmentation to semi-supervised learning can naturally be framed as subspace segmentation problems, in which one aims to rec…