Search Results for author: Siddharth Krishna

Found 2 papers, 0 papers with code

DistIR: An Intermediate Representation and Simulator for Efficient Neural Network Distribution

no code implementations9 Nov 2021 Keshav Santhanam, Siddharth Krishna, Ryota Tomioka, Tim Harris, Matei Zaharia

The rapidly growing size of deep neural network (DNN) models and datasets has given rise to a variety of distribution strategies such as data, tensor-model, pipeline parallelism, and hybrid combinations thereof.

Efficient Neural Network

Learning Invariants using Decision Trees

no code implementations20 Jan 2015 Siddharth Krishna, Christian Puhrsch, Thomas Wies

This is a standard problem in machine learning: given a sample of good and bad points, one is asked to find a classifier that generalizes from the sample and separates the two sets.

Binary Classification

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