Search Results for author: Sourabh Kulkarni

Found 3 papers, 3 papers with code

Hardware-accelerated Simulation-based Inference of Stochastic Epidemiology Models for COVID-19

2 code implementations23 Dec 2020 Sourabh Kulkarni, Mario Michael Krell, Seth Nabarro, Csaba Andras Moritz

The statistical inference framework is implemented and compared on Intel Xeon CPU, NVIDIA Tesla V100 GPU and the Graphcore Mk1 IPU, and the results are discussed in the context of their computational architectures.

Epidemiology

Accelerating Simulation-based Inference with Emerging AI Hardware

2 code implementations12 Dec 2020 Sourabh Kulkarni, Alexander Tsyplikhin, Mario Michael Krell, Csaba Andras Moritz

As a proof-of-concept, we demonstrate inference over a probabilistic epidemiology model used to predict the spread of COVID-19.

Epidemiology

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