Algorithms
Video
Directions in ML: Latent Stochastic Differential Equations: An Unexplored Model Class [Talk]
We show how to do gradient-based stochastic variational inference in stochastic differential equations (SDEs), in a way that allows the use of adaptive SDE solvers. This allows us to scalably fit a new family of…
Tool
Clustered Nanopore Reads (CNR) Dataset
DNA storage aims to store information in the form of DNA sequences. This is a research project in Microsoft Research Redmond. This repo contains a dataset of real DNA sequences which can be used for…
Tool
Synthesized Collective Communication Library (SCCL)
The Synthesized Collective Communication Library is a tool for synthesizing collective algorithms tailored to a particular hardware topology. This project creates high-performance collective communication algorithms for the uncommon interconnect topologies connecting AI accelerators inside servers.…