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singagan's Projects

aix360 icon aix360

Open Source library to support interpretability and explainability of data and machine learning models

embeddedsw icon embeddedsw

Xilinx Embedded Software (embeddedsw) Development

hls_blstm icon hls_blstm

The community version of HLS_BLSTM (A BLSTM FPGA accelerator of an OCR appilcation, using CAPI/SNAP))

mlir-aie icon mlir-aie

An MLIR-based toolchain for Xilinx Versal AIEngine-based devices.

nn-meter icon nn-meter

A DNN inference latency prediction toolkit for accurately modeling and predicting the latency on diverse edge devices.

nni icon nni

An open source AutoML toolkit for automate machine learning lifecycle, including feature engineering, neural architecture search, model compression and hyper-parameter tuning.

once-for-all icon once-for-all

[ICLR 2020] Once for All: Train One Network and Specialize it for Efficient Deployment

sneakysnake icon sneakysnake

SneakySnake:snake: is the first and the only pre-alignment filtering algorithm that works efficiently and fast on modern CPU, FPGA, and GPU architectures. It greatly (by more than two orders of magnitude) expedites sequence alignment calculation for both short and long reads. Described in the Bioinformatics (2020) by Alser et al. https://arxiv.org/abs/1910.09020.

stream_aie icon stream_aie

Multi-core HW accelerator mapping optimization framework for layer-fused ML workloads.

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