/ZipML-XeonFPGA

FPGA-based stochastic gradient descent (powered by ZipML - Low-precision machine learning on reconfigurable hardware)

Primary LanguageVHDLGNU Affero General Public License v3.0AGPL-3.0

ZipML on Xeon+FPGA

See wiki

Citation

If you find ZipML-PYNQ useful, please consider citing ZipML papers:

@inproceedings{kara2017fpga, title={FPGA-accelerated Dense Linear Machine Learning: A Precision-Convergence Trade-off}, author={Kara, Kaan and Alistarh, Dan and Alonso, Gustavo and Mutlu, Onur and Zhang, Ce}, booktitle={Field-Programmable Custom Computing Machines (FCCM), 2017 IEEE 25th Annual International Symposium on}, pages={160--167}, year={2017}, organization={IEEE} }