GitHub

cms-hls4ml

Overview of ML emulators in cms: https://indico.cern.ch/event/1498722/contributions/6472377/attachments/3104574/5501841/ml@l1_emulators.pdf Emulator tutorial: https ...
GitHub

cmu-sei/hls4ml-docker

docker compose build hls4ml # or docker build --rm --pull -f ./Dockerfile -t hls4ml:latest . Put some work in work cd work git clone git@github.com:cmu-sei/pytorch ...
IEEE

EMGAxO: Extending Machine Learning Hardware Generators With Approximate Operators

Abstract: FPGAs provide customizable, low-power, and real-time ML Models acceleration for embedded systems, making them ideal for edge applications like robotics and IoT. However, ML models are ...
IEEE

IEEE Communications Surveys and Tutorials

Abstract: I welcome you to the fourth issue of the IEEE Communications Surveys and Tutorials in 2021. This issue includes 23 papers covering different aspects of communication networks. In particular, ...
生物通

基于可扩展的现场可编程门阵列（FPGA）加速的深度学习技术，实现 ...

提出基于知识蒸馏的轻量级机器学习框架，通过bright-field显微图像实现无标签细胞分类，FPGA加速后延迟降至14.5微秒，精度达98%，并公开了LymphoMNIST数据集和代码。 在生物医学诊断和疗法监测中，精准的细胞分类至关重要。传统方法如流式细胞术依赖分子标记 ...