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SunshineZhang's Projects

embedded-neural-network icon embedded-neural-network

collection of works aiming at reducing model sizes or the ASIC/FPGA accelerator for machine learning

explanationintervention icon explanationintervention

LLM:PyTorch code for Can Language Models Teach? Teacher Explanations Improve Student Performance via Theory of Mind

fisherpruning icon fisherpruning

Finetuning:Group Fisher Pruning for Practical Network Compression(ICML2021)

flexgen icon flexgen

LLM:FlexGen: High-Throughput Generative Inference of Large Language Models with a Single GPU

gptq icon gptq

LLM:Code for the ICLR 2023 paper "GPTQ: Accurate Post-training Quantization of Generative Pretrained Transformers".

hls4ml icon hls4ml

Machine learning on FPGAs using HLS

lamini-lm icon lamini-lm

LaMini-LM: A Diverse Herd of Distilled Models from Large-Scale Instructions

lion icon lion

Lion: Adversarial Distillation of Closed-Source Large Language Model

llm-awq icon llm-awq

LLM:AWQ: Activation-aware Weight Quantization for LLM Compression and Acceleration

llm-pruner icon llm-pruner

[NeurIPS 2023] LLM-Pruner: On the Structural Pruning of Large Language Models. Support LLaMA, Llama-2, BLOOM, Vicuna, Baichuan, etc.

lmops icon lmops

General technology for enabling AI capabilities w/ LLMs and MLLMs

lxrunoffline icon lxrunoffline

A full-featured utility for managing Windows Subsystem for Linux (WSL)

ml-road icon ml-road

Machine Learning Resources, Practice and Research

mnist-nnet-hls-zynq7020-fpga icon mnist-nnet-hls-zynq7020-fpga

to illustrate how to removal a Neural Network from pc to FPGA board ,it contain all the code include c code worked in pc,HLS prj accelerate code in FPGA,and implacement in block design and with SDK app......

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