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ait

It's All In the Teacher: Zero-Shot Quantization Brought Closer to the Teacher [CVPR 2022 Oral]

annotated_deep_learning_paper_implementations

🧑‍🏫 59 Implementations/tutorials of deep learning papers with side-by-side notes 📝; including transformers (original, xl, switch, feedback, vit, ...), optimizers (adam, adabelief, ...), gans(cyclegan, stylegan2, ...), 🎮 reinforcement learning (ppo, dqn), capsnet, distillation, ... 🧠

attention-transfer

Improving Convolutional Networks via Attention Transfer (ICLR 2017)

awesome-knowledge-distillation

Awesome Knowledge-Distillation. 分类整理的知识蒸馏paper(2014-2021)。

awesome-model-quantization

A list of papers, docs, codes about model quantization. This repo is aimed to provide the info for model quantization research, we are continuously improving the project. Welcome to PR the works (papers, repositories) that are missed by the repo.

awesome-yolo-object-detection

🚀🚀🚀 A collection of some awesome public YOLO object detection series projects.

brecq

Pytorch implementation of BRECQ, ICLR 2021

coding-interview-university

A complete computer science study plan to become a software engineer.

data-free-quantization

记录目前在无数据量化领域的最新论文以及个人方法理解

deepinversion

Official PyTorch implementation of Dreaming to Distill: Data-free Knowledge Transfer via DeepInversion (CVPR 2020)

diode

Official PyTorch implementation of Data-free Knowledge Distillation for Object Detection, WACV 2021.

genie

Implementation of "Genie: Show Me the Data for Quantization" (CVPR 2023)

hello-algo

《Hello 算法》：动画图解、一键运行的数据结构与算法教程，支持 Java, C++, Python, Go, JS, TS, C#, Swift, Rust, Dart, Zig 等语言。

llm-course

Course to get into Large Language Models (LLMs) with roadmaps and Colab notebooks.

machine-learning-foundations-techniques

mmdeploy

OpenMMLab Model Deployment Framework

mqbench

Model Quantization Benchmark

mrecg

nowack_lab

Nowack Lab at Cornell: Mesoscale Scanning Probe Microscopy

objectdetection_script

一些关于目标检测的脚本的改进思路代码，详细请看readme.md

pysquid

Tools for inferring electric surface currents from magnetic flux images

qdrop

The official PyTorch implementation of the ICLR2022 paper, QDrop: Randomly Dropping Quantization for Extremely Low-bit Post-Training Quantization

qimera

Qimera: Data-free Quantization with Synthetic Boundary Supporting Samples [NeurIPS 2021]

targeted-adversarial-attack

A targeted adversarial attack method, which won the NIPS 2017 targeted adversarial attacks competition

team-learning-data-mining

主要存储Datawhale组队学习中“数据挖掘/机器学习”方向的资料。

train_custom_dataset

标注自己的数据集，训练、评估、测试、部署自己的人工智能算法

zaq-code

CVPR 2021 : Zero-shot Adversarial Quantization (ZAQ)

zeroq

[CVPR'20] ZeroQ: A Novel Zero Shot Quantization Framework