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AI-Job-Notes

AI算法岗求职攻略（涵盖准备攻略、刷题指南、内推和AI公司清单等资料）

algo

数据结构和算法必知必会的50个代码实现

APoT_Quantization

PyTorch implementation for the APoT quantization (ICLR 2020)

Awesome-Deep-Neural-Network-Compression

Summary, Code for Deep Neural Network Quantization

awesome-embedded-ai

【WeChat: NeuroMem】. Weekly report and awesome list of embedded-ai.

dabnn

dabnn is an accelerated binary neural networks inference framework for mobile platform

faster-rcnn.pytorch

A faster pytorch implementation of faster r-cnn

gluon-cv

Gluon CV Toolkit

maskrcnn-benchmark

Fast, modular reference implementation of Instance Segmentation and Object Detection algorithms in PyTorch.

MicroNet_OSI-AI

MobileNet-SSD

Caffe implementation of Google MobileNet SSD detection network, with pretrained weights on VOC0712 and mAP=0.727.

model-optimization

A suite of tools that users, both novice and advanced, can use to optimize machine learning models for deployment and execution.

ncnn

ncnn is a high-performance neural network inference framework optimized for the mobile platform

nni

An open source AutoML toolkit for neural architecture search, model compression and hyper-parameter tuning.

norse

Deep learning for spiking neural networks

numpy_neural_network

仅使用numpy从头开始实现神经网络,包括反向传播公式推导过程; numpy构建全连接层、卷积层、池化层、Flatten层；以及图像分类案例及精调网络案例等,持续更新中... ...

project-guidelines

A set of best practices for JavaScript projects

py-faster-rcnn

Faster R-CNN (Python implementation) -- see https://github.com/ShaoqingRen/faster_rcnn for the official MATLAB version

PyTorch-YOLOv3

Minimal PyTorch implementation of YOLOv3

pytorch_quantization

A pytorch implementation of dorefa quantization

QualcommAI-MicroNet-submission-MixNet

3rd place solution for NeurIPS 2019 MicroNet challenge

SSD

High quality, fast, modular reference implementation of SSD in PyTorch

TensorFlow2.0-Examples

🙄 difficult algorithm, simple code.

tensorpack

A Neural Net Training Interface on TensorFlow, with focus on speed + flexibility

Ultra-Light-Fast-Generic-Face-Detector-1MB

💎1MB lightweight face detection model (1MB轻量级人脸检测模型)

YOLO-Reproduce-Summary

YOLO reproduce summary (now based on YOLOv3)

yolov2_xilinx_fpga

A demo for accelerating YOLOv2 in xilinx's fpga pynq/zedboard

yolov3

YOLOv3 in PyTorch > ONNX > CoreML > iOS

yolov3-channel-and-layer-pruning

yolov3 channel and layer pruning, Knowledge Distillation 层剪枝，通道剪枝，知识蒸馏

yolov3-tf2

YoloV3 Implemented in Tensorflow 2.0