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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, ... 🧠

autoformer

About Code release for "Autoformer: Decomposition Transformers with Auto-Correlation for Long-Term Series Forecasting" (NeurIPS 2021), https://arxiv.org/abs/2106.13008

bilstm

book-management-system

Flask + LayUI + SQLite，图书管理系统

booklibrary

简易图书管理系统

conv_arithmetic

A technical report on convolution arithmetic in the context of deep learning

convlstm_pytorch

Implementation of Convolutional LSTM in PyTorch.

corrformer

About code release of "Interpretable Weather Forecasting for Worldwide Stations with a Unified Deep Model", Nature Machine Intelligence, 2023. https://www.nature.com/articles/s42256-023-00667-9

crm-manage

企业数据管理系统 【Django组件开发】【权限、路由组件】可拆卸系统组件，适用性强

crossformer

The official code for the paper: https://openreview.net/forum?id=_PHymLIxuI

daohang

运维内部使用的导航地址, 运维导航系统，链接导航系统，网址导航系统，导航页面，导航网址

darknet

YOLOv4 / Scaled-YOLOv4 / YOLO - Neural Networks for Object Detection (Windows and Linux version of Darknet )

diagnose_fault_by_vibration

毕设研究课题：根据轴承的振动序列数据来诊断轴承故障。

dl-based-intelligent-diagnosis-benchmark

Source codes for the paper "Deep Learning Algorithms for Rotating Machinery Intelligent Diagnosis: An Open Source Benchmark Study"

docs-l10n

Translations of TensorFlow documentation

efficient-ai-backbones

Efficient AI Backbones including GhostNet, TNT and MLP, developed by Huawei Noah's Ark Lab.

etdataset

The Electricity Transformer dataset is collected to support the further investigation on the long sequence forecasting problem.

etsformer

PyTorch code for ETSformer: Exponential Smoothing Transformers for Time-series Forecasting

fedformer

flowformer

About Code release for "Flowformer: Linearizing Transformers with Conservation Flows" (ICML 2022), https://arxiv.org/pdf/2202.06258.pdf

fms

运维故障管理系统

forbes_global2000

Python Data Analysis in Action: Forbes Global 2000 Series

hands-on-deep-learning-with-tensorflow-2.0

Implement your own deep learning models from scratch with Tensorflow 2.0

informer2020

The GitHub repository for the paper "Informer" accepted by AAAI 2021.

itops

基于Python + Django的AD\Exchange管理系统

job_predict

对Boss直聘的海量IT招聘信息进行数据分析，针对关键特征建立职业预测模型，并基于Python+Django和微信小程序云开发搭建系统

labelme

Image Polygonal Annotation with Python (polygon, rectangle, circle, line, point and image-level flag annotation).

lane-detection

本项目针对传统车道线检测鲁棒性较差的现象，通过运用YOLOV7与DeepLabv3+的图像深度学习算法对特定数据集进行模型训练，开发了一款能调用车载摄像头来识别道路环境，并用语音告知驾驶员偏离车道，前方车距等驾驶信息偏离预警系统，辅助驾驶员更加安全高效的行驶。

lightts

Code for the paper "LightTS: Lightweight Time Series Classification with Adaptive Ensemble"