Machine learning for transportation data imputation and prediction.

A very simple generative adversarial network (GAN) in PyTorch

[CIKM 2021 Resource Paper] DL-Traff: Survey and Benchmark of Deep Learning Models for Urban Traffic Prediction (Graph Part)

This project is a collection of recent research in areas such as new infrastructure and urban computing, including white papers, academic papers, AI lab and dataset etc.

[TKDD 2023] Dynamic Graph Convolutional Recurrent Network for Traffic Prediction: Benchmark and Solution

Time Series Prediction, Stateful LSTM; 时间序列预测，洗发水销量/股票走势预测，有状态循环神经网络

天池智慧交通预测挑战赛解决方案

mall项目是一套电商系统，包括前台商城系统及后台管理系统，基于Spring Boot+MyBatis实现，采用Docker容器化部署。 前台商城系统包含首页门户、商品推荐、商品搜索、商品展示、购物车、订单流程、会员中心、客户服务、帮助中心等模块。 后台管理系统包含商品管理、订单管理、会员管理、促销管理、运营管理、内容管理、统计报表、财务管理、权限管理、设置等模块。

This is a Pytorch implementation of ASTGNN. Now the corresponding paper is available online at https://ieeexplore.ieee.org/document/9346058.

Spatio-temporal modeling 论文列表（主要是graph convolution相关)

⚠️[Deprecated] no longer maintained, please use the code in https://github.com/guoshnBJTU/ASTGCN-r-pytorch

Spatio-Temporal Relational Network

Google Research

Reproduces the results of MinCutPool as presented in the 2020 ICML paper "Spectral Clustering with Graph Neural Networks for Graph Pooling".

Pytorch Implementation of DeepLGR, ECML-PKDD-20

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

Use of taxi GPS devices as pervasive resilience sensors.

Attentive Periodic Temporal Network

Demonstrate all the questions on LeetCode in the form of animation.（用动画的形式呈现解LeetCode题目的思路,完整单步/回看/变速/语音讲解在 algomooc.com）

ChallengeHub开源的各大比赛baseline集合

爬取北大法宝网http://www.pkulaw.cn/Case/

国内环境下可用的scihub论文下载器

paper : <Spatial-Temporal Transformer Networks for Traffic Flow Forecasting>

Dynamic Switch-Attention Network

SimCLRv2 - Big Self-Supervised Models are Strong Semi-Supervised Learners

《机器学习理论导引》（宝箱书）的证明、案例、概念补充与参考文献讲解。