xiang526's repositories
AttentionAugmentedConvLSTM
Implementation of TAAConvLSTM and SAAConvLSTM used in "Attention Augmented ConvLSTM for Environment Prediction"
Bike-Sharing-Demand-Prediction
To forecast bike rental demand in the Capital Bikeshare program in Washington, D.C. by combining historical usage patterns with weather data in order to forecast bike rental demand.
data-visualization
Misc data visualization projects, examples, and demos: mostly Python (pandas + matplotlib) and JavaScript (leaflet).
earthengine-py-notebooks
A collection of 360+ Jupyter Python notebook examples for using Google Earth Engine with interactive mapping
FastGWR
Fast Geographically Weighted Regression (FastGWR)
fmm
Fast map matching, an open source framework in C++
gps-trajectories-clustering
fast clustering of GPS trajectories
grid2demand
A tool for generating zone-to-zone travel demand based on grid zones and gravity model
HKU_ML_Tutorial
Summer project for HKU UG student about basic deep learning.
K-Prototypes
改进的k-prototypes聚类算法
MEDIUM_NoteBook
Repository containing notebooks of my posts on Medium
ML_Regression_Model_for_Cancer_Mortality_Prediction
This project aimed to compare results between four Machine Learning regression models and define the one which best predicts a target variable on a given dataset. SHAP (SHapley Additive exPlanations) was used to explain feature correlations of the best model.
Neural-GC
Granger causality discovery for neural networks.
Nonnegative-Matrix-Factorization-Time-Series
Nonnegative Matrix Factorisation for Time Series Forecasting and Clustering
NYCYellowTaxi
Regression Analysis on the Impact of COVID-19 on Taxi Industry in NYC
pacnet
Pixel-Adaptive Convolutional Neural Networks (CVPR '19)
Planet_Sakaar_Data_Science
A colourful collection of codes and notebooks, like Planet Sakaar
Project_bike_demand_prediction
This simple Flask API can predict the number of total rentals in the Capital Bikeshare. The app combines historical usage patterns with weather data in order to forecast bike rental demand in the Capital Bikeshare program in Washington, D.C.
python-script-to-combine-different-files-in-a-folder
python scripts to combine different files in a folder and also zipping the folder
SaConvSLTM
Self-Attention ConvLSTM for Spatiotemporal Prediction, described in `https://ojs.aaai.org//index.php/AAAI/article/view/6819`, test on MovingMNIST.
Shortest-distance-Vs-L2-distance
Using osmnx and networkx to calculate the ratio of shortest path to L2 distance
Social-STGCNN
Code for "Social-STGCNN: A Social Spatio-Temporal Graph Convolutional Neural Network for Human Trajectory Prediction" CVPR 2020
Spatio-Temporal-papers
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.
TRamWAy
TRamWAy
tsmoothie
A python library for time-series smoothing and outlier detection in a vectorized way.