YS's Projects
to collect some awe programming skills
A data index for learning causality.
:seedling: a curated list of tools to help you with research/life
This is made for creating a log mile marker shapefile.
DENCLUE2.0 algorithm for python
Deep Reinforcement Learning
Machine Learning algorithms for spatial and spatiotemporal data
Config files for my GitHub profile.
High-performance Toolkit for WebGL-based Data Visualization
code for machine learning course
Implements common data science methods and machine learning algorithms from scratch in python. Intuition and theory behind the algorithms is also discussed.
This is a python tutorial for Bayesian inferences using MCMC. It includes concepts of reject sampling, markov chain stationary distribution, and uses Python package pymc.
Gurobi modeling examples
For review
aka "Bayesian Methods for Hackers": An introduction to Bayesian methods + probabilistic programming with a computation/understanding-first, mathematics-second point of view. All in pure Python ;)
PyTorch Geometric Temporal: Spatiotemporal Signal Processing with Neural Machine Learning Models (CIKM 2021)
https://ygshw5.shinyapps.io/Dashboard/
Using osmnx and networkx to calculate the ratio of shortest path to L2 distance
Implementation of ST-DBSCAN algorithm based on Birant 2007
Example Streamlit app that you can fork to test out share.streamlit.io