Huang Zeqin's Projects
A repository of 60 useful data science prompts for ChatGPT
China Geospatial Data for GMT
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:earth_africa: A curated list of APIs, open data and ML/AI projects on climate change
The Illinois repository for Climatehack (https://climatehack.ai/). We won 1st place!
user defined colormaps in matplotlib.
Supplementary files and scripts for Nowack et al., Causal networks for climate model evaluation and constrained projections, Nature Communications (2020), https://doi.org/10.1038/s41467-020-15195-y
Analysis ready CMIP6 data in python the easy way with pangeo tools.
steps to set up your compute canada resources and important guidelines
Images timeseries sequence with ConvLSTM for windspeed prediction & CNN cyclone intensity
Cultural Adaptation to Climate Change
deep learning for image processing including classification and object-detection etc.
Repository of the paper "A Systematic Evaluation of Deep Anomaly Detection Methods for Time Series".
A library designed to implement deep learning algorisms to climate data for weather and climate prediction.
Deep Learning Weather Prediction
Codes for downscaling and error modelling of precipitation data
Code used to identify and analyze drought clusters from gridded data.
run theory to characterize drought indices
A package built to support working with spatial data using open source python
Course materials for EDS 220 "Remote Sensing and Environmental Data", at the University of California, Santa Barbara, offered in Fall 2021
Using ANN's to reveal changes in extreme events and internal variability in climate models
Example python scripts to detect flash drought events from gridded soil moisture data
This repository contains the scripts used for performing the analyze in the publication: Global flood hazard map and exposed GDP comparison: a China case study
Visually predicting aerial flood imagery using neural style transfer
Deep learning PyTorch library for time series forecasting, classification, and anomaly detection (originally for flood forecasting).