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Welcome to My GitHub. 👋

I'm YoungDon Choi, a principal researcher at K-water AI research Lab ( https://github.com/Kwater-AILab) . I have worked at K-water (https://www.kwater.or.kr/eng/about/sub02/kwaterPage.do?s_mid=1099) since 2003 with many experiences such as dam operation, water resources survey and planning, water technology strategy, and water information system. Currently, I'm working at K-water AI research Lab to apply AI in water resources fields.

I did my PhD from 2017 to 2021 at the UVA Hydroinformatics research group (https://uvahydroinformatics.org/team/) in University of Virginia (https://www.virginia.edu/). This is my Dissertation (https://doi.org/10.18130/g9tg-0c69), google scholar(https://scholar.google.com/citations?user=VCyCE5QAAAAJ&hl=en) and Resume(https://github.com/DavidChoi76/profile/blob/main/YD_Choi_17June2022.pdf)

These are my current research. 🤓 Focusing 🤔

  1. 🔭 Application of neuralhydrology and other AI technologies for upstream and downstream analysis for dam operation
  1. 🌱 Long-Term Water Demand Forecasting

  2. 👯 Satellite Rainfall Distribution using Machine Learning

  3. 🔭 Urban Inundation Forecasting using Machine Learning as Surrogate Model

  4. 🌱 Application of NeRF and 3DGS in Water Infrastructures

  5. 👯 Drought Quantification using Social data such as Newspapers

Study for Deeper Understanding. 🤓 Focusing 🤔

  1. Differentiable Modeling

Study HydroMT. 🤓 Focusing 🤔

  1. hydromt: https://github.com/DavidChoi76/hydromt
  2. hydromt_wflow: https://github.com/DavidChoi76/hydromt_wflow
  3. hydromt_delwaq: https://github.com/DavidChoi76/hydromt_delwaq
  4. hydromt_sfincs: https://github.com/DavidChoi76/hydromt_sfincs
  5. hydromt_fiat: https://github.com/DavidChoi76/hydromt_fiat
  6. hydromt_delft3dfm: https://github.com/DavidChoi76/hydromt_delft3dfm

YoungDon Choi's Projects

cnn_lstm_era icon cnn_lstm_era

Code used in the study "Evaluation and interpretation of convolutional long-short term memory networks for regional hydrological modelling"

cuahsi-stacks icon cuahsi-stacks

This is a compilation of docker images that follow the SPEC pattern.

currency_exchange_rates_dashboard icon currency_exchange_rates_dashboard

This python tool aims to retrieve currency exchange data by using Fixer API. Parameters for the requests and data display are controlled and implemented by a streamlit dashboard page.

dakota icon dakota

A Python API and BMI for the Dakota iterative systems analysis toolkit

dapper icon dapper

Data Assimilation with Python: a Package for Experimental Research

darts icon darts

A python library for easy manipulation and forecasting of time series.

deep-rl-class icon deep-rl-class

This repo contain the syllabus of the Hugging Face Deep Reinforcement Learning Class.

deepprecip icon deepprecip

A deep convolutional neural network for surface precipitation retrievals

dmol-book icon dmol-book

Deep learning for molecules and materials book

doodle_labeller icon doodle_labeller

A python/openCV tool for "Human-In-The-Loop" image segmentation and label image creation using semi-supervised ML

earthsim icon earthsim

Tools for working with and visualizing environmental simulations.

easymore icon easymore

EASYMORE; EArth SYstem MOdeling REmapper

eemont icon eemont

A python package that extends Google Earth Engine.

elyra icon elyra

Elyra extends JupyterLab Notebooks with an AI centric approach.

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