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Research Project Experience

[Feb 2022 – Present] General Manager, Precipitation Nowcasting
Collaboration with National Institute of Meteorlogical Sciences (NIMS)
Post-processing the estimated precipitation from NWP (Numerical Weather Prediction) model, in particular Global Data Assimilation and Prediction System (GDAPS), in Korea area using CNN-, RNN-, and attention-based model.
Improving generative models to mitigate the data imbalance problem.
[Apr 2021 – Jun 2021] Project Manager, Federated Learning
Collaboration with Electronics and Telecommunications Research Institute (ETRI)
Efficient AI for the deployment of edge devices
[Oct 2020 – Dec 2020] Project Manager, Object Detection
Collaboration with Electronics and Telecommunications Research Institute (ETRI)
Storage- and computation-efficient object detection models
[Sep 2020 – Nov 2020] Project Manager, Edge AI
Collaboration with Electronics and Telecommunications Research Institute (ETRI)
Efficient AI for the deployment to test-bed (Nvidia-Jetson)
[Apr 2020 – Dec 2020] Assistant, AutoML
Venture Research Program for Graduate and Ph. D students, KAIST
AutoML for user & task aware dynamic control of exoskeleton suit dimensions
[Jan 2020 – Dec 2020] Project Manager, Hyperparameter Search
Collaboration with Electronics and Telecommunications Research Institute (ETRI)
Automated hyperparameter search algorithm for ML algorithms.
[Apr 2018 – Dec 2019] Assistant, Edge AI
Collaboration with Electronics and Telecommunications Research Institute (ETRI)
Efficient models and training algorithms for Edge Device