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Teaching Experience

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