Skills

Area of expertise

• Data science

• Machine learning & Deep learning (Computer vision)

• Statistical analysis

Software skills

Programming languages

• Python (Pycharm, Anaconda)

• OS: Windows, Linux

Analytic programs/toolboxes/libraries

• Machine Learning (Boosting models, Tree models, RandomForest, SHAP and PDP plot) - PyTorch, Tensorflow, Keras, sklearn

• GUI for Python - Tkinter

• Computer Vision (Object detection and Image segmentation) - Mask2Former, YOLO, Mediapipe

Data and Statistical Analysis

• SPSS

• STATA

• Mplus

• Python

• Statistical Understanding of Deep Learning (RNN, CNN, LSTM, and Transformer models)

Spatial Analysis

• GIS tools (ArcGIS, QGIS) and plugins (Depthmap)

• GeoDa

Visualization

• 2D: Photoshop, Illustrator, AutoCAD, Premier (video-editing)

• 3D: AutoCAD 3D, Revit, CityEngine, Unity, Twin-motion

Hardware skills

VR device

• Oculus quest 2

• HTC vive pro 2

• DP VR (For group education)

Bio-signal device

• Empatica embrace plus

Miscellaneous

• Ultimaker S5 (3D printer)

• 2X DP 303 (3D printer)

• Backpack PC (Support VR device)

Etc.

Languages

• Korean (Native)

• English (Intermediate)

Office

• Microsoft word

• Microsoft excel

• Microsoft power point