- PhD thesis - video + EMG auto-labeling for prosthetic-hand control
defense 2026 - Edge inference - on-device models on Intel Lunar Lake NPU (OpenVINO)
- fleet - one window to drive every research repo
Go + Svelte + TS
| Tool | Used for | How often |
|---|---|---|
| Python | signal processing / ML | MAIN |
| PyTorch | deep learning | daily |
| NumPy / Pandas | data frames | daily |
| OpenCV | video / pose | daily |
| Go | desktop / CLI | daily |
| Svelte + TS | reactive UI | daily |
| OpenVINO / NPU | edge inference | exploring |
| SCSS | frontend | occasional |
also scikit-learn / ONNX / Wails / C++ / Vite / Node / Docker / Git / Linux / Bash / Conda
| Project | What it is | |
|---|---|---|
CH1 |
RNNsignalRESEARCH |
Python - recurrent models over physiological / EMG time series. The signal-decoding core behind the prosthesis-control work. |
CH2 |
SODRESEARCH |
Python - salient object detection, finding what matters in a frame. Feeds the video side of the video + EMG pipeline. |
CH3 |
fleetIN DEV |
Go + Svelte + TS - a Wails desktop control panel that drives many git repos from one window: launch, watch, and orchestrate work across projects. Not public yet. |
CH4 |
Personal siteLIVE |
SCSS - hoijunkim.github.io |


