memlnaut-nisps/README.md

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# Neural Interactive Shaping of Parameter Spaces
https://musicallyembodiedml.github.io/memlnaut/approaches/nisps
## Web Playground
Try NISPS in your browser — no hardware required:
```bash
cd playground
python3 -m http.server
# Open http://localhost:8000
```
Train a neural network to map joystick positions to generative visuals through interactive machine learning. Two learning modes: direct example mapping and reinforcement learning with thumbs up/down feedback.
The playground UI includes an **Expand** toggle on the visual surface so you can make the canvas nearly full-screen while compressing parameter/control panels into a minimal strip beneath it.