Quickstart

Here’s a minimal working example of using HySOM for training and visualizing an SOM

from hysom import HSOM
from hysom.utils.datasets import get_labeled_loops
from hysom.utils.plots import plot_map

# Get sample data
loops, _ = get_labeled_loops()

# Train SOM
som = HSOM(width=8, height=8, input_dim = loops.shape[1:])
som.train(loops, epochs = 5)

# Visualize results
prototypes = som.get_prototypes()
_ = plot_map(prototypes)