Clustering Skill

Discover hidden patterns and groupings in unlabeled data.

Quick Start

from sklearn.cluster import KMeans
from sklearn.preprocessing import StandardScaler
from sklearn.metrics import silhouette_score

# Always scale before clustering
scaler = StandardScaler()
X_scaled = scaler.fit_transform(X)

# Cluster
kmeans = KMeans(n_clusters=5, random_state=42, n_init=10)
labels = kmeans.fit_predict(X_scaled)