Classics Never Fade Away: Decipher Gaussian Mixture Model and Its Variants!
Towards AI
MARCH 8, 2025
Author(s): Kaitai Dong Originally published on Towards AI. Figure 1: Gaussian mixture model illustration [Image by AI] Introduction In a time where deep learning (DL) and transformers steal the spotlight, its easy to forget about classic algorithms like K-means, DBSCAN, and GMM. But heres a hot take: for anyone tackling real-world clustering and anomaly detection challenges, these statistical workhorses remain indispensable tools with surprising staying power.
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