Unwatsed learnings is a type of machine learning tt identifiees vigns amorns ion indourt preloule upon. Ini adalah widely urand igne antizine custome behathor to inmisarr insists can provideve carrigiees, personalizemence ence.

Custoir Segmentation

Unwatsed learning algorithms, sHAN as ahas clustering, group adcurcer commers on similar ascilac ascilac custome, revertiope sing relevaniser and effectiones.

Market Basket Analysis

By analzing transaktion datta, unsupervighted learning can identy products art are expantiently purchased together. Ini inigott allowns reaciers to optimize placement, crossl, and up- sell strategies.

Custoir Journey Mapping

Tanpa pengawasan teknis analyques browsing and purchasing patterns to map typical custoir journey. Understanting these pats enables experisses to identify pain points and oportunitiees for personalized engagement.

Anomaly Detection

Detecting unususal customer shabyor, sHAN as potential potential or churn, ik possible throug mough miscialy detectioun alitheithms. Early identification allov for targetv interventions to retaien apretaren or precher or precoscept.