3 posts
AI consulting in telecommunications delivers measurable value in churn prediction, network optimization, customer service automation, fraud detection and personalization.
What is SMOTE? SMOTE (Synthetic Minority Over-sampling Technique) is an over-sampling method that fixes class imbalance by generating new, synthetic examples of the minority class in imbalanced datasets. This guide: a clear definition, why SMOTE is needed, how it works, its variants, real-world and Türkiye examples, its limits, and FAQs.
What is anomaly detection? Anomaly detection is the process of automatically finding observations (outliers) in a dataset that deviate markedly from the expected pattern. This guide: a clear definition, how it works, methods like isolation forest, fraud detection and time series anomaly examples, supervised/unsupervised approaches, common mistakes, and FAQs.