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[ EDTOOL · DATA ANALYTICS ]

Anomaly Detection

Statistical anomaly identifier for operational data — z-score / IQR / isolation-forest in one UI.

About this tool

Statistical anomaly identifier for operational data — z-score / IQR / isolation-forest in one UI.

Tech stack

Streamlitscikit-learnPandas

Key features

  • Multiple algorithms side-by-side
  • Tunable thresholds
  • Annotated chart of flagged points

Who uses Anomaly Detection?

Singapore training providers, WSQ ATOs, corporate L&D teams, and educational institutes use Anomaly Detection inside our AI-LMS-TMS deployment. Whether you need a single tool integrated into your existing classroom workflow or the full 37-tool suite, we scope, deploy, and train your team end-to-end.

[ Free consultation · reply within 1 business day ]