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Interactive Tools

These tools are small interactive demos that support my learning direction: time-series thinking, data exploration, and the long-term goal of AI-driven OT/ICS security monitoring.

Purpose

Tools are here to demonstrate applied skill, not to distract from my core pillars: Experience, Blog, and Projects.

Applied skill Interactive Evidence

Focus

Time-series signals, anomaly thinking, and data visibility — the same mindset used in OT/ICS monitoring.

Time-series Monitoring Anomalies

Future

Next will be an OT/ICS-focused anomaly detection demo with explainable alerts and low false positives.

OT/ICS Explainability Low false positives

📉 Time-Series Forecast Tool

A simple forecasting playground that supports time-series intuition — trend, seasonality, and noise. (This helps build the foundation for anomaly detection later.)

📊 3D Scatter Explorer (House Price Project)

Interactive visualization helps reveal feature relationships and distributions. This tool supports structured data exploration and ML reasoning.

If the embedded tool does not load on your device, open it directly:

Open Interactive Tool

⚡ Coming Next: OT/ICS Anomaly Detection Demo

Planned: a process-aware anomaly detection demo aligned to gas & power OT systems, where alerts are explained in operational language (what changed, where, and why it matters).

What I will publish here

  • Dataset choice (real or simulated industrial telemetry)
  • Baselines (threshold + seasonal models)
  • ML models (Isolation Forest / Autoencoder / Change-point detection)
  • False-positive control strategy (OT-friendly alerting)
  • Explainable alert format (operator-first)
See Projects Read Blog