ML4Industry Blog

Insights, tutorials, and case studies on machine learning for industrial applications

Posts tagged "anomaly detection"

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Project Report: Symptomatic Alarm Pattern Discovery and Root Cause Analysis
10 min read

Project Report: Symptomatic Alarm Pattern Discovery and Root Cause Analysis

A formal summary of Project ID a496e3ae-5149-4a15-86dd-a3aee47f493f. This report details the full execution of the project, from the analysis of 102,319 alarm records to the development of an analytical pipeline for anomaly detection and the strategic vision for future capabilities.

Rik De Smet

Rik De Smet

Digital Transformation Expert

The goldilocks metric: why your AI needs to stop crying wolf
9 min read

The goldilocks metric: why your AI needs to stop crying wolf

What if a smoke detector with 99.9% accuracy could burn your house down? Welcome to the paradox of precision and recall—where being too good makes you terrible.

Rik De Smet

Rik De Smet

Digital Transformation expert