ML4Industry Energy Blog

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

Posts tagged with "machine learning"

From an Avalanche of Alerts to a Dialogue of Diagnosis: The C101 Compressor Story

We analyzed over 242,000 sensor records from a critical compressor, transforming a constant stream of noisy alerts into a clear, diagnostic language. This is the story of how we used machine learning to discover the hidden 'fingerprints' of inefficiency and failure, creating a data-driven roadmap to proactive maintenance and quantifiable business impact.

2025-09-10
Anomaly DetectionPredictive MaintenanceIndustrial AIMachine LearningCompressor MonitoringAsset Performance Management

The Ultimate Machine Learning Cheat Sheet for Non-Specialists

Demystifying machine learning concepts in plain English - a comprehensive guide that breaks down complex ML terminology and models into practical insights anyone can understand.

2025-05-19
machine learningdata sciencebeginners guidetech educationdata analytics