ML4Industry Factory Blog
Insights, tutorials, and case studies on machine learning for factory applications
Posts tagged with "predictive maintenance"
AI-Driven Anomaly Detection for AHU Supply Airflow
We taught an AI model to understand the 'healthy' behavior of an Air Handling Unit (AHU) by predicting its normal airflow. The project was a success, developing an XGBoost model with over 96% accuracy, establishing a strong foundation for predictive maintenance by enabling earlier and more reliable fault detection.
The Blueprint or the Gamble: Why a Clear Project Plan Is Your Greatest Asset
As a manager, you want successful outcomes. Discover why a vague project plan is a recipe for failure, while a detailed blueprint empowers your team, de-risks your investment, and guarantees measurable success. Learn to distinguish between a gamble and a guaranteed win.
Beyond the Black Box - Making Machine Learning Transparent and Trustworthy in Industry
Discover why explainability is crucial for ML adoption in critical industrial operations and how to build trust through transparency and clear communication.
From Data Skeptic to Data Champion - Overcoming Internal Resistance to ML Initiatives
Explore the common reasons behind resistance to Machine Learning projects in organizations and learn practical strategies to build trust, manage change, and demonstrate business value.
Predictive maintenance in factory settings - a comprehensive guide
Learn how to implement predictive maintenance in your factory using machine learning and IoT sensors.