Machine Learning Course for Mechanical Engineers
This course equips mechanical engineers with machine learning skills to analyze pump data, predict failures, and optimize maintenance and design using real-world sensor signals and predictive models.

from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This focused Machine Learning Course for Mechanical Engineers shows how to use real pump data to cut downtime and maintenance costs. You learn centrifugal pump fundamentals, sensors and signal types, feature engineering, and predictive models tailored to rotating equipment. The course covers deployment, dashboards, and decision workflows so you can move from reactive fixes to reliable, data-driven pump performance.
Elevify advantages
Develop skills
- Pump failure diagnosis: detect cavitation, seal leaks, and bearing wear fast.
- Sensor data setup: configure vibration, temperature, and flow signals for ML.
- ML model building: train and validate predictive maintenance models for pumps.
- Feature engineering: extract time and frequency features from pump signals.
- Design optimization: use ML insights to refine pump design and maintenance plans.
Suggested summary
Before starting, you can change the chapters and workload. Choose which chapter to start with. Add or remove chapters. Increase or decrease the course workload.What our students say
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