Machine Learning Course for Mechanical Engineers
This Machine Learning Course for Mechanical Engineers focuses on enhancing pump reliability. Participants master sensor setup, signal processing, feature engineering, and predictive modelling to analyse plant data, diagnose failures quickly, cut downtime significantly, optimise pump designs, and make informed maintenance and engineering decisions confidently.

from 4 to 360h flexible workload
valid certificate in your country
What will I learn?
This course equips mechanical engineers with machine learning skills using real pump data to reduce downtime and maintenance costs. It covers centrifugal pump basics, sensor types and signals, feature engineering, and predictive models for rotating equipment, plus deployment, dashboards, and data-driven decision processes for reliable pump performance.
Elevify advantages
Develop skills
- Diagnose pump failures like cavitation, seal leaks, and bearing wear swiftly.
- Set up sensors for vibration, temperature, and flow data suited for machine learning.
- Build, train, and validate predictive maintenance models for pumps.
- Engineer features by extracting time and frequency data from pump signals.
- Optimise pump designs and maintenance schedules using machine learning insights.
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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