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Afriskora Training Solutions
Engineering & Maintenance

AI for Maintenance and Reliability Engineering

Use sensor data, machine learning and digital twins to predict failures and optimise maintenance across the asset life cycle.

  • 3 days
  • Classroom · Live virtual · In-house
  • Afriskora Certificate of Completion

Course overview

Predictive maintenance promises fewer breakdowns and lower costs, but many pilots never scale. This course explains how condition data, machine learning and digital twins can predict failures, estimate remaining useful life and optimise maintenance and renewal decisions. Participants learn what data is needed, how to assess vendors and how to build a business case that operations will support.

Who should attend

  • Reliability and maintenance engineers
  • Asset and maintenance managers
  • Data analysts in industrial organisations
  • Operations and engineering leaders

What you will be able to do

  • Explain predictive and prescriptive maintenance approaches
  • Identify data requirements and sources
  • Understand anomaly detection and remaining-useful-life models
  • Use digital twins for asset life-cycle decisions
  • Build a business case and scale predictive maintenance

Course outline

  1. Module 1From preventive to predictive

    • • Maintenance maturity
    • • Condition data and sensors
    • • CMMS and historian data
    • • Data quality
  2. Module 2AI techniques

    • • Anomaly detection
    • • Remaining useful life
    • • Digital twins
    • • Generative AI for maintenance knowledge
  3. Module 3Scaling up

    • • Vendor and platform selection
    • • Business case
    • • Change management with technicians
    • • Roadmap

Frequently asked questions

How long is the AI for Maintenance and Reliability Engineering course?

The course runs for 3 days. Daily start and finish times are confirmed in your joining instructions. Live virtual sessions cover the same programme.

Do I receive a certificate?

Yes. Every participant who completes the course receives an Afriskora Certificate of Completion with a unique code that employers can verify online.

Can this course be delivered in-house for our team?

Yes. We can run it at your premises or online for your team, on dates that suit you, and adapt examples and case studies to your sector.

How do I book and pay?

Request dates and we'll send available sessions and a quote. Bookings are confirmed by invoice and paid by EFT. South African clients can include the course in their Workplace Skills Plan.

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