Abstract background with AI and maintenance visual

Mini-Course Curriculum

Your step-by-step journey to mastering AI-powered predictive maintenance

Course Modules & Lessons

Foundations of Predictive Maintenance

Module 1: Foundations of Predictive Maintenance

  • What is Predictive Maintenance?
  • The Evolution from Reactive to Predictive Strategies
  • How AI Enables Modern Maintenance
  • Business Benefits & Key Concepts
Data Collection and Preparation

Module 2: Data Collection & Preparation

  • Essential Equipment Data Types
  • Best Practices for Data Collection
  • Cleaning and Preprocessing Data
  • Common Pitfalls & Solutions
AI Models for Failure Prediction

Module 3: AI Models for Failure Prediction

  • Understanding AI for Maintenance
  • Simple Machine Learning Concepts
  • Building & Deploying a Basic Model
  • Using Accessible Tools (No Coding Required)
Implementation Strategies

Module 4: Implementation Strategies

  • Planning Your Predictive Maintenance Rollout
  • Gaining Stakeholder Support
  • Integrating with Current Systems
  • Overcoming Organizational Challenges
Case Studies & Practical Applications

Module 5: Case Studies & Practical Applications

  • Industry Case Studies
  • AI in Action: Success Stories
  • Interactive Scenarios & Exercises
  • Final Knowledge Check

Average completion time: 4 hours

Video lessons & practical assignments

Certificate of Completion

Interactive Elements

Hands-On Exercises

Solve practical tasks and apply your new skills on real maintenance data.

Discussion & Support

Join our peer community and get guidance from AI maintenance professionals.

Knowledge Checks

Quiz yourself as you learn to reinforce each essential concept.

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Get Started on Your AI Maintenance Journey

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