AI in the Real World Section 106
Manufacturing and Predictive Maintenance
Factories generate enormous sensor data and almost no failures — which flips how you build and prove a model.
10 of 10 lessons published Three reading levels on every lesson
Lessons in order
Work top to bottom. Each lesson assumes the one above it.
- Industrial sensor and historian data
- Predictive maintenance
- Remaining useful life
- Building a model from four failures
- Vibration analysis for rotating machines
- Visual defect inspection
- Soft sensors
- Control charts versus machine learning
- Yield analysis and wafer maps
- Deploying a model inside a factory