Predictive Maintenance on IoT Data for Early Fault Detection with Delta Lake

Predictive Maintenance on IoT Data for Early Fault Detection with Delta Lake

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Data ingestion

13 of 18

13 of 18

Data ingestion

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Classroom Contents

Predictive Maintenance on IoT Data for Early Fault Detection with Delta Lake

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  1. 1 Introduction
  2. 2 Agenda
  3. 3 What is Predictive Maintenance
  4. 4 Challenges
  5. 5 Data Platform Characteristics
  6. 6 Asset Transaction Capability
  7. 7 Storage
  8. 8 Architecture
  9. 9 Personas
  10. 10 Notebooks
  11. 11 Data Set
  12. 12 Streaming
  13. 13 Data ingestion
  14. 14 Data refinement
  15. 15 Data modeling
  16. 16 ML Flow
  17. 17 Summary
  18. 18 Questions

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