Prediction of Impending Failure Using Machine Learning – Rajat Kumar, ST ENGINEERING

Session Outline

This talk at the Data Innovation Summit APAC 2023 includes the prediction of impending failures using historical sensor data by applying advanced techniques, like machine learning. Machine learning aids in diagnosing the failure and helps the operations, as well as the maintenance teams on the field. The journey from Machine learning proof of concept to successful machine learning deployment and its challenges.

Key Takeaways:

• Application of machine learning in live time-series big data.
• What methods worked and what doesn’t work.
• Understanding the operational constraints and working around them
• Keeping customers and stakeholders involved is the important key to any solution.