Data Scientist Specialized in Machine Data Analytics

With the "Data Scientist Specialized in Analysis of Machine Data" certificate, we certify a basic understanding of suitable AI methods for machine data analysis. A "Data Scientist Specialized in Analysis of Machine Data" is able to apply these independently to sensor or simulation data in order to monitor processes, process use cases and draw new insights from the data.

The exam is aimed at engineers who want to use AI methods to analyze machine and plant data and analysts and programmers who are interested in processing and analyzing sensor data.

Dealing with sensor data

• ntroduction to the analysis of machine data
• Basics of sensor technology
• Pre-processing of sensor data
• Normalization and filtering

Statistical models and feature engineering

• Simulations
• Event time analysis
• Simple features
• Basics of feature engineering

Complex features and ML methods

• Spectral analysis and complex features
• Dimension reduction for high-dimensional data
• Clustering
• Anomaly detection

Detailed use case handling in Python

• Predictive maintenance
• Use case handling in Python