AI Explore™ Automated Feature Exploration and Model Generation
-
- Classification, Regression, Anomaly Detection and Target Localization Models
- 10,000+ combinations of signal processing and statistical features covering time and frequency domains
- Common transforms on raw data, including logs, powers, derivatives, sign, and more
- Parametric statistical features and peak analysis
- Spectral features, including power, phase, spectral shape, periodicity, cepstral, wavelet, and more
- Linear and non-linear dimensionality reduction methods
- Time-frequency sparse coding and time pattern analysis
- Binary pattern and texture analysis
- Automatic optimization of selected feature spaces
- Automatic model generation and tuning to selected feature spaces
- Variety of real-time data parsing and triggering methods, including sliding window, energy peak segmentation, and transform-driven segmentation
- Variety of real-time smoothing and post-processing methods
- Automatic pre-processing for Radar data
- Explainability visualizations relating model function to underlying physics
