Added
- Data Operator class to handle data operation in Apache Airflow
- Data Units which are used with Data Operators to manage data input and output streams
- DBConnector to connect RDBMS database
- PlasmaConnector for connection to Arrow Plasma store
- Calibration model techniques
- Some ensemble models (Rotation Forest)
- Model explanation methods (feature contribution and prediction interval in Random Forest)
- Categorical and time series pre-built feature engineering
- Feature selection methods (greedy)
- Simple markov chains, supervised and unsupervised Hidden Markov Models
- End-to-end NN architectures
- Outlier detections techniques (MAD, FFT, Gaussian Process, ...)
- NLP models
- Pre-built function to display common graphics (Confusion matrix, ROC curve, prediction interval viz)
- Metrics score
- Miscellaneous functions (object persistence, file name generator, ...)