Traditional, Advanced and Deep Machine Learning Techniques, for example
● ARIMA, ETS, RNN ● XGBoost, elastic-net, etc. ● Linear trends, decompositions, facebook prophet, fourier models
Open Source Models, for example
● Facebook Prophet ● Spark ● Eureqa
DataRobot automatically creates modelling blueprints based on the data, features, and time horizons. Below is a small sample of the thousands blueprints that DataRobot is capable of building automatically based on a time series problem.
● Hierarchical blueprints ● Mean Response per Series blueprints ● Series-scaled ENT blueprints
Time Series Anomaly Detection, for example
● Bollinger Band Anomaly Detection ● Double Median Absolute Deviation Anomaly Detection ● Isolation Forest Anomaly Detection