D3M AutoML Systems

  • SRI Autoflow System

    • SRI International's automated machine learning system, Autoflow, based on the GAMA (General Automated Machine learning Assistant) engine. Autoflow combines custom pipelines suited to particular problem types with broad sweeps of available primitives and hyperparameters to expose novel solutions. Autoflow is particularly suited to problems involving text.

  • TODS: An Automated Time-series Outlier Detection System

    • TODS is a full-stack automated machine learning system for outlier detection on multivariate time-series data. TODS provides exhaustive modules for building machine learning-based outlier detection systems, including: data processing, time series processing, feature analysis (extraction), detection algorithms, and reinforcement module.