An open-source framework for advanced AutoML. It can build composite modeling pipelines for different real-world processes in an automated way using an evolutionary approach. It supports classification, regression, time series forecasting, and multi-modality.

Hi! I am Nikolay Nikitin, the AI/ML researcher from ITMO University. In our laboratory, we are developing a promising open-source tool for the automated building of composite machine learning pipelines. It is named FEDOT (https://github.com/nccr-itmo/FEDOT). FEDOT is a framework for automated modeling and machine learning (AutoML). It can build custom modeling pipelines for different real-world processes in an automated way using an evolutionary approach. FEDOT supports classification (binary and multiclass), regression, clustering, and time series prediction tasks, as well as different data types and multi-modal cases. Also, sensitivity analysis of the pipelines, initial assumption of optimization, domain-specific objective functions, and other interesting features are implemented. The large paper that describes the details of implementation is available at https://www.sciencedirect.com/sc.... Currently, we are working on new features and trying to improve the performance and the user experience of FEDOT. Also, we are doing several research tasks related to AutoML time-series benchmarking and multi-modal modeling. Any contribution is welcome. Our R&D team is open to cooperation with other scientific teams as well as with industrial partners. We’ll be happy to answer any questions and appreciate any feedback - from comments to the GitHub stars.

This tool helped me and teammates to win the hackathon (https://github.com/ITMO-NSS-team...), it is a cool AutoML framework, which is very good at time series forecasting, regression and classification tasks

This is unusual AutoML solution. Commertial tools use restricted pool of models, NN architectures, etc. This is rather scientific AutoML that search best possible model from wide variety of "building blocks".

FEDOT

Open-source AutoML for the composite pipelines

Open-source AutoML for the composite pipelines