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Autonomous lifelong learning intelligent systems

Total activity: 17
Type of activity
Competitive project
Acronym
ALLIES
Funding entity
AGENCIA ESTATAL DE INVESTIGACION
Funding entity code
PCIN-2017-079
Amount
120.000,00 €
Start date
2017-12-01
End date
2021-10-31
Abstract
Standard machine learning systems require massive data and huge processing infrastructures, but the main limitation to their spreading comes from the
need of the empirical and rare knowledge of an experienced data scientist able to set and adjust their behaviour over time. The ALLIES project will lay
the foundation for development of autonomous intelligent systems sustaining their performance across time.
Such unsupervised system will be able to auto-update and perform self-evaluation to be aware of the evolution of its own knowledge acquisition. It
should adapt to a changing environment by following a given learning scenario that balances the importance of performance on past and present data to
avoid unwanted regression. Such systems could not be developed without adapted metrics and protocols enabling their objective and reproducible
evaluation. This evaluation should continuously assess the performance on the given task and quantify the effort required to reach it in terms of
unsupervised data collected by the system and of interaction with humans in the case of active-learning. The ALLIES project will develop, evaluate and
disseminate those metrics and protocols. They will be available to European actors via an open evaluation platform dedicated to reproducible research.
An evaluation campaign and a workshop will be organised to engage the community on this path. By publicly releasing the evaluation protocols and data,
by setting up a dedicated evaluation platform and by developing autonomous systems for two tasks: machine translation and speaker diarization, we
believe that the ALLIES project will boost the development of intelligent lifelong learning systems in Europe.
Keywords
aprendizaje automático y permanente, intelligent systems, lifelong learning, machine learning, machine translation, sistemas inteligentes, traducción automática
Scope
Adm. Estat
Plan
Plan Estatal de Investigación Científica y Técnica y de Innovación 2013-2016
Resoluton year
2017
Funcding program
Programa Estatal de Investigación, Desarrollo e Innovación Orientada a los Retos de la Sociedad
Funding call
Acciones de Programación Conjunta Internacional
Grant institution
Agencia Estatal De Investigacion

Participants

Scientific and technological production

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