Postdoc Position in Optimization for Continual

hace 1 mes

Bellaterra, España Centre de Visio per Computador A tiempo completo

**Job Reference**: 20241115_LAMP POSTDOC
**Closing date**: 26/11/2024
About CVC
The Computer Vision Center (CVC) is a non-profit research center established in 1995 by the Generalitat de Catalunya and the Universitat Autònoma de Barcelona (UAB). Its mission is to carry out cutting-edge research that has the highest international impact in the field of computer vision. It also promotes the transference of knowledge to industry and society.
Computer vision is an exciting research area and an omnipresent technology, essentially empowering machines with the sense of vision. The CVC is a successful marriage between knowledge and innovation. In addition to our cutting-edge scientific achievements, we have established lasting ties with industrial partners and created several spin-off companies.
Hosting group
Context and Mission
We are seeking a postdoc to join the Learning and Machine Perception (LAMP) team. This is a temporary position for 6 months.
He/she will work on optimization techniques for fast retraining of deep neural networks. The project is within the context of sustainable AI, where the current paradigm of retraining from scratch is replaced by a methodology based on continual learning of networks. The focus will be on optimization techniques which prevent the stability gap (which temporarily reduces the network performance).
**The tasks include**:
(i) Implementation of algorithms for fast adaptation to new data.
(ii) the writing of the research results in a publication.
(iii) supervision of master and/or PhD students related to the project.
**Requirements**:
Background in machine learning and deep learning.
Knowledge of continual learning and optimization theory is desired but not mandatory.
Experience in competitive research projects in public research institutions will be highly evaluated (18 months minimum)
Other merits
Experience superior to that required in similar positions.
Valuable experience in Catalan public research entities.
Candidatures that meet the above requirements will be evaluated using the following criteria:
Other merits (25 extra points each).
Conditions
The position will be located at Computer Vision Center (Campus Universitat Autònoma de Barcelona).
We offer a full-time contract (37.5h/week) temporary contract.
**Duration**: 6 months
**Starting date**: December 1st, 2024
Applications procedure and process
Applications procedure and process
OTM-R principles for selection processes
For more information follow this link

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