Overview
The Universitat Autònoma de Barcelona is offering a PhD position in the Learning and Machine Perception (LAMP) team, focusing on continual learning for foundation models. This opportunity is significant for those interested in advancing machine learning methodologies, particularly in adapting models to new tasks while retaining prior knowledge.
Background & Relevance
Continual learning is a vital area in machine learning, especially as it pertains to foundation models that are increasingly used across various applications. The ability to adapt to new tasks without forgetting previously acquired knowledge is crucial for the development of robust AI systems. This research area is gaining traction as the demand for more flexible and efficient AI solutions grows in both academic and industrial settings.
Key Details
- Position Duration: 4 years
- Location: Universitat Autònoma de Barcelona, Spain
- Research Focus: Continual learning for foundation models, including optimization, parameter-efficient adaptation, model merging, and multi-modal learning.
- Supervisors: Joost Van de Weijer and Bogdan Raducanu
- Living Allowance: 22-24k€/year (gross salary)
- Application Link: Application Form
Eligibility & Participation
Candidates should possess a background in machine learning or computer vision, with prior experience in deep neural networks. Fluency in English, both written and spoken, is required. The ideal applicant should be capable of working collaboratively while also demonstrating independence and initiative.
Submission or Application Guidelines
Interested individuals should reach out to Dr. Joost van de Weijer for further information. Applications must be submitted through the provided online form and should include a comprehensive CV. The position is open until a suitable candidate is found, with a start date as soon as possible.
More Information
This PhD opportunity is positioned at the intersection of continual learning and foundation models, which are pivotal in the current landscape of AI research. By focusing on adapting models to new tasks, this research could lead to significant advancements in how AI systems learn and operate in dynamic environments.
Conclusion
This is a compelling opportunity for those looking to contribute to cutting-edge research in machine learning. Interested candidates are encouraged to apply and explore this unique position within the LAMP team at the Universitat Autònoma de Barcelona.
Category: PhD & Postdoc Positions
Tags: machine learning, computer vision, deep learning, continual learning, foundation models, multimodal learning, Barcelona, PhD position, CVC, LAMP team, research funding, AI research
