Ali Ayub, Concordia University

Research

personalization for autonomous systems interactive machine learning continual learning active learning human-robot interaction deep learning lifelong learning

Latest funding

Continual Active Learning Methods for Long-Term Personalization of Real-World Autonomous Systems
NSERC · 2024 · Principal investigator
$32,000
Continual Active Learning Methods for Long-Term Personalization of Real-World Autonomous Systems
NSERC · 2024 · Principal investigator
$12,500

All 2 grants and awards

Continual Active Learning Methods for Long-Term Personalization of Real-World Autonomous Systems

Principal investigatorNSERC2024Discovery Grants Program - Individual

Principal investigators: Ayub, Ali

Keywords: personalization for autonomous systems; interactive machine learning; continual learning; active learning; human-robot interaction; deep learning; lifelong learning

$32,000

Continual Active Learning Methods for Long-Term Personalization of Real-World Autonomous Systems

Principal investigatorNSERC2024Discovery Launch Supplement

Principal investigators: Ayub, Ali

Keywords: personalization for autonomous systems; interactive machine learning; continual learning; active learning; human-robot interaction; deep learning; lifelong learning

$12,500

From CIHR, NSERC and SSHRC funding decisions: CIHR since 2008, NSERC since 1991 and SSHRC since 1998, including their latest published competition results.

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Applying for

Mention their NSERC grant from 2024

Subject: Prospective PhD student: personalization for autonomous systems Dear Professor Ayub, My name is [your name], and I am a [your current degree or role] at [your institution]. I am applying for a PhD position starting in [term and year]. Your research on personalization for autonomous systems connects closely to my own work on [your research topic]. [One or two sentences on what you did and what you learned.] I also saw your NSERC-funded project "Continual Active Learning Methods for Long-Term Personalization of Real-World Autonomous Systems" (2024), and I would be glad to contribute to work in that direction. Are you accepting new PhD students for [term and year]? I have attached my CV and transcripts, and I would be glad to talk at a time that suits you. Thank you for your time. Kind regards, [your name]