Browsing Computer Science by Supervisor "Ghodsi, Ali"
Now showing items 1-4 of 4
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Advancing Antibody Design: Integrating Protein Language Models for Enhanced Computational Strategies
(University of Waterloo, 2024-01-25)Antibodies, or immunoglobulins, are integral to the immune response, playing a crucial role in recognizing and neutralizing external threats such as pathogens. The design of these molecules, however, is complex due to the ... -
Approaches and Techniques to Enhance Efficiency and Performance of Non-Contrastive Self-Supervised Learning Methods
(University of Waterloo, 2023-03-31)Self-supervised learning (SSL) methods have gained considerable attention in recent years due to their ability to learn useful representations of data without relying on labels during training. These methods have ... -
Exploring New Forms of Random Projections for Prediction and Dimensionality Reduction in Big-Data Regimes
(University of Waterloo, 2018-05-01)The story of this work is dimensionality reduction. Dimensionality reduction is a method that takes as input a point-set P of n points in R^d where d is typically large and attempts to find a lower-dimensional representation ... -
Prediction and Planning in Dynamical Systems with Underlying Markov Decision Processes
(University of Waterloo, 2021-08-24)Predicting the future state of a scene with moving objects is a task that humans handle with ease. This is due to our understanding about the dynamics of the objects in the scene and the way they interact. However, teaching ...