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Ajay Jaiswal's Homepage Ajay Jaiswal's Homepage Home Research Resources Contact About Home Projects Resources Contact About Ajay Jaiswal I am a Ph.D. student at the The University of Texas at Austin working with Prof. Ying Ding , and Prof. Atlas Wang . I am a member of Visual Informatics Group (VITA) @UT Austin . I am also a recipient of Amazon Ph.D. Fellowship . My reseach interest are empirical foundations of machine learning: using rigorous controlled experiments to understand the impact of data, model architecture, and other components of a pipeline to enable efficient and reliable machine learning systems. During my PhD, I applied this to address several fundamental bottlenecks (efficient and scalable training, fine-tuning and inference) for modern-day neural networks (especially large foundational models and graph neural networks). ...
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