Audience: Faculty
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Statistics Seminar: Mathematical Foundations for Machine Learning from a Nonlinear Time Series Perspective
Presenter: Jiaqi Li, William H. Kruskal Instructor, University of Chicago Description:Modern machine learning (ML) algorithms achieve remarkable empirical success, yet providing rigorous statistical guarantees remains a major challenge, particularly in distributional theory and online inference methods. In this talk, we will introduce a novel framework to provide mathematical foundations for ML by bringing powerful tools…
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Grad Slam Divisional Semi-Finals
What is Grad Slam? Grad Slam is a communication contest hosted by the UC Santa Cruz Graduate Division that is open to all graduate students (except those who have won 1st place in a previous Grad Slam. Currently enrolled graduate students who have won 2nd or the people’s choice in a prior Grad Slam may…
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Statistics Seminar: Inferring Unobserved Trajectories from Multiple Temporal Snapshots
Presenter: Yunyi Shen, Ph.D. Candidate, Department of Electrical Engineering and Computer Science, Massachusetts Institute of Technology Description: Practitioners often aim to infer an unobserved population trajectory using sample snapshots at multiple time points. E.g. given single-cell sequencing data, scientists would like to learn how gene expression changes over a cell’s life cycle. But sequencing any…
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Statistics Seminar: Boosting Biomedical Imaging Analysis via Distributed Functional Regression and Synthetic Surrogates
Presenter: Guannan Wang, Associate Professor, The College of William & Mary Description: Generative AI has emerged as a powerful tool for synthesizing biomedical images, offering new solutions to challenges such as data scarcity, privacy constraints, and modality imbalance. However, the reliable use of synthetic images in scientific analysis requires principled statistical frameworks that can assess…
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Kraw Lecture: Learning Earth’s Biodiversity via Space and eDNA
The California DNA Program (CALeDNA), launched from the University of California in 2017, has been tackling the massive disconnection in scales of measuring nature from satellite-based sensing down to DNA in a gram of soil or water. Through dozens of collaborative projects around the world, CALeDNA lab scientists have harmonized different ways of observing biodiversity…
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Ben Verdery, classical guitarist—with the UCSC Guitar Ensemble
Audiences are invited to Some Towns and Cities, a concert with internationally-recognized classical guitarist, composer, and educator Benjamin Verdery. The concert includes original compositions such as “Ellis Island,” featuring the UCSC Classical Guitar Ensemble, directed by Chris Mallett, and the world premiere of a composition called “Santa Cruz,” with William Coulter and Chris Mallett. Learn…
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Sharma, R. (CSE) – Automatically Evolving GPU Libraries for Performance Portable AI Kernels
GPUs are the workhorses of modern AI, widely deployed and developed by many vendors including Apple, Qualcomm, Intel, AMD, and NVIDIA. While these GPUs all offer high compute potential, programming them effectively is difficult because they differ in performance-critical features like SIMT width, cache capacity, and memory bandwidth, demanding different optimization strategies. Tunable kernels address…
