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HDSI/TILOS Seminar | Rob Nowak | What Kinds of Functions do Neural Networks Learn? Theory and Practical Applications

Halıcıoğlu Data Science Institute (HDSI), Room 123, 3234 Matthews Ln, La Jolla, CA, 92093, United States

When Wednesday July 24th 10:00am *Updated Where: HDSI 123 * Updated Zoom Info: https://ucsd.zoom.us/j/99334315002 *Updated Title: What Kinds of Functions do Neural Networks Learn?  Theory and Practical Applications Abstract:  This talk presents a theory characterizing the types of functions neural networks learn from data. Specifically, the function space generated by deep ReLU networks consists of compositions of functions from the […]

Event Series Seminar Series

HDSI Seminar – Maksim Kitsak -Modeling and Inference of Complementarity Mechanisms in Networks.

Halıcıoğlu Data Science Institute, 3234 Matthews Ln, La Jolla, CA 92093, USA Room 123

Talk Information: When Wednesday Oct 30th 1:00pm Where: HDSI MPR 123 Zoom Info: http://bit.ly/HDSI-Seminars Title: Modeling and Inference of Complementarity Mechanisms in Networks. Abstract: "In many networks, including networks of protein-protein interactions, interdisciplinary collaboration networks, and semantic networks, connections are established between nodes with complementary rather than similar properties. What is complementarity? The Oxford Dictionary asserts that […]

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Revisiting Scalarization in Multi-Task Learning | Prof. Han Zhao

Halıcıoğlu Data Science Institute (HDSI), Room 123, 3234 Matthews Ln, La Jolla, CA, 92093, United States

Title: Revisiting Scalarization in Multi-Task Learning Abstract: Linear scalarization, i.e., combining all loss functions by a weighted sum, has been the default choice in the literature of multi-task learning (MTL) since its inception. In recent years, there has been a surge of interest in developing Specialized Multi-Task Optimizers (SMTOs) that treat MTL as a multi-objective optimization problem. […]

Event Series Seminar Series

HDSI Seminar – Hongzhe Li

Computer Science & Engineering Building (CSE), Room 1242 3234 Matthews Ln, La Jolla, CA, United States

When Wednesday Feb 5th 2:00pm Where: Computer Science & Engineering (CSE) 1st floor, Seminar Room 1242 Title: Fréchet Regression of Random Objects on Vector Covariates and Its applications for Single Cell RNA-seq Data Analysis Abstract: Population-level single-cell RNA-seq data captures gene expression profiles across thousands of cells from each individual in a sizable cohort. This data facilitates the […]

Event Series Seminar Series

HDSI Seminar – Victor Minces – The Sound of Data

Halıcıoğlu Data Science Institute Room 123, 3234 Matthews Ln, La Jolla, CA 92093, USA

When Friday, February 21st Where: HDSI MPR 123 Title: The Sound of Data Speaker: Victor Minces Abstract: In this talk, Dr. Minces will give an overview of his career and how it led to the development of Listening to Waves, a program that creates playful activities and web applications that connect music with science through data visualization and sonification. He […]

Seminar: Deep Learning Theory in the Age of Generative AI – Sadhika Malladi

CSE 1242

Monday, March 17 11:00 AM - 12:00 PM (PST) CSE 1242  Title: Deep Learning Theory in the Age of Generative AI Abstract: Modern deep learning has achieved remarkable results, but the design of training methodologies largely relies on guess-and-check approaches. Thorough empirical studies of recent massive language models (LMs) is prohibitively expensive, underscoring the need for […]

Seminar – Jeremy Bernstein – Metrized Deep Learning

Computer Science & Engineering Building (CSE), Room 1242 3234 Matthews Ln, La Jolla, CA, United States

Jeremy Bernstein MIT CSAIL Monday, March 31 11:00 AM - 12:00 PM (PST) CSE 1242 Title: Metrized Deep Learning Abstract: We build neural networks in a modular and programmatic way using software libraries like PyTorch and JAX. But optimization theory has not caught up to the flexibility of this paradigm, and practical advances in neural net […]

Event Series Seminar Series

HDSI Seminar – Xiaofei Shi- Continuous-time Reinforcement Learning with Forward-Backward Stochastic Differential Equations

Halıcıoğlu Data Science Institute (HDSI), Room 123, 3234 Matthews Ln, La Jolla, CA, 92093, United States

When Monday April 7th 1:00pm Where: HDSI 1st Floor Multipurpose Room 123 Title: Continuous-time Reinforcement Learning with Forward-Backward Stochastic Differential Equations Abstract: In this talk we introduce a mathematical formulation of reinforcement learning problem with a system of forward-backward stochastic differential equations (FBSDEs). With the Deep FBSDE Solver proposed by Han, Jentzen, and E (2018), […]

Event Series Seminar Series

Powell-Focht Bioengineering Hall (PFBH), FUNG Auditorium

Seminar Information Seminar Date April 11, 2025 - 2:00 PM Location The FUNG Auditorium - PFBH     Abstract Personal and population health applications built on top of large-scale mobile sensor data and computing platforms have a great potential to impact the way we diagnose diseases, track, and manage our health. However, the existing sensing […]

LIVED EXPERIENCE RESEARCH SUMMIT

Halıcıoğlu Data Science Institute (HDSI), Room 123 3234 Matthews Ln, La Jolla, CA, United States

Location: HDSI MPR To watch via zoom please contact: hdsiassistant@ucsd.edu Formerly Incarcerated professor speaking on his lived experience in research. Researchers from Smarr Lab and MOSAIC lab. Noel Vest, PhD, is an Assistant Professor at the Boston University School of Public Health. His research interests include mental health, substance use disorders, and addiction recovery. As […]