Search for tag: "prediction"

Application of Physics-Informed Neural Networks (PINNs) on Chaotic Climate Systems Advised by: Curtis A. Deutsch; The Deutsch Research Group Gian Giacomo Navarra; The Deutsch Research Group

Coral reefs are one of the most biologically diverse and economically valuable ecosystems on the planet. They provide a critical habitat for marine life and serve as a foundation for many…

Rapid advancements in deep learning algorithms for computer vision tasks have produced powerful models that can accurately classify diseases from medical images across a variety of specialties. In…

Today, most methods for image understanding tasks rely on feed-forward neural networks. While this approach has allowed for empirical accuracy, efficiency, and task adaptation via fine-tuning, it…

My project explores the application of various deep learning methods to the problem of short-term wind gust prediction central to wind-aware control on real-world quadrotors, a ubiquitous issue for…

Benchmarking ML-Based MIMO Decoding Advised by: Prof. Kyle Jamieson, Computer Science Abhishek Singh, Computer Science

Exploring Approaches for Modeling the Turbulent Combustion of Fuel Mixtures Advised by: Prof. Michael Mueller, Mechanical and Aerospace Engineering

Algorithms make predictions about people constantly. The spread of such prediction systems has raised concerns that machine learning algorithms may exhibit problematic behavior, especially…

Event Segmentation and Hidden Markov Models Mentors: Prof. Ken Norman, Neuroscience Jamal Williams, Neuroscience

The cells in our body inherently possess an alarm system that can detect when an invader, such as a virus, infects the cell. Unfortunately, viruses are constantly evolving ways in which they can…

Imagine trying to catch a ball. Combining the position of the ball now with where it was a moment ago allows you to make a prediction of where the ball will be, a crucial piece of information for a…

Though hurricanes are some of the most destructive natural disasters, with the frequency of intense and damaging hurricanes increasing due to climate change, current estimates of damages from…