# Final Projects ## Group 1: Galaxy Image Sorting - Members: Noah Hood, Evelyn Kimbirk, Zice Zhao, Michael Hench, Travis Beebe - [Presentation](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group1_Presentation.pdf) - [Code](https://github.com/blackcomb-dev/phys139-239-final-proj) - [Report](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group1_Report.pdf) ## Group 2: Interaction Networks for the Identification of Boosted $H \to bb$ Decays - Members: Freddy Ramirez, Zihan Zhao, Arturo Sorenson, Danylo Drohobytsky - [Presentation](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group2_Presentation.pdf) - [Code](https://github.com/JavierZhao/Reproduction_of_IN) - [Report](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group2_Report.pdf) ## Group 3: Particle Tracking with a Graph Neural Network - Members: Tony Aportela, Jason Weitz, Dmitri Demler - [Presentation](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group3_Presentation.pdf) - [Code](https://github.com/AnthonyAportela/physML_group3) - [Report](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group3_Report.pdf) ## Group 4: Convolutional Visual Network for Classification of Jet Images - Members: Daniel Primosch, Anni Li, Quinn Picard, Adolfo Partida Lizarraga - [Presentation](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group4_Presentation.pdf) - [Code](https://github.com/danprim/phys239_project) - [Report](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group4_Report.pdf) ## Group 5: DeepClean Neural Network for Gravitational Wave Noise Reduction - Members: Preethi Karpoor, John Choi, Matthew Vigil, Laura Jian - [Presentation](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group5_Presentation.pdf) - [Code](https://github.com/telmar3/PHYS139_FinalProject) - [Report](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group5_Report.pdf) ## Group 6: Using Convolutional Neural Networks for Fast X-ray Bragg Peak Position Determination - Members: Boyan Stoychev, Aditya Sriram, Sean Chen, Andy Wan, Donald Dean - [Presentation](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group6_Presentation.pdf) - [Code](https://github.com/miwan1/PHYS139_Group6_Project) - [Report](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group6_Report.pdf) ## Group 7: Physics-informed Convolutional Neural Networks for Temperature Field Prediction of Heat Source Layout without Labeled Data - Members: Aashay Arora, Wenzhong Hu, Thomas Sievert, Peter Knauss - [Presentation](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group7_Presentation.pdf) - [Code](https://github.com/aaarora/hsl-tfp) - [Report](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group7_Report.pdf) ## Group 8: Application of Convolutional Neural Networks to Neutrino Interaction Identification - Members: Billy Li, Sahil Bhalla, Jay Ke-Chieh Sun, Carlos Pareja - [Presentation](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group8_Presentation.pdf) - [Code](https://github.com/cpareja3025/phys139-239_final_project) - [Report](https://jduarte.physics.ucsd.edu/phys139_239/finalprojects/Group8_Report.pdf)