Wei-Ting Kuo, Ph.D. Email & Phone Number

Mountain View, California, United States

La Jolla, Ca, United States

Machine Learning Project:• Used pre-trained Vision Transformer to perform galaxy morphology classification task with an F1 score of 80% • Performed nonlinear dimensional reduction tool (UMAP) to visualize high-dimensional representation in 2D• Visualized the attention map to investigate how Vision Transformer performs visual identification• Preprocessed data and trained multiple machine learning models including predictive model, classification model, linear/logistic regression, random forest, kNN and Bayesian classifier• Implemented data preprocessing and data mining (PCA) to investigate feature correlations• Implemented linear regression, random forest, support vector machine, neural networks, statistical inferenceQuantum Computation and Condensed Matter Project:• Conducted analytical and numerical research in quantum information and condensed matter physics• Performed statistical analysis on the eigenvalue and eigenvector from different systems• Parallelized the differential equation solver and ran it on the Amazon Web Services • Analyzed the noisy simulation data with autocorrelation to extract the length scale information• Performed numerical simulation of quantum dynamics in different types of quantum circuit

San Diego, California, United States

Lab Teaching Assistant Coordinator [1ABCL: Mechanics Laboratory, Electricity and Magnetism Laboratory, and Waves, Optics, and Modern Physics Laboratory]• Organized weekly training meetings to train teaching assistants• Instructed non-physics major students to perform physics experiments• Explained physics concepts to students and guided them to complete lab reports• Wrote grading rubrics for teaching assistants and video scripts for filming the lab videosLecture Teaching Assistant [Electromagnetism, Quantum Physics, Graduate Mechanics]• Hosted weekly discussion sections and office hours to guide student to finish homework assignments