AI Statistical Battle

• Worked directly with senior faculty to mathematically model high-dimensional data environments, analyzing theoretical and algorithmic relationships between Principal Component Analysis (PCA) and Factor Analysis (FA). • Wrote, compiled, and optimized custom computational scripts in MATLAB to execute Singular Value Decomposition (SVD), extract eigenvalues, and map cumulative percentage variance distributions. • Managed and processed highly scattered, large multivariate datasets, standardizing raw operationa

Thesis: "Relationship between the Principle Component Analysis and Factor Analysis" Specialization: High-Dimensional Variance Decomposition, Singular Value Decomposition (SVD), Matrix Representation of Multivariate Data, and Stochastic System Modeling. Directly focused on using linear transformat