By Fall 2025, I felt more grounded in OMSA . The self-doubt from my first year hadn’t completely disappeared, but I was more comfortable with the program’s expectations and pace. This term focused heavily on theoretical depth and statistical rigor , and it pushed me to think more carefully about assumptions, modeling choices, and interpretation. ISYE 6740 – Computational Data Analysis ISYE 6740 is a mathematically intensive course that dives deep into the foundations of machine learning and data analysis. It draws heavily on calculus, linear algebra, probability, statistics , and optimization , and emphasizes understanding why algorithms work, not just how to apply them. Topics such as dimensionality reduction , clustering, classification, and optimization are treated from a theoretical perspective, often involving careful derivations and proofs. Prof. Xie is an exceptional instructor—wise, incredibly sharp, and remarkably clear. She has a rare ability to explain mathematically in...
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