My Journey & Experience
In 2026, working within advanced coursework including AI, Big Data, and Data Analysis required high-performance numerical computing, making NumPy indispensable. I rely on NumPy for multi-dimensional array manipulation, matrix operations, tensor reshaping, and statistical filtering. Understanding contiguous memory layouts and vectorized broadcasting allows me to prepare raw, messy datasets into optimal structures for downstream machine learning workflows.