ASSIGNMENT: NumPy Foundations

Create a Jupyter Notebook demonstrating core NumPy operations. Your submission should include: creating arrays from lists and using arange/linspace, reshaping and indexing arrays, element-wise operations and broadcasting, and statistical aggregations (mean, std, min, max, sum along axes). Use markdown cells to explain what each code cell does.