Creation of Numpy Arrays

• create a variable np1 of typy numpy array using list [1, 2, 3, 4, 5]
• explain generated code
• create a variable np2 of typy numpy array using list of lists [[1, 2, 3, 4, 5], [10, 20, 30, 40, 50], [100, 200, 300, 400, 500]]
• explain generated code
• describe the concept of shapes of numpy arrays using np1 and np2

Basic Operations

• generate examples of numpy functions using np1
• generate examples of numpy functions using np2 that contain axis
• generate examples for numpy reshape using np2
• generate examples for numpy transpose using np2
• generate examples for numpy matrix multiplication
• describe the concept of matrix multiplication

Broadcasting

• generate examples of numpy broadcasting in different dimensions, only in the traditional sense
• explain the differences between row and column vectors
• create examples of row and column vectors in numpy
• explain broadcasting rules
• illustrate broadcasting rules with code examples
• illustrate broadcasting rules with explict expansion of compatible dimensions
• turn broadcasting into point by point operations
• provide code to illustrate