How can I vectorize data in Python?

How can I vectorize data in Python?

You can vectorize data in Python using libraries like NumPy or pandas. Would you like a specific example?

Yes, please provide an example using NumPy.

Sure! You can use NumPy's array functionality. For instance:

import numpy as np

# Sample data
data = [1, 2, 3, 4, 5]

# Vectorization
vectorized_data = np.array(data)
print(vectorized_data)

What if I have a 2D list instead?

You can still use NumPy! Just pass the 2D list to np.array(). For example:

import numpy as np

# Sample 2D data
data_2d = [[1, 2, 3], [4, 5, 6]]

# Vectorization
vectorized_data_2d = np.array(data_2d)
print(vectorized_data_2d)