When should I use ufuncs in NumPy?

What are ufuncs in NumPy?

Ufuncs, or universal functions, are functions that operate on ndarrays element-wise in NumPy, allowing for fast computations.

When should I use ufuncs instead of regular Python functions?

You should use ufuncs when you need to perform operations on large arrays efficiently, as they are optimized for performance.

Can you give me an example of using a ufunc?

Sure! For instance, you can use np.add to add two arrays element-wise: np.add(array1, array2).

Are there any limitations to using ufuncs?

Yes, ufuncs may not support all data types and can be less flexible than regular functions for complex operations.