How do I use NumPy in Python?
NumPy is a powerful library for numerical computations in Python. You can start by installing it using pip install numpy
. What specific functionality are you interested in?
I want to create arrays and perform some basic operations.
You can create a NumPy array using np.array()
. For example, import numpy as np; arr = np.array([1, 2, 3])
. You can perform operations like addition, multiplication, and more directly on these arrays.
Can you show me an example of adding two arrays?
Sure! If you have two arrays, arr1 = np.array([1, 2, 3])
and arr2 = np.array([4, 5, 6])
, you can add them using result = arr1 + arr2
, which will give you array([5, 7, 9])
.
What about matrix operations?
For matrix operations, you can use np.dot()
for dot products or np.matmul()
for matrix multiplication. For example, np.dot(arr1.reshape(3,1), arr2.reshape(1,3))
will give you a matrix product.
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