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Aryan Prajapat
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Aryan PrajapatKnowledge Contributor
Asked: July 20, 20242024-07-20T10:30:22+05:30 2024-07-20T10:30:22+05:30In: Education

What advantages do NumPy arrays offer over (nested) Python lists?

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What advantages do NumPy arrays offer over (nested) Python lists?
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  1. Aryan Prajapat
    Aryan Prajapat Knowledge Contributor
    2024-07-20T10:32:22+05:30Added an answer on July 20, 2024 at 10:32 am

    1. Python’s lists are efficient general-purpose containers. They support (fairly) efficient insertion, deletion, appending, and concatenation, and Python’s list comprehensions make them easy to construct and manipulate.
    2. They have certain limitations: they don’t support “vectorized” operations like elementwise addition and multiplication, and the fact that they can contain objects of differing types mean that Python must store type information for every element, and must execute type dispatching code when operating on each element.
    3. NumPy is not just more efficient; it is also more convenient. You get a lot of vector and matrix operations for free, which sometimes allow one to avoid unnecessary work. And they are also efficiently implemented.
    4. NumPy array is faster and You get a lot built in with NumPy, FFTs, convolutions, fast searching, basic statistics, linear algebra, histograms, etc.

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