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Home Artificial Intelligence

Introducing NumPy, Half 2: Indexing Arrays | by Lee Vaughan | Sep, 2024

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September 12, 2024
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Slicing and dicing like a professional

Lee Vaughan

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A cartoon of a happy Rubik’s cube, representing an ndarray, shedding lots of little cubes.
Indexing an array by DALL-E3

NumPy is Python’s foundational library for numerical calculations. With NumPy, the heavy lifting is dealt with by arrays, basically tables of parts of the identical information kind. Arrays are optimized for efficiency, allowing sooner mathematical and logical operations than conventional Python information sorts, like lists.

In Half 1, we lined methods to create arrays, describe them, and entry their attributes utilizing dot notation. On this article, we’ll study methods to entry the weather in arrays utilizing indexes and slices, so you possibly can extract the worth of parts and alter them utilizing task statements. Array indexing makes use of sq. brackets [], similar to Python lists.

As a refresher from Half 1, here’s a graphical illustration of a 1D, 2D, and 3D array, with the axes annotated. You’ll want to know the axes’ instructions to index correctly.

Diagram showing graphic examples of a 1D NumPy array (as a sequence of numbers), a 2D array (as a table of numbers), and a 3D array (as a cube of numbers).
Graphical illustration of 1D, 2D, and 3D arrays (from Python Instruments for Scientists) (This and several other future hyperlinks to my e-book are affiliate hyperlinks)
Tags: ArraysIndexingIntroducingLeeNumPyPartSepVaughan

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