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fix: update grammar
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Signed-off-by: Akshay "XA" Mestry <[email protected]>
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xames3 committed Feb 25, 2024
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10 changes: 5 additions & 5 deletions docs/source/_documentation/chapters/mathematics-for-ai.rst
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Expand Up @@ -455,11 +455,11 @@ Integers
Integers, represented by :math:`\mathbb{Z}` (called double-struck
capital Z), are the quintessence of discrete data representation. In AI and
ML, many scenarios necessitate a straightforward, uncomplicated expression of
quantitybe it the count of occurrences, indexing of arrays, or the labeling
of categories. For instance, in a dataset, each category or class might be
assigned an integer value, transforming qualitative data into a form that
algorithms can efficiently process and learn from. The bedrock of AI and ML is
constituted of algorithms, where integers frequently govern the flow of
quantity |dash| be it the count of occurrences, indexing of arrays, or the
labeling of categories. For instance, in a dataset, each category or class
might be assigned an integer value, transforming qualitative data into a form
that algorithms can efficiently process and learn from. The bedrock of AI and
ML is constituted of algorithms, where integers frequently govern the flow of
execution. Whether it's the number of iterations in training loops, steps in
optimization algorithms, or layers in deep neural networks, integers serve as
the controlling variables that guide the procedural logic and iterative
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