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lectures/numpy.md

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Recall that [broadcasting](broadcasting) in Numpy can help us conduct element-wise operations on arrays with different number of dimensions without using `for` loops.
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In this exercise, try to use a `for` loop to replicate the result of the following broadcasting operations.
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In this exercise, try to use `for` loops to replicate the result of the following broadcasting operations.
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**Part1**: Try to replicate this simple example first and compare your results with the broadcasting operation.
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**Part1**: Try to replicate this simple example using `for` loops and compare your results with the broadcasting operation below.
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```{code-cell} python3
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