In Numpy the direct setting of the dtype, shape and strides attributes is being deprecated as these operations are not safe (in particular in the free-threading build). See numpy/numpy#28800 for ...

# Integers at every index tells about the number of elements the corresponding dimension has. # In the example above at index-4 we have value 4, so we can say that 5th ( 4 + 1 th) dimension has 4 ...

Python is convenient and flexible, yet notably slower than other languages for raw computational speed. The Python ecosystem has compensated with tools that make crunching numbers at scale in Python ...