How to start from second index for for-loop

First thing is to remember that python uses zero indexing. You can iterate throught the list except using the range function to get the indexes of the items you want or slices to get the elements. What I think is becoming confusing here is that in your example, the values and the indexes are the … Read more

Moving average or running mean

UPDATE: more efficient solutions have been proposed, uniform_filter1d from scipy being probably the best among the “standard” 3rd-party libraries, and some newer or specialized libraries are available too. You can use np.convolve for that: Explanation The running mean is a case of the mathematical operation of convolution. For the running mean, you slide a window along the input and compute the mean of … Read more

Does Numpy automatically detect and use GPU?

Does Numpy/Python automatically detect the presence of GPU and utilize it to speed up matrix computation (e.g. numpy.multiply, numpy.linalg.inv, … etc)? No. Or do I have code in a specific way to exploit the GPU for fast computation? Yes. Search for Numba, CuPy, Theano, PyTorch or PyCUDA for different paradigms for accelerating Python with GPUs.

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