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  1. What does .shape [] do in "for i in range (Y.shape [0])"?

    The shape attribute for numpy arrays returns the dimensions of the array. If Y has n rows and m columns, then Y.shape is (n,m). So Y.shape[0] is n.

  2. Difference between numpy.array shape (R, 1) and (R,)

    Shape n, expresses the shape of a 1D array with n items, and n, 1 the shape of a n-row x 1-column array. (R,) and (R,1) just add (useless) parentheses but still express respectively 1D …

  3. python - shape vs len for numpy array - Stack Overflow

    May 24, 2016 · Still, performance-wise, the difference should be negligible except for a giant giant 2D dataframe. So in line with the previous answers, df.shape is good if you need both …

  4. Keras input explanation: input_shape, units, batch_size, dim, etc

    Jun 25, 2017 · For any Keras layer (Layer class), can someone explain how to understand the difference between input_shape, units, dim, etc.? For example the doc says units specify the …

  5. python - PyTorch model input shape - Stack Overflow

    Mar 5, 2021 · input_shape = first_parameter.size () this is for the weight size, if you save the model and open it in neuron, you would see that the weight size is the same as the input shape.

  6. Numpy Typing with specific shape and datatype - Stack Overflow

    Feb 14, 2022 · Currently, shape type information is reflected in ndarray.shape. However, most numpy functions that change the dimension or size of an array, however, don't necessarily …

  7. python - Keras Dense layer Output Shape - Stack Overflow

    For example, output shape of Dense layer is based on units defined in the layer where as output shape of Conv layer depends on filters. Another thing to remember is, by default, last …

  8. r - How would one add a new shape, with both outline color and …

    Jun 27, 2025 · Donuts (hollow circles) are also intriguing. What would it take to build one of these shapes and incorporate it fully into ggplot's machinery so that "it just works" whenever a user …

  9. python - Explaining the differences between dim, shape, rank, …

    Mar 1, 2014 · I'm new to python and numpy in general. I read several tutorials and still so confused between the differences in dim, ranks, shape, aixes and dimensions. My mind …

  10. PyTorch: How to get the shape of a Tensor as a list of int

    Oct 19, 2017 · Instead of calling list, does the Size class have some sort of attribute I can access directly to get the shape in a tuple or list form?