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

    shape is a tuple that gives you an indication of the number of dimensions in the array. So in your case, since the index value of Y.shape[0] is 0, your are working along the first dimension of …

  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. tensorflow placeholder - understanding `shape= [None,`

    You can think of a placeholder in TensorFlow as an operation specifying the shape and type of data that will be fed into the graph.placeholder X defines that an unspecified number of rows of …

  4. 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 …

  5. 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 …

  6. 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 …

  7. How to find the size or shape of a DataFrame in PySpark?

    Why doesn't Pyspark Dataframe simply store the shape values like pandas dataframe does with .shape? Having to call count seems incredibly resource-intensive for such a common and …

  8. 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 …

  9. 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 …

  10. 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 …