- Apache Spark Deep Learning Cookbook
- Ahmed Sherif Amrith Ravindra
- 148字
- 2025-02-26 11:49:45
How it works...
This section explains how the array is validated and constructed for optimal future use within the neural network.
The new mean of the height should be 0 and the standard deviation should be 1. This can be seen in the following screenshot:
- This is confirmation of a normalized dataset, as it includes a mean of 0 and a standard deviation of 1.
- The original data_array is no longer useful for a neural network because it contains the original, non-normalized, input values for height, weight, and gender.
- Nonetheless, with a little bit of numpy magic, data_array can be restructured to include the normalized height and weight, along with gender. This is done with numpy.stack(). The output of the new array, data_array, can be seen in the following screenshot:
