Found a very good video with sample code. Very easy to understand how this works. Only uses the numpy linear array library.
https://www.youtube.com/watch?v=w8yWXqWQYmU
https://www.kaggle.com/code/wwsalmon/simple-mnist-nn-from-scratch-numpy-no-tf-keras/notebook
Here is a screen shot of one of the test runs and some code.
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