Machine learning from scratch in Python with Numpy

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Early in the Covid19 pandemic I decided to take a deep dive into the math and implementation of neural networks (NNs) .
Instead of treating NNs as a black box and using state-of-the-art packages like Tensorflow and Keras , which make NNs as accessible as LEGOs, I wanted to start from scratch and build the algorithms that Tensorflow (or any NN package) is based on.
Historically this…

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