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What's going on everybody welcome to the Neural Networks from Scratch series where we will be creating creating Neural Networks end-to-end so from... the Neurons, the Layers, Activation functions, Optimization,... Back Propagation all this stuff were going to be coding that from scratch in python. Now... everything we do we are going to show first in truly raw python no libraries or no 3rd party libraries and then we are going to use NumPy for multiple reasons NumPy just makes a lot of sense here. It's a extremely useful library and it'll cut our lines of a full application down-a-ton it'll make it much faster and NumPy is a great thing to learn, so... we will show everything from scratch in python first and then we are going to use NumPy. Now... why would anybody wanna do this to themselves? Well, first of all, it's very interesting umm... the idea is not-even though we effectively we are going to be programming our own Neural Networks framework, it's not really the purpose here. Th

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