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The Perceptron - A Guided Tutorial Through Its History and Implementation In Python
Learning objectives Understand the rationality and principles behind the creation of the perceptron Identify the main elements of the perceptron architecture Gain an intuitive understanding of the mathematics behind the perceptron Develop a basic code implementation of the perceptron Determine what kind of problems can and can’t be solved with...
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The McCulloch-Pitts Artificial Neuron Model - Theory and Implementation
History and definition Alan Turing’s formalization of computation as Turing Machines provided the theoretical and mathematical foundations for modern computer science1. Turing Machines are an abstraction of a general computation device. Turing (1937) described these machines as composed by an “infinite tape” made of “cells” (divided into squares), a “tape...
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How to Create a Jupyter-Book Website From Scratch
So, you want to build a website? I recently used the jupyter-book package to build an on-line book version of one of my projects. This package simplifies the creation of websites hosting interactive Jupyter Notebooks, by providing a series of scripts that will transform your Notebooks into Jekyll pages. Jekyll...