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Function Approximation with Neural Networks

For this e-book I recommend reading the e-book Universal Approximation Theorem from this website. Here we will show examples of how to approximate functions of various nature as well as find solutions to differential equations. The subsections dealt with will have a I, II or III, this for functions with a domain in 1, 2 or 3 dimensions respectively.