This is the third video in the Neural Nets From Scratch series. I go step by step describing exactly what 2 Layer neural nets are, their structure, how they work under the hood, and most importantly how to implement one from scratch in python.
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Links & References:
Textbook I am following is:
Introduction to Computational Data Science Using ScalaTion
By Dr. John Miller of the University of Georgia
Specifically Chapter 10 - Section 6 (Starting on page 339)
https://cobweb.cs.uga.edu/~jam/scalat...
GitHub Repo Link:
https://github.com/thedatadaddi/nns_a...
Specific path to file is as follows: nns_and_opt/nn/nn_2l.ipynb