Neural Networks
The basics of neural networks, and the math behind how they learn
But what is a Neural Network?An overview of what a neural network is, introduced in the context of recognizing hand-written digits.Chapter 1Oct 5, 2017
Gradient descent, how neural networks learnAn overview of gradient descent in the context of neural networks. This is a method used widely throughout machine learning for optimizing how a computer performs on certain tasks.Chapter 2Oct 16, 2017
Analyzing our neural networkChapter 3Oct 16, 2017
What is backpropagation really doing?An overview of backpropagation, the algorithm behind how neural networks learn.Chapter 4Nov 3, 2017
Backpropagation calculusThe math of backpropagation, the algorithm by which neural networks learn.Chapter 5Nov 3, 2017