Neural Networks Demystified

Overview

This course introduces and tries to demystify neural networks with some small videos explaining topics such as gradient descent, forward propagation and back propagation and overfitting.

Syllabus

Neural Networks Demystified [Part 1: Data and Architecture].
Neural Networks Demystified [Part 2: Forward Propagation].
Neural Networks Demystified [Part 3: Gradient Descent].
Neural Networks Demystified [Part 4: Backpropagation].
Neural Networks Demystified [Part 5: Numerical Gradient Checking].
Neural Networks Demystified [Part 6: Training].
Neural Networks Demystified [Part 7: Overfitting, Testing, and Regularization].