CAP-6619 Deep Learning class at FAU

Assignments from the CAP-6619 Deep Learning at Florida Atlantic University, Fall 2018

Assignment 1

Two-label classification with perceptron and gradient descent in R.

Assignment 2

Neural network with neuralnet in R.

• Non-linearly separable two-label classification.
• Image classification with two and three classes.

Assignment 3

Two-class classification of the "circle" dataset using RBF (radial basis function) network.

Assignment 4

Term project: performance dropout vs. batch normalization to reduce overfitting.

See this repository.