Introduction to Neural Networks - ERAMIA 2020 Mini-Course (Portuguese)

Introduction to Perceptron


A brief introduction to Perceptron - Presentation
Implementing the Perceptron learning algorithm in R - R Notebook



Introduction to Multi-Layer Perceptron


A brief introduction to Multi-Layer Perceptron - Presentation
Implementing the Multi-Layer Perceptron learning algorithm in R - R Notebook
XOR problem - dataset
Predict whether or not a default will occur within 10 years - dataset



Introduction to Autoencoder


A brief introduction to Autoencoder - Presentation
Implementing the simple Autoencoder learning algorithm in R - R Notebook
MNIST handwritten digits - dataset