Accuracy performance
bias term
deep learning vs. traditional ML
optimal weight and bias values
Artificial intelligence (AI)
problem
taxonomy
timeline
Artificial neural networks (ANNs)
activation function
deep neural networks
hidden layers
LTU
McCulloch-Pitts Neuron
perceptron
Autoencoders
advantages and disadvantages
architecture
encoding and decoding structure
fashion MNIST
SeeImage denoising with fashion MNIST (case study
layers
use cases
variations
regularized
SeeRegularized autoencoders
undercomplete
visualization
Auto MPG dataset (case study)
attributes
data preparation
categorical variables
DataFrame creation
dropping null values
training ...