Deep Learning for Computer Vision with SAS

Chapter 1: Introduction to Deep Learning

Introduction to Neural Networks

Biological Neurons

Mathematical Neurons

Deep Learning

Batch Gradient Descent

Stochastic Gradient Descent

Introduction to ADAM Optimization

Weight Initialization

Regularization

Batch Normalization

Batch Normalization with Mini-Batches

Traditional Neural Networks versus Deep Learning

Deep Learning Actions

Building a Deep Neural Network

Training a Deep Learning CAS Action Model

Demonstration 1: Loading and Modeling Data with Traditional Neural Network Methods

Demonstration 2: Building and Training Deep Learning Neural Networks Using CASL Code

Introduction to Neural Networks

Artificial neural networks mimic key aspects of the brain, in particular, the brain’s ability to learn ...