Introduction to Deep Learning

Overview

Teaching: 10 min
Exercises: 0 min

Questions

• What is Deep Learning

Objectives

• Learng basic about Deep Learning

Brief Introduction to Deep Learning

Deep Learning is a subset of Machine Learning. Machine Learning is a subset of Artificial Intelligent

While Machine Learning utilizes many different algorithm, Deep Learning only focuses on using Artificial Neural Network

While Machine Learning mostly uses Shallow Neural Network (1 or max 2 hidden layers), Deep Learning tends to use multiple hidden layers between input and output.

Several differences between Machine Learning and Deep Learning

Some notable applications of Deep Learning

Deep Learning Models

In this workshop we focus on several typical Deep Learning models:

(1) Dense Deep Neural Network

(2) Convolutional Neural Network (CNN)

(3) Recurrent Neural Network (RNN)

Key Points

• Basic Deep Learning