Introduction to Deep Learning#

Brief Introduction to Deep Learning#

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

image

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

image

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.#

image

Several differences between Machine Learning and Deep Learning#

image

Some notable applications of Deep Learning#

image

Deep Learning Models#

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

(1) Regular Deep Neural Network

(2) Convolutional Neural Network (CNN)

(3) Recurrent Neural Network (RNN)