DREAMS2019

Greetings!
Welcome to this session – Deep Learning

Build your first Convolutional Neural Network!

 

Part 0. Welcome to the session!

• Meet your instructor
• Installing Python

 

Part 1. Convolutional Neural Networks (CNN)

•   Lecture

  Datasets & Templates:

• Convolutional_Neural_Networks

  Python Demonstration:

1. Introduction to CNN
2. Building a CNN – step 1
3. Building a CNN – step 2
4. Building a CNN – step 3
5. Building a CNN – step 4
6. Building a CNN – step 5

 

  Additional Reading:

1. Jianxin Wu, 2017, Introduction to Convolutional Neural Networks
2. Adit Deshpande, 2016, A Beginner’s Guide To Understanding Convolutional Neural Networks (Part 1 and 2)
3. C.-C. Jay Kuo, 2016, Understanding Convolutional Neural Networks with A Mathematical Model
4. Adit Deshpande, 2016, The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3)
5.  Rob DiPietro, 2016, A Friendly Introduction to Cross-Entropy Loss