Greetings!
Welcome to this session – Deep Learning
Build your first Convolutional Neural Network!
Part 0. Welcome to the session!
Part 1. Convolutional Neural Networks (CNN)
Datasets & Templates:
Python Demonstration:
- Introduction to CNN
- Building a CNN – step 1
- Building a CNN – step 2
- Building a CNN – step 3
- Building a CNN – step 4
- Building a CNN – step 5
Additional Reading:
- Jianxin Wu, 2017, Introduction to Convolutional Neural Networks
- Adit Deshpande, 2016, A Beginner’s Guide To Understanding Convolutional Neural Networks (Part 1 and 2)
- C.-C. Jay Kuo, 2016, Understanding Convolutional Neural Networks with A Mathematical Model
- Adit Deshpande, 2016, The 9 Deep Learning Papers You Need To Know About (Understanding CNNs Part 3)
- Rob DiPietro, 2016, A Friendly Introduction to Cross-Entropy Loss