Course Title : Deep Learning Basics

Week 1: Sequential Neural Models

Reference Books:

1. Deep Learning, Ian Goodfellow and Yoshua Bengio and Aaron Courville Click

Lessons

1. Introduction to Course ( slide )
2. Bias in Neural Network ( slide )
3. Recurrent Neural Network (RNN) ( slide )
4. Backpropagation in RNN ( slide )
5. Long Short Term Memory (LSTM)( slide )
6. LSTM Forward Pass ( slide )
7. Gated Recurrent Unit( slide )
8. Implementation( slide )

Sample Programs ( slide )

Live Sesson: Backpropagation in LSTM ( slide )