deeplearning.ai Sequence Models Week 1

This repository contains deeplearning.ai's Sequence Model course Week 1 notebooks.

Contents:

• Step-by-step: Build an RNN
• Character level language modeling
• Music Synthesis with LSTM (using Keras)

Usage:

• Download or clone repository:
  git clone https://github.com/sukruc/deeplearningai-RNN.git
  - Keep directory structure as is to make sure notebooks function normally
• Datasets and images are not included, so you need to replace them if you want to make notebooks work.
• Enjoy!

Notes:

• It is not guaranteed that solutions provided here are correct or optimal. Please only use notebooks as a reference.
• Backward propagation part in Step-by-step RNN implementation contains some bugs and inconsistent notation regarding equations. You can either skip this part or cross-check with external sources to make sure they are working properly.
• Wiki will be updated to include correct backpropagation equations, implementation and further discussion.
• Ignore commented import pdb; pdb.set_trace() lines, if you ever encounter them. They are not included in original notebooks.
• Please feel free to make any suggestions.