RNN-Projects
These are the projects build with Recurrent Neural Network(RNN) using Tensorflow 2.
Overview
Currently there are five projects which covers different types of RNN Projects.The project includes
- Stock Market Prediction
- Multi-Step Time Series Forecasting
- Automated Essay Grading
- Machine Language Translation(Seq to Seq model, and Attention Mechanism).
Contributions
You can contribute in web app and RNN model and send me a pull requests.
Cheers !!!
Local Development
- Clone this repository to your local machine
git clone https://github.com/3sarojbhattarai/project_rnn/
- In the directory where you placed the cloned repo, create a virtual environment for Python:
pip install virtualenv
virtualenv -p python3 venv
- Activate your virtual environment
- Install all required packages:
pip install -r requirements.txt
Papers
- Sequence to Sequence Learning with Neural Network
- Learning Phrase Representation using RNN encoder-decoder for statistical Translation
Videos
References
- MIT Introduction to Deep Learning
- Coursera Recurrent Neural Network
- Udacity Deep Learning Nanodegree
- Udacity Natural Language Processing
- Cornell University Natural Language Processing Spring 2019
- Stanford Natural Language Processing with Deep Learning Winter 2020
- Carnegie Mellon University Neural Network for NLP Spring 2019
- Neural Machine Translation (Seq to Seq) Tutorials