Freyja
Freyja is a full-stack web application that grades essays automatically using an LSTM model. It is an end-to-end deep learning application, from training the NLP model to serving predictions through a web interface.
Highlights
- LSTM essay-scoring model trained on the Hewlett Foundation Automated Essay Scoring dataset.
- Django REST backend and React frontend, deployed with Docker and Nginx.
- Education category winner at Quantum Hack 2020, a 24-hour hackathon with 240 participants from around the world.
Tech stack: Python · TensorFlow · LSTM · Gensim · spaCy · Django REST · React.js · Docker · Nginx