Test task for the course

1. The model is a single LSTM block that takes as input word tokens and outputs predicted text readability.

   Command to lauch training:

   python train.py --num_epochs 30 --learning_rate 0.01
   

   You can download pretrained model here: https://drive.google.com/file/d/16tvXMRXk9Rj6SnBlag3vrNxpnt2rdEMY/view?usp=sharing

   Metrics for the model: rmse: 1.03

2. To run the API, download pretrained model to the folder models/ (or train your own), and run the Flask API with:

   python service.py
   

3. The service is deployed on Google Cloud. To test the script run the following commmand:

   python test_api.py