Reviews Classification

End to End project to discover various deployment tools available to quickly deploy ML models.

1. Data:

IMDB movie reviews from https://www.kaggle.com/lakshmi25npathi/imdb-dataset-of-50k-movie-reviews

• Data has 50K reviews with target values as <positive/negative>.
• Target value is balanced.

2. Models:

We should try multiple models once a baseline training-prediction-deployment cycle is setup.

• Model 1: Scratch trained Keras neural net with Embedding layer + LSTM.
• Model 2: Fine tune BERT layer

3. Deployment tools:

1. Gradio: gradio.app

2. Strealmit: streamlit.io

3. FastAPIL fastapi.tiangolo.com

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