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paarthmadan
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Sentiment-Analysis-API

Transformers
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How to use from the
Use from the
Transformers library
# Load model directly
from transformers import AutoModel
model = AutoModel.from_pretrained("paarthmadan/Sentiment-Analysis-API", dtype="auto")
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Sentiment Analysis API

This is the deployment part of the project.

Training:

Run the Google Colab notebook (Runtime = "GPU") (https://colab.research.google.com/drive/1EuF5FDl1X8VnuOO5RxzmM0c9TbtQrVm9?usp=sharing)

Fine Tuning

  1. Increasing #epochs
  2. Increasing BATCH_SIZE to 32
  3. Changing Adam optimizer rate

Usage

  1. Clone te repository
  2. Set up the conda environment with requirements.txt
  3. In terminal, run the command- uvivorn sentiment_analyzer.api:app --reload
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