NLP-MLOps-Pipeline

End to end MLOps Pipeline for NLP

Model: Intent Detection Model Training using Huggingface Trainer API with wandb and Hydra integration

To train a new model
```
python train.py training.max_epochs=4 
```

DVC: DVC integration for Model Versioning

To push a new model to remote

cd dvcfiles
dvc add ../Notebooks/models/distilroberta-base/ --file clinc_distilroberta.dvc
dvc push clinc_distilroberta.dvc

Model Compression: ONNX / Quantization / Pruning