Developing Robust Georgian Automatic Speech Recognition with FastConformer Hybrid Transducer CTC BPE

Originally published at: https://developer.nvidia.com/blog/developing-robust-georgian-automatic-speech-recognition-with-fastconformer-hybrid-transducer-ctc-bpe/

Building an effective automatic speech recognition (ASR) model for underrepresented languages presents unique challenges due to limited data resources.  In this post, I discuss the best practices for preparing the dataset, configuring the model, and training it effectively. I also discuss the evaluation metrics and the encountered challenges. By following these practices, you can confidentially…