ಕನ್ನಡದಲ್ಲಿ ಬರ್ಟ್ ನ ಉಪಯೋಗ (BERT for KANNADA)

Easy-to-start code base to make use of BERT for ಕನ್ನಡ (Kannada Language).

ಕನ್ನಡ ವಾಕ್ಯ ವರ್ಗೀಕರಿಸುವ ತಂತ್ರಾಂಶ (Kannada Sentence Classifier)

Used the pretrained multilingual BERT to generate sentence embeddings and built a sentence classifier.

Dataset was taken from here

ನಿಖರತೆಯ ಮಾಪನಗಳು (Accuracy Metrics)

classes	precision	recall	f1-score	support
entertainment	0.85	0.93	0.89	282
sports	0.85	0.79	0.82	177
tech	0.82	0.64	0.72	58

TODO

• Use of better classifier
• Fine-tune the BERT model on larger corpus
• Use BERT for other NLP tasks in Kannada

References

• https://github.com/huggingface/transformers
• https://github.com/jalammar/jalammar.github.io/blob/master/notebooks/bert/A_Visual_Notebook_to_Using_BERT_for_the_First_Time.ipynb