Hello;

An application of using 2D CNN is text classification, you can check details in these blogs:

1- https://agarnitin86.github.io/blog/2016/12/23/text-classification-cnn

2- http://www.joshuakim.io/understanding-how-convolutional-neural-network-cnn-perform-text-classification-with-word-embeddings/

Regards

Hi, Titas De ,

Please you may check these docs. Hope find some ideas.

https://arxiv.org/pdf/1703.03091.pdf

https://towardsdatascience.com/an-introduction-to-convolutional-neural-networks-eb0b60b58fd7

https://www.dora.dmu.ac.uk/bitstream/handle/2086/18112/SWC_2019_2D_Text%20%281%29.pdf?sequence=1&isAllowed=y

Thank you Mahmudul Hasan and Hamada Nayel