The project is based on machine translation using Machine Learning that converts English language to Hindi language.
- I have used various modules such as numpy, pandas, matplotlib, string,re , seaborn.
- I have also used various libraries such as keras , sklearn, tensorflow.
I have used the encoder-decoder model which is a way of using recurrent neural networks for sequence-tosequence prediction problems. The approach involves two recurrent neural networks, one to encode the input sequence, called the encoder, and a second to decode the encoded input sequence into the target sequence called the decoder.
The blogs I have referred to : https://blog.keras.io/a-ten-minute-introduction-to-sequence-to-sequence-learning-in-keras.html https://www.analyticsvidhya.com/blog/2020/08/a-simple-introduction-to-sequence-to-sequence-models/ https://towardsdatascience.com/neural-machine-translation-15ecf6b0b