NeuralCharTransliteration

Neural Transliteration of Song Lyrics (Roman to Hindi Script)
with current model 83.43% on test file

Data/Input-Output

Web scapped Hindi song lyrics
train and test file format: one word pair per line, english_wordhindi_word, blank_line = end_of_sentence
training file = train_file.txt
test file = test_file.txt
output file = test.txt.out
output file format: tab separated triple, english_wordgold_hi_wordpred_hi_word, blank_line = end_of_sentence

Requirement

1. python 3
   
2. tensorflow 1.0.1
   
3. keras 2.0.2
   
4. numpy 1.12.1
   

model

input = en_chr_idx
embedding <- en_chr_idx
bi-LSTM <- embedding
output <- timedistributed_dense(hi_char_len, softmax) <- bi-LSTM

traning/tesing

please view NCT.py