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English-tamil-transliterator

This is a program is used to translitrate english words to tamil words
TECH stack used:

  • Deep learning (attention based Recurrent neural network)
    Input to the program: English words
    Output to the program: Tamil words
    Algorithm:
    Get the input from user Preprocess the input (Make it as words) Make it as compatible tensor
    Pass that Tensor to the Model
    Get the output from the model
    Post process the output to get in the tamil words (i.e model will produce the output tensor and convert these tensor into tamil sentence)
    Model:
    Two layer bidirectional LSTM used as encoder
    Attension meachnism is used
    Two layer bidirectional LSTM used as decoder

To summarise:
input -> preprocess -> Model (Encoder-Decoder-attension based) -> output (Numeric) -> post_process (make it tamil words)

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